# Context Vigilance

> A neurotic model of Human + AI Product Development.

Treat context with the same vigilance as code — versioned, reviewed, cross-linked. This site is the public face of the Context Vigilance Kit: a live catalog of 460 context-v documents collected from 27 Lossless Group projects, plus the open spec and the schema agents follow when authoring or updating those documents.

## Reference

- [Full-text search](https://lossless-group.github.io/context-vigilance-kit/search/): Pagefind-indexed across the corpus.
- [Full corpus content](https://lossless-group.github.io/context-vigilance-kit/llms-full.txt): every corpus entry concatenated as raw markdown — preferred ingest target for LLMs that can handle a single large document.
- [Source repository](https://github.com/lossless-group/context-vigilance-kit): the kit, the spec, and the collator.
- [Lossless Group](https://lossless.group): the org that maintains this practice.

## Corpus

Hand-authored context-v files from real projects in the Lossless tree. Each entry is a spec, prompt, blueprint, reminder, exploration, issue, or other context-v artifact. Grouped by source repository.

### ai-labs

- [Add a Chroma Local UI Interface](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/plans/add-chroma-local-ui-interface/): Local Chroma in PersistentClient mode is an embedded SQLite library with no UI of its own. Three paths to a browseable surface — from a 30-line inspect script tonight to a /chroma route in the splash later — laid out in increasing commitment.
- [ai-labs/explorations/when-claud-code-and-when-pi](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/explorations/when-claud-code-and-when-pi/)
- [ChromaDB as Context Improvement Across Everything, Everyone](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/explorations/chromadb-as-context-improvement-across-everything-everyone/): Skeptical of vector databases at our scale until a founding-team demo showed me the product is no longer 'a place to put embeddings' — it is an ingestion layer for agent traces, session transcripts, and ambient developer signal that a small team can bend toward almost anything.
- [Collate Context Files into Context Vigilance as Repo & Project](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/explorations/collate-context-files-into-context-vigilance-as-repo--project/): A long-running, everywhere-distributed practice — context-v/ across a tree of pseudomonorepos — finally graduates into a project of its own, with a collator, a splash, and a vector index.
- [Context Vigilance Splash Page — Narrative Brief](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/plans/context-vigilance-splash-page-narrative/): Designer brief for the Context Vigilance splash. The functional plumbing exists; the structural skills are codified elsewhere. This doc is only about the *story* — the four-act narrative arc and the emotional move each act should produce.
- [Preferred Stack — uv over pip, and other defaults](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/reminders/preferred-stack/)
- [Track and Ingest Lossless Content into Chroma (with Change Detection)](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/plans/track-and-ingest-lossless-content-into-chroma/): A second ingestion pipeline parallel to the context-v corpus — for the ~5K Lossless content files scattered across the monorepo. Driven by its own sources map, with content-hash-based change detection so re-runs only re-embed what actually changed.
- [Write Custom Chroma MCP Server (v0: a session-transcript ingester)](https://lossless-group.github.io/context-vigilance-kit/corpus/ai-labs/plans/write-custom-chroma-mcp-server/): Defer the community djm81/chroma_mcp_server. Roll our own session-transcript ingester that writes into the same Chroma instance our corpus already lives in — preserving the metadata alignment that lets us cross-query corpus and conversation history together.

### astro-knots

- [Astro Knots is not a True Monorepo](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/astro-knots-is-not-a-true-monorepo/): A reminder that Astro-Knots is organized like a monorepo but functions as a collection of independent Astro projects for convenient pattern porting.
- [astro-knots/explorations/choosing-the-right-datastores](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/choosing-the-right-datastores/)
- [astro-knots/issue-resolution/astro-check-type-errors-on-mpstaton-site](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/astro-check-type-errors-on-mpstaton-site/)
- [astro-knots/issue-resolution/documentation-gaps-blocking-new-site-onboarding](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/documentation-gaps-blocking-new-site-onboarding/)
- [astro-knots/issue-resolution/hot-reload-for-raw-filesystem-content](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/hot-reload-for-raw-filesystem-content/)
- [astro-knots/issue-resolution/issue-of-saving-stack-edits](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/issue-of-saving-stack-edits/)
- [astro-knots/issue-resolution/resolving-mode-switching-across-multiple-components](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/resolving-mode-switching-across-multiple-components/)
- [astro-knots/issue-resolution/scripting-across-multiple-tables-in-nocodb](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/scripting-across-multiple-tables-in-nocodb/)
- [astro-knots/issue-resolution/ssh-key-passphrase-prompts](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/ssh-key-passphrase-prompts/)
- [astro-knots/issue-resolution/workspace-vs-jsr-for-lfm-consumers](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/issue-resolution/workspace-vs-jsr-for-lfm-consumers/)
- [astro-knots/prompts/author-a-specification-markdown-file-in-context-v](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/author-a-specification-markdown-file-in-context-v/)
- [astro-knots/prompts/discuss-how-to-publish-long-form-like-ebook](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/discuss-how-to-publish-long-form-like-ebook/)
- [astro-knots/reminders/rule-to-assure-collection-schema-is-flexible](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/rule-to-assure-collection-schema-is-flexible/)
- [astro-knots/sitemap/components/component__message-hierachy-bare-component](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/components/component__message-hierachy-bare-component/)
- [astro-knots/sitemap/components/component__rapid-slide-search--nav](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/components/component__rapid-slide-search--nav/)
- [astro-knots/sitemap/dojo_index](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/dojo_index/)
- [astro-knots/sitemap/layouts/sections/section__areas-of-venture](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/layouts/sections/section__areas-of-venture/)
- [astro-knots/specs/dynamic-portfolio-page-specification-and-implementation-plan](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/dynamic-portfolio-page-specification-and-implementation-plan/)
- [astro-knots/specs/include-full-search-as-a-default](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/include-full-search-as-a-default/)
- [Build a Fundraise Deck Workspace](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/build-a-fundraise-deck-workspace/): Step-by-step playbook for standing up a private, gated, two-surface fundraise/teaser deck workspace from scratch. Captures the patterns proven on sites/calmstorm-decks during the week of 2026-04-30 → 2026-05-03, written as instructions for the next site rather than as a retrospective. Use this when initializing a new client deck site under astro-knots/sites/.
- [Build a Promotion Surface for Investment Opportunities](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/build-a-promotion-surface-for-investment-opportunities/): Architecture for a hard-gated, multi-opportunity promotion surface inside mpstaton-site. Each opportunity gets a hub page that conditionally surfaces deck and memo materials behind real authentication, optimised for AI-assisted variant iteration in 3-5 minute cycles.
- [Choosing an Image Generator for Text-on-Background Banners](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/choosing-an-image-generator-for-text-on-background-banners/): A snapshot of the AI image-generation landscape as of April 2026, focused on the specific job of producing release-banner-style images with legible title text and brand-consistent visual style — the kind of asset Anthropic, Windsurf, Linear, and Vercel attach to changelog entries and release announcements.
- [Citation System Architecture](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/citation-system-architecture/): A citation and reference management system for Astro sites using hex codes as stable identifiers that convert to sequential integers at render time.
- [Codeblock Syntax Highlighting with Shiki](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/codeblock-syntax-highlighting-with-shiki/): Blueprint for implementing syntax-highlighted code blocks across astro-knots sites using Shiki with the tokyo-night theme and reusable wrapper components.
- [Codifying a Comprehensive Extended Markdown Flavor and Shared Package](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/codifying-a-comprehensive-extended-markdown-flavor-and-shared-package/): A specification for a named, versioned extended markdown flavor that codifies our existing rendering capabilities, incorporates features from GFM, Obsidian, MDX, and directive-based systems, and defines a wish list for future development — all backed by a shared remark/rehype package.
- [Confidential Content Access Control Blueprint](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/confidential-content-access-control-blueprint/): A tiered pattern for protecting privileged or confidential content across astro-knots sites, from simple passcodes to full OAuth integration.
- [Context-V — Context Vigilance for AI-Native Software Teams](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/readme/): A working library of the documents we feed to Claude Code so we can build sites, apps, and design systems at remarkable speed — and a directory schema that keeps that library legible as it grows.
- [Context-V GitHub Fetcher for Multi-Repo Content Aggregation](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/context-v-github-fetcher-for-multi-repo-content-aggregation/): A build-time content fetcher that pulls context-v documents (Specs, Blueprints, Prompts, Reminders) from multiple GitHub repositories, enabling lossless.group and mpstaton.com to render current project documentation without manual copying or submodules.
- [Converge on an Animations Playbook](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/converge-on-an-animations-playbook/): A short, well-made motion loop can do work that a paragraph and a screenshot can't — but the tooling that produces Lottie files is concentrated in a few mostly proprietary places. This is a tour of the format, the production tools, the honest lock-in, and a tiered playbook for the Astro Knots family.
- [Create an Image-Heavy Portfolio Website for Boutique E-Commerce](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/maintain-an-image-heavy-portfolio-site/): A specification for a mobile-first, image-heavy portfolio site with dark and vibrant modes, carousel-driven galleries, tiered pricing cards, WhatsApp CTA, and SEO landing pages — all managed through markdown content and deployable independently from the Astro-Knots pseudomonorepo.
- [Design System Pages Per Site](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/design-system-pages-per-site/): Every site should have a design-system route with browsable pages for components, flare, and layouts — built with zero-friction by Code Assistants, not a third-party documentation tool.
- [Develop a Slides-only Astro Site for a Fundraise Process](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/develop-a-slides-only-astro-site-for-a-fundraise-process/): A slides-only Astro site that stays consistnent with relevant Context Vigilance files fed into AI Assistant context.
- [Dynamic Webpage to Display Portfolio w Authentication](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/dynamic-webpage-to-display-portfolio-w-authentication/): Dynamically display portfolio information on a branded webpage, with certain types of information only displayed for certain privileges connected to authentication.
- [Exploring GitHub Actions for Package Publishing](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/exploring-github-actions-for-package-publishing/): A practical walkthrough of what GitHub Actions are, how they work, and how to use them to publish packages to JSR and GitHub Packages with provenance — written for someone who has never set up CI/CD before.
- [Exploring Publishing Component Library for VC Firms](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/strategy/exploring-publishing-component-library-for-vc-firms/): Strategic exploration of publishing @knots packages as a component library for venture capital firms, evaluating approaches from Web Components to shadcn-style CLI distribution.
- [Fetch Brand and Tokens from Client Site](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/fetch-brand-and-tokens-from-site/): Extract colors, fonts, and design tokens from a client's existing website to bootstrap theme.css with brand-aligned values. Uses curl/fetch to grab CSS and design assets.
- [Flare Components — Creative Workflow](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/flare-components-creative-workflow/): Flare is our naming convention for design-oriented components — images, illustrations, and animations as code. This reminder covers naming, preferred tech, and the creative brief workflow.
- [Flare: Concentric Wobble Rings](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/flare__concentric-wobble-rings/): Creative brief and technical spec for an interactive concentric-rings animation — imperfect circles radiating from an off-center origin with mouse hover repulsion and click ripple effects. Inspired by greenoaks.com.
- [Generate a Pseudomonorepo Rollup of Changelog and Context](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/generate-a-pseudomonorepo-rollup-of-changelog-and-context/): How an Astro splash site for a pseudomonorepo aggregates each child submodule's changelog/ and context-v/ into one feed — with provenance, without runtime dependencies on the GitHub API, and without auth token plumbing in CI. The deliberate-sync model: a human runs `pnpm rollup:sync`, content lands in src/rollup/, gets committed, deploys like any other static asset.
- [GitHub Secure Content Pattern](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/github-secure-content-pattern/): A pattern enabling Astro sites to fetch confidential content from a private GitHub repository at runtime, keeping sensitive documents out of static assets.
- [Ideogram Style Prefix for Splash OG Images](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/ideogram-style-prefix-for-splash-og-images/): Reusable Ideogram preamble that conditions generated OpenGraph and share images to match the astro-knots splash — knot-and-thread motif, the splash's three-mode palette, and an editorial typographic sensibility. Paste before your subject line.
- [Implement Context-V Fetcher for mpstaton-site](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/implement-context-v-fetcher-for-mpstaton-site/): Step-by-step implementation guide for adding a build-time GitHub content fetcher to mpstaton-site that pulls context-v documents from multiple repos.
- [Implement Portfolio with Confidential Access in New Site](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/implement-portfolio-with-confidential-access-in-new-site/): Step-by-step implementation plan for adding portfolio features with confidential access control to the dark-matter site, based on proven patterns from hypernova-site.
- [Implementing Full-Text Search by Default](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/implementing-full-text-search-by-default/): Every Astro Knots site should ship with full-text search out of the box. This is a tour of what that costs, why Pagefind (a Rust-powered static indexer) is the strong default, and what the runner-up libraries are for the cases where it isn't.
- [Improvising within Design System Color Palettes](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/improvising-within-design-system-color-palettes/): A reminder to AI code assistants and developers: use named colors and design tokens; when improvising raw hex or rgba values, reintegrate them into the system.
- [In The News](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/in-the-news/): Specification for a media coverage section with article display components, sidebar layout, and links to relevant press coverage of portfolio companies.
- [Introducing Features and UI Components](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/introducing-features-and-ui-components/): Prompt for introducing features and UI components to the Hypernova site, including team pages, responsive design patterns, and branded exports.
- [Jumbotron Popdown Patterns](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/jumbotron-popdown-patterns/): Design and implementation patterns for consistent jumbotron popdown menus in the Lossless UI.
- [Maintain an Elegant Open Graph System](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/maintain-an-elegant-open-graph-system/): A scalable, consistent architecture for Open Graph metadata optimized for the messaging-first share economy.
- [Maintain an Interactive Polling System](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-an-interactive-polling-system/): Implementation blueprint for embeddable, theme-aware interactive polls on Astro SSG sites — covering data model, storage progression from flat-file to database, real-time mechanics, live-meeting authoring motions, vote integrity, and Svelte + GSAP UI contracts.
- [Maintain an Interactive Polling System](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-an-interactive-polling-system-v2/): Implementation blueprint for embeddable, theme-aware interactive polls on Astro SSG sites — covering Session/Poll data model, Astro DB on Turso storage, DB→markdown materialization for archive, live-meeting authoring motions, and Svelte + GSAP UI contracts. v0.0.1 ships four templates and one live session.
- [Maintain Design System and Brand Kit Motions](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/maintain-design-system-and-brandkit-motions/): Conventions for the two reference pages every Astro-Knots site ships — Brand Kit (brand experience essentials) and Design System (component catalog) — including scope split, URL standardization, theme/mode integration contract, and maintenance motions.
- [Maintain Themes and Modes Across CSS and Tailwind](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/maintain-themes-mode-across-css-tailwind/): Implementation blueprint for dual-axis theme and mode control using Tailwind CSS v4 custom properties, with runtime utilities and Vitest verification.
- [New Homebrew Formulae Worth Knowing About](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/new-homebrew-formulae-worth-knowing-about/): A quick-hit survey of six new Homebrew formulae — dispenso, jsongrep, opentimestamps-client, proxelar, qtcanvaspainter, and qttasktree — with an honest assessment of what each does and whether our dev team should care.
- [New Site Quickstart Guide](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/new-site-quickstart-guide/): Step-by-step guide for scaffolding a new Astro site in the astro-knots monorepo, from empty directory to working markdown rendering.
- [Page: Partner with Us](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/page__partner-with-us/): Prompt plan for creating a tabbed Partner with Us page showcasing different LP types including corporate investors, family offices, fund of funds, and institutional managers.
- [Papermark Self-Hosted Dataroom Deployment](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/papermark-self-hosted-dataroom-deployment/): Complete deployment specification for self-hosting Papermark as an open-source virtual data room for sharing investment memos, pitch decks, and due diligence documents.
- [Portfolio-Wide Job Aggregator](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/portfolio-wide-job-aggregator/): A specification for scraping, aggregating, and displaying job openings across a venture capital firm's portfolio companies — built as a reusable pattern for any VC client site.
- [Practices to Sense-Make Context Vigilance at Scale](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/practices-to-sense-make-context-vigilance-at-scale/): An exploration of lightweight conventions, indices, templates, and tooling that keep a context-v library legible as it grows from dozens to hundreds of documents — without introducing a new system to maintain.
- [Preference for Shortcuts in Config to Absolute Paths](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/preference-for-shortcuts-in-config-to-absolute-paths/)
- [Preferred Stack](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/preferred-stack/): A quick reference for the preferred technology stack: HTML/CSS first, Astro for SSG, Svelte for interactivity, Tailwind for styling, and no React.
- [Quirks of Obsidian Flavored Markdown](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/quirks-of-obsidian-flavored-markdown/): A quick reference for the quirks of Obsidian Flavored Markdown.
- [Remark-Citations: A Unified Plugin for Hex-Code Footnote Management](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/remark-citations-plugin-for-hex-code-footnote-management/): A standalone remark plugin that transforms footnote identifiers (hex codes, numeric, or mixed) into sequentially-numbered citations with structured metadata parsing, designed for the unified/remark ecosystem and bundled into @lossless-group/lfm.
- [Removing Unnecessary Code Step-by-Step](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/removing-unnecessary-code-step-by-step/): We have developed a number of great patterns, components, and utilities that we use on a regular basis.  To start with a robust set of included functionality, we cloned The Water Foundation site (twf_site), but now need to strip out any code that is not directly related to the Hypernova brand and desired site functionality.
- [Sequential Steps or Tasks to Workthrough](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/sequential-steps-or-tasks-to-workthrough/): You can prompt your AI Assistant via chat, but it's hard to manage a complex series of tasks that way. Even harder to retrace your steps or share your work.  Thus, this recurring prompt.
- [Set up a Splash Page with Changelog and Context-V Rendering](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/set-up-a-splash-page-with-changelog-and-context-v-rendering/): Brief prompt for scaffolding a small standalone repo (its own GitHub project, deployed to GitHub Pages) that renders its own changelog and context-v markdown through @lossless-group/lfm.
- [Set Up Index and Basic Components Using Brand Theme](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/prompts/set-up-index-and-basic-components-using-brand-theme/): A prompt plan for evolving index pages and basic components to use the brand theme system instead of hard-coded colors, with step-by-step instructions for Cascade/Windsurf.
- [Slides System for Astro and Markdown](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/slides-system-for-astro-and-markdown/): A comprehensive specification for building presentation slide systems in Astro-Knots sites with RevealJS, Three.js, and full theme/mode integration.
- [Styles Architecture Blueprint](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/blueprints/styles-architecture-blueprint/): Architecture blueprint for Dark Matter's CSS and Tailwind v4 theming system, defining named brand colors, derived scales, semantic tokens, and three display modes.
- [Tags Must Use Train-Case](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/tags-must-use-train-case/): All tags in YAML frontmatter must use Train-Case — capitalize each word, hyphens between words, no spaces, no underscores, no all-lowercase.
- [Team Pages Specification](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/pages/team/team-pages-specification/): Agency-wide specification defining how astro-knots sites should implement data-driven team pages with role-based grouping, shared data models, and brand theming.
- [Team Spans Page Spec](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/sitemap/pages/team/team-spans-page-spec/): Specification for a responsive grid layout displaying team members grouped by roles in contiguous spans with CSS Grid and consistent card styling.
- [Understanding the JavaScript Runtime and Package Manager Landscape](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/understanding-the-javascript-runtime-and-package-manager-landscape/): A ground-up exploration of what Node, Deno, Bun, npm, pnpm, Yarn, Vite, tsup, and esbuild actually are, why they exist, how they relate to each other, and when to use which — because the JavaScript ecosystem never explains itself.
- [Versatile Component Library for Video Players](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/specs/versatile-component-library-for-video-players/): Videos links can come from various sources, and include metadata, playlists, and other information that handled to maximize the value of video content, all from simple markdown triggers.
- [Web Research Agents for Content Augmentation](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/explorations/web-research-agents-for-content-augmentation/): When a community member adds a tool we haven't authored content for, we want to point an agent at a URL or company name and have it fill out the YAML frontmatter. Here's what shipping that actually looks like in 2026 — and why most of the "agent framework" hype is the wrong tool for the job we have today.
- [Write a Changelog Prior to Meaningful Commits](https://lossless-group.github.io/context-vigilance-kit/corpus/astro-knots/reminders/write-a-changelog-prior-to-meaningful-commits/): A quick reference for writing a changelog prior to meaningful commits.

### calmstorm-decks

- [community-portfolio-service](https://lossless-group.github.io/context-vigilance-kit/corpus/community-portfolio-service/)
- [competitive-advantage](https://lossless-group.github.io/context-vigilance-kit/corpus/competitive-advantage/)
- [disclaimer-confidential](https://lossless-group.github.io/context-vigilance-kit/corpus/disclaimer-confidential/)
- [european-landscape](https://lossless-group.github.io/context-vigilance-kit/corpus/european-landscape/)
- [firm-positioning](https://lossless-group.github.io/context-vigilance-kit/corpus/firm-positioning/)
- [fund-terms](https://lossless-group.github.io/context-vigilance-kit/corpus/fund-terms/)
- [Gate Sensitive Information with a Simple Code](https://lossless-group.github.io/context-vigilance-kit/corpus/calmstorm-decks/explorations/gate-sensitive-information-with-simple-code/)
- [High-Resolution, High-Fidelity Deck Exports — From Code to Images & PDFs](https://lossless-group.github.io/context-vigilance-kit/corpus/calmstorm-decks/explorations/high-resolution-high-fidelity-deck-exports-from-code-to-images--pdfs/)
- [identity-pillars](https://lossless-group.github.io/context-vigilance-kit/corpus/identity-pillars/)
- [investment-team-LPAC](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-team-LPAC/)
- [market-momentum](https://lossless-group.github.io/context-vigilance-kit/corpus/market-momentum/)
- [opportunity-intro](https://lossless-group.github.io/context-vigilance-kit/corpus/opportunity-intro/)
- [portfolio-construction-product-offering](https://lossless-group.github.io/context-vigilance-kit/corpus/portfolio-construction-product-offering/)
- [portfolio-snapshot](https://lossless-group.github.io/context-vigilance-kit/corpus/portfolio-snapshot/)
- [problem-intro](https://lossless-group.github.io/context-vigilance-kit/corpus/problem-intro/)
- [success-in-numbers](https://lossless-group.github.io/context-vigilance-kit/corpus/success-in-numbers/)
- [track-record](https://lossless-group.github.io/context-vigilance-kit/corpus/track-record/)
- [venture-team](https://lossless-group.github.io/context-vigilance-kit/corpus/venture-team/)
- [vision-mission](https://lossless-group.github.io/context-vigilance-kit/corpus/vision-mission/)

### cite-wide

- [Citation Acquisition Pipeline — Agent Architecture, Phases, Output Contract](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/blueprints/citation-acquisition-pipeline/): The HOW for filling the Lossless Citation schema. Decouples the capture moment (a URL pasted into a doc) from the canonicalization moment (the source promoted into the knowledge base). Specifies the agent that does the work: where it runs, what tools it has, what phases it executes, what it emits, how it fails gracefully, and how multiple clients (Obsidian plugin, CLI, Investment Memo Orchestrator) share the same agent.
- [Citation Field Acquisition Guide — Per-Field Reference for Filling the Lossless Schema](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/blueprints/citation-field-acquisition-guide/): The operational reference for the citation acquisition agent. For each field in the Lossless Citation schema: where the value comes from, the cheap path the agent should try first, the expensive path it falls back to, the validation rule, the failure behavior, and the publisher_types that warrant filling it. Designed to be loaded as prompt context for the agent and as a checklist for human reviewers.
- [cite-wide/blueprints/maximize-data-collection-on-cannonical-sources](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/blueprints/maximize-data-collection-on-cannonical-sources/)
- [cite-wide/blueprints/parse-common-citation-formats](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/blueprints/parse-common-citation-formats/)
- [cite-wide/specs/modal-for-pasting-llm-native-content](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/specs/modal-for-pasting-llm-native-content/)
- [cite-wide/workflow/2026-05-01](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/workflow/2026-05-01/)
- [cite-wide/workflow/2026-05-01_refactor](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/workflow/2026-05-01_refactor/)
- [Lossless Citation Standards — Schema, Audiences, Portability Thesis](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/blueprints/lossless-citation-standards/): The schema layer of the Lossless citation system: what fields exist, why each exists, which audiences and source types each serves, and how the schema is designed to outlive any one rendering target. This is the WHAT and WHY. For HOW the schema gets filled, see Citation-Acquisition-Pipeline.md and Citation-Field-Acquisition-Guide.md.
- [Obsidian Plugin Type Safety — Rules, Patterns, and Cite-Wide Conventions](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/reminders/obsidian-type-safety/)
- [The Lossless Citation Open Specification](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/reminders/lossless-citation-spec/)
- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/cite-wide/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### content-farm

- [A Component Inserter](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/plans/a-component-inserter/): An Obsidian command that scaffolds the right block — HTML, codefence, callout, embed — at the cursor, with frontmatter-driven defaults. Makes Lossless Flavored Markdown extension blocks feel like first-class citizens of the editor instead of patterns you have to remember.
- [Add a New API Provider to a Metadata-Fetching Plugin](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/prompts/add-new-api-provider-to-plugin/): Reusable prompt for wiring a new third-party metadata API (e.g. Microlink, Jina Reader, OpenGraph.io) into an Obsidian plugin like Metafetch as an additional fetcher, without breaking the existing flows.
- [Citation Resolution and the Canonical Source](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/explorations/citation-resolution-and-canonical-sources/): Three problems that look separate — link-rot recovery, smart cite-wide save with lookup-before-create, and content preservation as a future RAG corpus — are actually three operations on one underlying entity. This doc names that entity, sketches the data model, and proposes a v1 scope.
- [Create a Study of the Best Obsidian Plugins](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/plans/create-a-study-of-the-best-obsidian-plugins/): Before we ship more plugins of our own, take a deliberate read of what's working in the Obsidian community. Catalog the plugins doing the most interesting work, what they get right, what we'd do differently, and which ideas are worth borrowing.
- [Create an Audio Transcriber, with extra layers of value](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/specs/create-an-audio-transcriber-plus-layered-value/)
- [Github Splash Page for Content Farm](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/specs/github-splash-page-for-content-farm/): An in-repo Astro site that turns the content-farm pseudomonorepo into a public landing page — hero, plugin gallery, changelog and context-v rendering — deployed for free off GitHub Pages while we wait for a real marketing surface.
- [Migrating When an API Provider Rebrands](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/migrating-when-an-api-provider-rebrands/): A vendor rebrands mid-integration — different name, different domain, sometimes different auth surface. What do you fix today, what do you leave alone, and what's the safe order? A short runbook from the day Freepik turned into Magnific.
- [Renaming a Repo and managing Downstream Effects](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/chores/rename-repo-downstream-renaming/): It's not as simple as renaming the github path.
- [Stenographer: an Obsidian Plugin that Transcribes Audio Content](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/specs/stenographer-an-obsidian-plugin-that-transcribes-audio-content/): Drop a YouTube, SoundCloud, or other listenable link into Obsidian and Stenographer turns it into a fully-frontmattered note with a streaming, AI-generated transcript — sources become searchable knowledge in one move.
- [Tidy Naming — Repo Mentions of 'Obsidian' and 'Plugin'](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/chores/tidy-naming-repo-mentions-of-obsidian-and-plugin/): Obsidian's community-plugin guidelines forbid using 'Obsidian' or 'Plugin' in the brand name (repo, manifest, README, description). Several of our repos still do. A punch list of what to rename, where, and why we held off until now.
- [Using APIs to Ingest More Data](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/explorations/using-apis-to-ingest-more-data/): Beyond OpenGraph.io — what Jina.ai already gives us (we pay for it), what other fetching services do, and a rough sketch of how a portfolio-company site crawler would actually work.
- [Widening (and Re-Sizing) Obsidian Plugin Modals via CSS](https://lossless-group.github.io/context-vigilance-kit/corpus/content-farm/issues/widen-modals-in-obsidian-using-css/)

### context-vigilance-kit

- [Tidy Context Vigilance Files Across All](https://lossless-group.github.io/context-vigilance-kit/corpus/context-vigilance-kit/plans/tidy-context-vigilance-files-across-all/): A phased, manifest-driven plan to bring every context-v file in the corpus to a state we are proud of — starting with the most-developed docs, fanning out to idea-started ones, with concurrent duplicate detection and ruthless decisions on merge / kill / relocate as we go.

### dark-matter

- [dark-matter/blueprints/jumbotron-popdown-patterns](https://lossless-group.github.io/context-vigilance-kit/corpus/dark-matter/blueprints/jumbotron-popdown-patterns/)
- [dark-matter/blueprints/using-heartbeat-patterns-to-save-session-data](https://lossless-group.github.io/context-vigilance-kit/corpus/dark-matter/blueprints/using-heartbeat-patterns-to-save-session-data/)
- [dark-matter/specs/master__dark-matter-site-specification](https://lossless-group.github.io/context-vigilance-kit/corpus/dark-matter/specs/master__dark-matter-site-specification/)
- [dark-matter/specs/team-page-living-spec](https://lossless-group.github.io/context-vigilance-kit/corpus/dark-matter/specs/team-page-living-spec/)

### file-transporter

- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/file-transporter/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### filestarter

- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/filestarter/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### fullstack-vc

- [fullstack-vc/issue-resolutions/troubleshooting-ssg-authentication-and-port-to-ssr-w-database](https://lossless-group.github.io/context-vigilance-kit/corpus/fullstack-vc/issue-resolutions/troubleshooting-ssg-authentication-and-port-to-ssr-w-database/)
- [fullstack-vc/sitemap/sections/section__areas-of-venture](https://lossless-group.github.io/context-vigilance-kit/corpus/fullstack-vc/sitemap/sections/section__areas-of-venture/)
- [Optimize for Localized OpenGraph Metadata and Banner Image with Overlay](https://lossless-group.github.io/context-vigilance-kit/corpus/fullstack-vc/issue-resolutions/optimize-for-local-opengraph-metadata-and-image-w-overlay/): We want WhatsApp / iMessage / Twitter shares of any project page to surface a banner image that's visibly *about that project* — title baked in, not just a generic site-wide image. Today we have project-specific title and description in the OG meta tags but a shared placeholder image. Documents the four paths to a fix and the trigger that should reopen this work.
- [Page Spec — projects/index.astro & projects/[slug].astro](https://lossless-group.github.io/context-vigilance-kit/corpus/fullstack-vc/sitemap/pages/page__projects-indexastro/): A specification for the FullStack VC Projects page (gallery + detail), the supporting content collection, the Hero and Project Gallery section components, and the Jumbo Popdown that surfaces projects from the site header.

### grab-reference

- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/grab-reference/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### image-gin

- [Blueprint — Add a New Image-Generation Provider (case study: Ideogram)](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/blueprints/add-new-image-api-to-providers/)
- [image-gin/chore-to-update-all-dependencies](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/chore-to-update-all-dependencies/)
- [image-gin/releases/011](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/releases/011/)
- [Plan — Bring Image Gin up to Obsidian Community-Plugin Publishing Standards](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/plans/2026-05-03_assuring-obsidian-community-plugin-requirements/)
- [Prompt — Add a New Model Provider to Image Gin](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/prompts/add-new-model-provider/): The agent-facing instruction for adding a new image-generation provider to Image Gin. Hands the work to a coding agent with the canonical blueprint to follow, the case-study prior art (Recraft, Ideogram, Magnific), and the exact files to touch — so the agent isn't reinventing the shape on every new vendor.
- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/image-gin/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### investment-memo-orchestrator

- [Dataroom Analyzer Agent System Plan](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/dataroom-analyzer-agent/): A comprehensive plan for implementing a multi-agent dataroom analysis system that intelligently recognizes, categorizes, and extracts information from diverse document types in investment datarooms.
- [Deck Analyzer Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/deck-analyzer-agent/): A specialized agent for extracting structured data and visual screenshots from pitch decks (PDF and PowerPoint) to bootstrap investment memo generation.
- [Format Memo According to Outline Input](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/reminders/format-memo-according-to-template-input/): Refactor the investment memo system to use YAML-based content outlines that agents can reference for structure, guiding questions, and vocabulary.
- [Generate Investment Memo for Portfolio Company](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/reminders/generate-investment-memo-for-portfolio-company/): Create investment opportunity briefs that match Hypernova's analytical voice, format, and depth using AI-assisted generation with structured inputs and validation.
- [Git Submodules for Private Data and Exports](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/blueprints/git-submodules-for-private-data-and-exports/): Configure git submodules to enable private GitHub repositories for sensitive company data inputs and branded memo exports, while keeping the main orchestrator repo public/shareable.
- [Improve Investment Memo Output](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/issue-resolution/improving-memo-output/): Improve the quality and depth of investment memos generated by the Investment Memo Orchestrator.
- [Interactive Terminal Application — Easy Interface for Casual Users](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/interactive-terminal-application-easy-interface-for-casual-users/): A guided CLI application that walks users through memo generation, export, and iteration without requiring knowledge of individual commands, flags, or file paths.
- [Introducing a Competitive Landscape Research and Evaluation System](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/introducing-a-competitive-landscape-research-and-evaluation-system/): Two coordinated agents—a Competitive Landscape Researcher and a Competitive Landscape Evaluator—that produce accurate, validated competitor analysis by combining multi-query web research with structured relevance screening.
- [Introducing a Content Density Mode System](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/introducing-a-content-density-mode-system/): A system-level content mode toggle (redundant vs concise) that alters the behavior of the writer, table generator, and quality agents to match different firm preferences for information density and repetition.
- [Introducing a Diagram Generator Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/introducing-a-diagram-generator-agent/): Add a diagram_generator.py agent that identifies opportunities to create visual diagrams explaining complex business concepts, starting with TAM/SAM/SOM market sizing and expanding to common finance and consulting visuals.
- [Introducing a Legal Doc Comparator](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/introducing-a-legal-doc-comparator/): An agent that compares deal-specific legal documents (SAFEs, convertible notes, term sheets, incorporation docs) against firm-maintained standard templates, surfacing deviations and flagging common legal risks using a shared reference document.
- [Introducing a One-Pager Cover Sheet and Export](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/introducing-a-one-pager-cover-sheet-and-export/): A post-pipeline agent and CLI tool that distills the full investment memo into a single-page visual summary, usable as both a standalone deliverable and a cover sheet prepended to the full memo export.
- [Introducing a Table Generator Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/introducing-a-table-generator-agent/): A post-writer enrichment agent that identifies tabular data opportunities in memo sections and generates markdown tables with overflow anchor linking, configurable column schemas, and firm-specific customization.
- [Introducing an Augment Research Writer Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/introducing-an-augment-research-writer-agent/): A two-phase post-hoc enrichment system that first enhances research files with authoritative third-party citations via Perplexity Sonar Pro, then runs an augmentation writer that weaves those new citations into existing section prose without rewriting content.
- [Introducing an Enrich Visualizations Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/introducing-an-enrich-with-visualizations-search-agent/): An enrichment agent that discovers and embeds publicly accessible charts, graphs, diagrams, and infographics from web sources to visually reinforce key claims in investment memos — the automated equivalent of grabbing charts from Google Image search.
- [Introducing Investigate Capital Syndicate with Detailed Artifacts](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/specs/introducing-investigate-capital-syndicate-with-detailed-artifacts/): A research agent that investigates every investor, fund, family office, and financial institution on a company's cap table and in the current round — producing detailed profiles, pattern analysis, and signal extraction for investment decision-making.
- [investment-memo-orchestrator/blueprints/ideal-information-hierarchy-applied-to-markdown-headings](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/blueprints/ideal-information-hierarchy-applied-to-markdown-headings/)
- [investment-memo-orchestrator/getting-started-with-tauri](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/getting-started-with-tauri/)
- [investment-memo-orchestrator/prompts/reorder-and-edit-direct-outline](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/prompts/reorder-and-edit-direct-outline/)
- [investment-memo-orchestrator/reminders/the-voice-and-purpose-of-changelogs](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/reminders/the-voice-and-purpose-of-changelogs/)
- [Model Scorecard Agent and Template System](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/blueprints/model-scorecard-agent-and-template-system/): Add proprietary investment scoring frameworks to memo generation, enabling VC firms to systematically evaluate and communicate their differentiated investment thesis.
- [PDF Parser Agent Specification](https://lossless-group.github.io/context-vigilance-kit/corpus/pdf-parser-agent-spec/): A small specification for an agent and script to parse PDFs and convert them to markdown with properly formatted citations.
- [Portfolio Listing Agent and Current Portfolio Section](https://lossless-group.github.io/context-vigilance-kit/corpus/portfolio-listing-agent-current-portfolio/): Design notes for the portfolio_listing_agent that builds a Current Portfolio subsection and structured JSON for LP-commit emerging manager fund memos.
- [Wire memopop-native to the FastAPI sidecar](https://lossless-group.github.io/context-vigilance-kit/corpus/investment-memo-orchestrator/plans/wire-memopop-native-to-the-fastapi-sidecar/): End-to-end plan for closing the loop from Tauri click to live log stream — Rust dispatcher forwards JSON, browser EventSource handles SSE, sidecar spawns lazily.

### lfm

- [Render AST in Debug](https://lossless-group.github.io/context-vigilance-kit/corpus/lfm/render-ast-in-debug/): Exploration of AST structure at each stage of markdown processing to understand how to handle callouts
- [Workspace vs JSR for LFM Consumers](https://lossless-group.github.io/context-vigilance-kit/corpus/lfm/workspace-vs-jsr-for-lfm-consumers/): Why most consumer sites should pin @lossless-group/lfm to JSR while exactly one acts as the local workspace sandbox — and the boring deploy-host failure mode that forces the discipline.

### lmstud-yo

- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/lmstud-yo/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### lossless-monorepo

- [Explore: GitHub API for Live KPIs — Credibility Without Stars](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/explorations/explore-github-api-for-live-kpis/): We average 60+ commits/day per person across ~9 repos, ship 4,400+ content files mapping 1,600+ tools, and document our methodology in 397 context-v files. We do not have 50K stars. This exploration maps what we can pull from GitHub (and the local content vault) to tell a credibility-by-shipping story instead of a popularity story.
- [Explore: Using PRs More — Why a Solo Dev Should Bother](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/explorations/using-prs-more/): We're mostly solo on any given thread, so PRs feel like ceremony for an audience of one. But PRs aren't really about review — they're about turning tiny working commits into a clean shipped unit, providing a stable URL for changelogs, gating on CI, and giving AI co-developers an audit trail. This explores what a minimum viable PR practice looks like when there's only one person on one thing at a time.
- [lossless-monorepo/habits/maintain-projects-collections-on-lossless-site](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/habits/maintain-projects-collections-on-lossless-site/)
- [lossless-monorepo/plans/put-lossless-flavored-markdown-on-the-lossless-group](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/plans/put-lossless-flavored-markdown-on-the-lossless-group/)
- [lossless-monorepo/plans/refactor-memopop-site-to-splash](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/plans/refactor-memopop-site-to-splash/)
- [lossless-monorepo/plans/tidy-root-with-pseudo-monorepos](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/plans/tidy-root-with-pseudo-monorepos/)
- [lossless-monorepo/prompts/implement-deeper-analytics-tracking](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/prompts/implement-deeper-analytics-tracking/)
- [lossless-monorepo/prompts/setup-analytics-across-sites](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/prompts/setup-analytics-across-sites/)
- [Maintain a Current README and other Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/habits/maintain-a-current-readme-and-other-docs/)
- [Maintain a Github Splash Page for each Repo](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/habits/maintain-a-github-splash-page-for-each-repo/): Every Lossless Group repo ships a small Astro site under splash/ that turns the repo into a free GitHub Pages landing page — hero, curated gallery, changelog and context-v rendering — without committing to a real marketing surface too early.
- [Maintain an Astro Knots site for Major Projects](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/habits/maintain-an-astro-knots-site-for-major-projects/)
- [Pseudomonorepo Settings — Fence Each Project from Parent pnpm Workspaces](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/reminders/pseudomonorepo-settings/)
- [Unlock GitHub API for Content Augmentation](https://lossless-group.github.io/context-vigilance-kit/corpus/lossless-monorepo/plans/unlock-github-api-for-content-augmentation/)

### lost-in-public

- [Accessing Figma through a Windsurf MCP Server](https://lossless-group.github.io/context-vigilance-kit/corpus/accessing-figma-through-a-windsurf-mcp-server/): Interact with Figma Designs while building an application, straight from the IDE
- [Add a Site Preview to ToolKit Tool Card](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/add-a-site-preview-to-toolkit-tool-card/): Make your site more useful by adding a site preview using HTML iFrames and OpenGraph.io
- [Add Sort by Functionality to Tag Column](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/add-sort-by-functionality-to-tag-column/): Make the tag column more powerful by allowing different kinds of sort patterns
- [Aggregating GitHub Statistics](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/aggregating-github-stats/): Creating aggregate stats on GitHub commits using the gh CLI and GitHub APIs.
- [An Exhaustive list of content YAML patterns.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/yaml-patterns--exhaustive-cases/): Never repeat yourself—reference this comprehensive guide to all frontmatter YAML patterns for bulletproof data integrity and automation.
- [Ask a Model API to Perform a Task via API](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/ask-a-model-api-to-perform-a-task-via-api/): Guidelines for making API calls to LLM services like Claude, GPT-4, and Groq
- [Ask a Model API to Perform a Task via API](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-an-ai-model-request-script/): Guidelines for making API calls to LLM services like Claude, GPT-4, and Groq
- [Ask Generative AI Model to Generate a Style](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/ask-generative-ai-model-to-generate-a-style/): Generate a custom style object for image requests using a Generative AI model. This prompt is for scripting and API integration workflows.
- [Ask Local LLM to be a Copywriter and generate content and metadata.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/ask-local-llm-to-be-a-copywriter/): Use a local LLM to generate content and metadata for Markdown files in a content directory. This prompt is for scripting and content automation workflows.
- [Ask the AI Code Assistant to Improve your Prompts](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/improve-on-a-user-prompt-through-iteration/): Takes one to know one. Ask the AI Code Assistant to improve your prompt before you ask it to execute it.
- [AstroMarkdown Mermaid Rendering Issue Resolution](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/mermaid-rendering-tangles-rehype-remark/): Breadcrumb documenting the resolution of Markdown/AST rendering issues for Mermaid diagrams and code blocks in AstroMarkdown.astro.
- [Automating Content Generation With Local LLMs](https://lossless-group.github.io/context-vigilance-kit/corpus/automating-content-generation-with-local-llms/)
- [Be Creative with this Marketing Copy](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/be-creative-with-this-marketing-copy/): Here's some messaging we want some creative thinking around.  Expand on the messages and create a UI with good information design.
- [Broken YAML Key Replacement Workflow](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/broken-yaml-key-replacement-workflow/): Documenting a critical workflow bug and its resolution for YAML key replacement in Markdown frontmatter.
- [Change Role and Implement Prompt](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/change-role-to-developer-and-implement-prompt/): Seamlessly switch roles from product manager to developer and implement prompts with context awareness and precision.
- [Citation Processing for FileSystem Observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/another-attempt-at-citation-processing/): In the tangled web of academic references, a robust citation processing system transforms chaotic footnotes into a harmonized knowledge registry, ensuring every intellectual debt is properly acknowledged and seamlessly tracked.
- [Citation Processing for FileSystem Observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/refactored-citations-observer/): Enhance the filesystem observer to automatically format citations, convert to hex IDs, and maintain a citation registry
- [Cleaning Build Scripts](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/build-scripts-that-clean-data/): Improve build scripts by following strict naming conventions and error handling patterns
- [Comprehensive AST Transformation Pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/render-markdown-deliberately-from-inspiration/): A robust approach to AST transformations inspired by astro-big-doc and content-structure patterns
- [Comprehensive Rules to tame Code Generator LLMs](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/comprehensive-rules-for-code-generation/): Unlock the secrets to taming LLM code generators with a masterclass in rules, conventions, and practical strategies for bulletproof automation.
- [Comprehensive Rules to tame Code Generator LLMs](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/exhuastive-list-of-yaml-properties-and-value-syntax/): A comprehensive, click-worthy guide to every YAML property and value syntax nuance you need to master for robust automation and content integrity.
- [Computing Entry Object Values in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/computing-entry-object-values-in-astro/): A practical guide to ensuring content collections in Astro have complete and valid entry objects for reliable builds.
- [Conditional Component Rendering in Layout Pipelines](https://lossless-group.github.io/context-vigilance-kit/corpus/conditional-component-rendering-layout-pipelines/): Implement flexible layout component rendering with optional parameter controls for InfoSidebar and TableOfContents suppression
- [Conditional Console Logging as a Standard Practice](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/conditional-console-logging/): Establishing a DRY, configurable approach to console logging for transparent debugging and maintainability.
- [Conditional Logic for Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/conditional-logic-for-content/): Implement conditional rendering based on content status and user roles
- [Configure Yamllint based on our patterns.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/configure-yamllint-based-on-our-patterns/): Use a smart library, Yamllint, to audit and fix our YAML frontmatter based on our specified patterns.
- [Consolidate Multiple Documentation Sources into One Source](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/consolidate-multiple-documentation-sources-into-one-source/): Consolidate multiple documentation sources into a single, cohesive source.
- [Create a Basic Changelog](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/create-a-basic-changelog/): Guidelines for creating and maintaining a structured changelog
- [Create a Canvas UI of our Content and Data Models](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-canvas-ui-of-our-content-and-data-models/): Visualize content and data models using JSON Canvas
- [Create a Changelog UI](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-changelog-ui/): Design and implement a modern, user-friendly changelog interface that handles both code and content changes
- [Create a Content Generation Engine](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/create-a-content-generation-engine/): Build a RAG-based content generation system with multi-model API integration
- [Create a Content Registry Script](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/create-a-content-registry-script/): Build a registry system for tracking and managing Markdown files
- [Create a Dynamic Footer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-dynamic-footer/): Design and implement a modern, user-friendly dynamic footer interface that handles both code and content changes
- [Create a Hero Component](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-hero-component/): Design and implement a modern, user-friendly hero component with gradient effects, responsive design, customizable content, and smooth scroll-based animations.
- [Create A Magazine Style Layout](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-magazine-style-layout/): Design a flexible, reusable magazine-style layout for displaying content threads (e.g., blog posts, articles) in Astro using modular components and a clear render pipeline.
- [Create a New Layout for an Existing Content Collection](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-new-layout-for-existing-content-collection/): Use existing logic and content, already working, to create and implement a new layout design.
- [Create a permanent memory for project YAML conventions](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/help-write-a-yaml-property-for-a-directory-of-files/): Eliminate frustration by observing guidelines, working within hard rules and constraints, and learning to detect YAML irregularties that could cause bugs and failures
- [Create a permanent memory for project YAML conventions](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/create-permanent-project-memory-for-yaml-handling/): Eliminate frustration by observing guidelines, working within hard rules and constraints, and learning to detect YAML irregularties that could cause bugs and failures.
- [Create a Price Card](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-price-card/): Design and implement a responsive pricing card component with modern styling
- [Create a Reusable Content Collections UI Structure](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-reusable-content-collections-ui-structure/): Build a maintainable component pipeline for rendering content collections with separated structure and presentation
- [Create a Simple Message Grid](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-simple-message-grid/): Build a maintainable component pipeline for rendering simple messages dynamically generated from JSON data.
- [Create a Simple Question Answers Section](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-simple-question-answers-section/): Build a maintainable component pipeline for rendering simple questions and answers dynamically generated from JSON data.
- [Create a Variant of an Existing Component](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/create-a-variant-of-an-existing-component/): The component we have is great, but we need a variant of it.
- [Create a Vocabulary Collection render pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-a-vocabulary-collection-ui-using-prior-components/): Build a render pipeline for vocabulary using the component pipeline for rendering content collections with separated structure and presentation
- [Create Fallbacks, Error, and Waiting Components](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/create-fallbacks-error-waiting-components/): Ideal, immediate renders are not always possible.  We need to create components that handle these situations gracefully. They should be clever and on-brand.
- [Create or Update Open Graph Data](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/create-or-update-open-graph-data/): Build a script to fetch and update Open Graph metadata for content files using a simple build orchestrator
- [Create Storytelling Patterns through sequences of Markdown Files](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/create-storytelling-patterns-through-sequences-of-markdown-files/): Using an ordered list of markdown files, create a UI that tells a story of moving from one file to the next through the series.
- [Creating a Custom GPT with OpenAI](https://lossless-group.github.io/context-vigilance-kit/corpus/creating-a-custom-gpt-with-openai/)
- [Creating A Flavored Syntax Parsed To UI](https://lossless-group.github.io/context-vigilance-kit/corpus/creating-a-flavored-syntax-parsed-to-ui/)
- [Creating an Astro Collection from Multiple Directory Paths](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/multi-path-portfolio-collection-setup/): Solving the challenge of combining multiple portfolio directories into a single unified collection
- [Cursor and Claude 3.7 go Overkill with Regex & Validation](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/cursor-and-claude-37-went-overboard-on-regex--validation/): Diagnosing the pitfalls of excessive regex and validation logic in collaborative AI-powered workflows.
- [Discuss Spec init starter before Developing Spec](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/discuss-spec-init-before-developing-spec/): Brief description of the reminder functionality and purpose
- [Dynamic Image Masking Control in FeatureSideImage Component](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/dynamic-image-masking-control/): Implementing flexible image masking with configurable dimensions via JSON data
- [Dynamic Information Page Rendering in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/support-dynamic-information-pages/): Empower developers to focus on layout and let MDX do the content and interaction
- [Enhance Visualizations with Use of Formats](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/explorations/enhance-visualizations-with-use-of-formats/)
- [Enhanced Filesystem Observer with Prompts and Specifications Support](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/enhanced-filesystem-observer-with-prompts-support/): Extend the filesystem observer to monitor prompts and specifications directories, validating frontmatter against templates and preparing for publication
- [Exploring Model Context Protocol SDK](https://lossless-group.github.io/context-vigilance-kit/corpus/exploring-model-context-protocol-sdk/): Tinker with the Model Context Protocol SDK created by Anthropic
- [Extending Astro Markdown with Remark and Rehype Plugins](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/extend-with-remark-and-rehype-plugins/): How to enhance Astro's Markdown pipeline by integrating custom Remark and Rehype plugins for advanced content processing.
- [Extending Markdown with Obsidian FlavoredSyntax](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/extended-obsidian-extended-markdown/): Discover how to supercharge your Markdown with Obsidian's advanced syntax, templates, and automation tricks for next-level note-taking and productivity.
- [Fetch Open Graph Data from API](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/fetch-open-graph-data-from-api/): Create a Node.js script to process Markdown files and fetch OpenGraph metadata and screenshots from external APIs
- [Fetch Open Graph Data from API](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/implement-open-graph-data-from-api-obsidian-plugin/): Create a Node.js script to process Markdown files and fetch OpenGraph metadata and screenshots from external APIs
- [Finding an Email Newsletter API that Supports Multiple Domains](https://lossless-group.github.io/context-vigilance-kit/corpus/finding-an-email-newsletter-api-that-supports-multiple-domains/): Most email newsletter services boast the deliverability and the large number of emails. But what if you just need to send a limited number of emails but support multiple domains?
- [Fire up the Observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/integrate-collection-into-observer-system/): Ready to automate? Learn how to launch the Observer system for seamless citation and frontmatter processing across your content library.
- [Fire up the Observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/fire-up-the-observer/): Ready to automate? Learn how to launch the Observer system for seamless citation and frontmatter processing across your content library.
- [Fix one YAML Issue at a Time](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/fix-one-yaml-issue-at-a-time/): Create a focused script to identify and fix individual YAML issues in frontmatter without causing cascading problems
- [Fix one YAML Issue at a Time](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/fix-one-yaml-issue-at-a-time--alt/): Systematic approach to cleaning URL properties in YAML frontmatter
- [Fix: Author Metadata Not Rendering on Custom Collection Pages](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/fetch-metadata-while-rendering/): Resolve incomplete data propagation in a dynamic routing component.
- [Fixing 404 Errors in Dynamic Routes with Proper Slug Generation](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/dynamic-route-slug-generation-404-fix/): Resolving path mismatches between URL construction and getStaticPaths in Astro dynamic routes
- [Fixing Markdown Frontmatter Default Values](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/fixing-markdown-frontmatter-default-values/): Resolving issues with missing frontmatter fields not being populated with template defaults
- [Fixing MOC Content Filtering Across Multiple Collections](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/moc-multi-collection-filtering-fix/): Resolving client reader sidebar issues when Map of Content files reference articles from different content collections with mismatched paths and titles
- [Foundational Workflow In The Terminal And Command Line](https://lossless-group.github.io/context-vigilance-kit/corpus/foundational-workflow-in-the-terminal-and-command-line/)
- [Frontmatter consistency through filesystem observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/use-filesystem-observer-to-assert-frontmatter/): Leverage the file system libraries to observe directories for new files, insert frontmatter templates.
- [Frontmatter consistency through filesystem observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/use-filesystem-observer-to-assert-frontmatter-updated/): Leverage Node.js filesystem APIs to monitor content directories, automatically validate and update frontmatter based on templates
- [Frontmatter Date Formatting Fix](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/frontmatter--date-formatting-fix/): Resolving timestamp and quoted date issues in frontmatter
- [Full-Width Separator Issue Resolution](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/full-width-separator-issue-resolution/): Solving the challenge of creating truly full-viewport-width separators in a constrained layout
- [Generate Investment Memo for Portfolio Company](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/generate-investment-memo-for-portfolio-company/): Create investment opportunity briefs that match Hypernova's analytical voice, format, and depth using AI-assisted generation with structured inputs and validation.
- [Get UI Inspiration From URL](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/get-ui-inspiration-from-url/): Analyze and extract design patterns and UI components from external websites for inspiration
- [Getting Astro Collections to Work on Messy Frontmatter](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/getting-astro-collections-to-work-on-messy-frontmatter/): How to configure Astro content collections to handle Markdown files with inconsistent or incomplete frontmatter, using .passthrough and transform for robust schema handling.
- [Getting Through CORS](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/getting-through-cors/): A practical guide to improving cross-origin data rendering and troubleshooting CORS issues in modern web development.
- [Grid Layout Centering with Responsive Breakpoints](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/grid-layout-centering-with-responsive-breakpoints/): Solving complex CSS grid layout issues with simplified media queries
- [Handle Citations in Markdown Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/handle-citations-logic-and-render-citations-component/): Handle citations in markdown content by extracting them and rendering them in a structured format
- [Handle iFrames in Markdown Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/handle-iframes-with-our-ast-rendering-pipeline/): Handle iFrames in markdown content by pulling them out before other content processing, then adding them back to the AST before rendering.
- [Handling Unexpected API Responses](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/handling-unexpected-api-responses/): Robust strategies for normalizing and integrating unpredictable API data into observer pipelines and frontmatter logic.
- [How Micromark Handles Markdown and the AST](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/how-micromark-handles-markdown-ast/): A deep dive into how Micromark tokenizes Markdown and how the AST is built by higher-level utilities in the remark/unified ecosystem.
- [How remark-gfm Renders Tables](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/how-remark-gfm-renders-tables/): A technical deep dive into how the remark-gfm plugin parses, transforms, and renders Markdown tables in the unified ecosystem.
- [How to manage gnarly routing with Static Site Generators](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/gnarly-routing-with-static-site-generators/): Guidlines for how to manage dynamic and static routing with Static Site Generators
- [Implement a Comprehensive Code Block Rendering System in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/handle-custom-codeblocks-in-astro-comprehensive/): Brief description of the prompt functionality and purpose
- [Implement a Comprehensive Mermaid Chart Rendering System in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/handle-mermaid-codeblocks-in-astro/): Brief description of the prompt functionality and purpose
- [Implement a specific task described in this Prompt as part of larger specification](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/implement-a-specific-task-as-part-of-larger-specification/): Specifications are too large to use as prompts. Prompts are missing the larger context. Resolve the two by using both a Prompt and a Specification.
- [Implement Client-Specific Content Routing in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-conditional-client-specific-content-paths/): Create dynamic routes for client-specific content while maintaining existing general content structure
- [Improvise a few Creative Component Variants](https://lossless-group.github.io/context-vigilance-kit/corpus/improvise-a-few-creative-component-variants/): Generate a few variants of a web component with similar functionality and consistent with the overall design, style, theme, and mode using CSS variables.
- [Integrate a new content collection to our content rendering system.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/integrate-collection-into-site/): Enhance our content base with a new collection of content.
- [Integrate a Sources content collection.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/introduce-sources-as-accessible-content/): Enhance our content through a new collection of sources, including books, people, events, lectures, media, meetings, reports, source extracts, ugc communities, and more.
- [Integrate citations format and unique Hex into filesystem observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/integrate-citations-format-hex-into-observer/): Leverage Node.js filesystem APIs to monitor content directories, automatically transform citations into unique Hex values and create or update Footnotes section.
- [Integrate new content thread by creating a template](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/integrate-new-content-thread-by-creating-template/): Use Astro Collections, audit frontmatter, and create template that can be used in Scripts, Observers, and Watchers
- [Integrate OpenGraph fetch into filesystem observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/integrate-opengraph-fetch-into-observer/): Leverage Node.js filesystem APIs to monitor content directories, automatically fetch OpenGraph metadata and update frontmatter
- [Integrate the Concepts series into the "more-about" routing](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/convert-static-routing-to-dynamic-routing-in-tags/): Enhance the "more-about" path with Concepts as well as Vocabulary
- [Integrate the Concepts series into the "more-about" routing](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/integrate-concepts-into-more-about/): Enhance the "more-about" path with Concepts as well as Vocabulary
- [Introduce a New Feature to the Observer System](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/introduce-a-new-feature-to-observer-system/): Enhance the observer system by introducing new functionality.
- [Jumbotron Popdown Patterns](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/blueprints/jumbotron-popdown-patterns/): Design and implementation patterns for consistent jumbotron popdown menus in the Lossless UI.
- [Keep a Changelog](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/blueprints/keep-a-changelog/): Standardized approach to maintaining comprehensive changelogs for code and content changes
- [Known YAML Errors and Fixes Registry](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/get-known-errors-and-fixes/): Automated detection and correction system for common YAML frontmatter errors in Markdown content
- [lost-in-public/explorations/self-hosting-multi-site-analytics-platforms](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/explorations/self-hosting-multi-site-analytics-platforms/)
- [lost-in-public/refactors/ongoing-log-of-opportunities-to-refactor](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/refactors/ongoing-log-of-opportunities-to-refactor/)
- [lost-in-public/reminders/specification-guidelines-template](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/specification-guidelines-template/)
- [Maintain a Map of Content Paradigm](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-map-of-content/): Implement MOC directive-driven content capacity management for centralized, markdown-native content curation
- [Maintain a Scripting Pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-scripting-pipeline/): Design modular pipelines to detect, clean, and report on markdown files—ensuring every content workflow is robust, maintainable, and auditable.
- [Maintain a word-for-word dialog of our session](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-a-session-log/): Capture every word of your human-AI dialog for perfect transparency, reproducibility, and context-aware automation.
- [Maintain an Elegant Markdown and Extended Markdown Render Pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-extended-markdown-render-pipeline/)
- [Maintain an Elegant Open Graph System](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/blueprints/maintain-an-elegant-open-graph-system/): A scalable, consistent architecture for Open Graph/Twitter share metadata across multi-site Astro projects.
- [Maintain an Environment-based Build System](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-an-environment-based-build-system/): Build across environments, including different deployments, using environment variables and configuration files.
- [Maintain Consistent Debugging Conventions](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-consistent-debugging-conventions/): Debugging is a critical part of our development process. We should maintain consistent debugging conventions across all our code.
- [Maintain Consistent Reporting](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-consistent-reporting/): Master the art of consistent, auditable reporting for every automation, script, and observer in your content pipeline.
- [Maintain Consistent Reporting Templates](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-consistent-reporting-templates/): Build trust and clarity with consistent, reusable reporting templates that make every audit, fix, and automation step transparent and repeatable.
- [Maintain Directives In Extended Markdown Render Pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-directives-in-extended-markdown-render-pipeline/): Directives bring MDX like component rendering using special extended markdown syntax. 
- [Maintain Embeddable Slides](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-embeddable-slides/)
- [Maintain Figma Object Embeds Using Embed Kit](https://lossless-group.github.io/context-vigilance-kit/corpus/maintain-figma-object-embeds-using-embed-kit/)
- [Maintain Robust Commenting in our Flavor](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/maintain-robust-commenting-in-our-flavor/): Unlock the power of readable, maintainable code with our signature commenting style—section openers, function docs, and clarity-first annotation for every project.
- [Manageable User Options](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/maintain-manageable-user-options/): Configure and manage user options for build scripts and content processing
- [Managing Complex Integrations Through Git](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/managing-complex-integrations-through-git/): Solutions and essential commands for managing complex Git integrations, especially in monorepos with submodules and loosely-coupled architectures.
- [Map of Dependencies](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/map-of-dependencies/): Eliminate frustration by observing guidelines, working within hard rules and constraints, and learning to detect YAML irregularities that could cause bugs and failures.
- [Map of Relevant Paths](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/map-of-relevant-paths/): Review this file to ensure code generation is using the correct paths and directory structure in this complex monorepo.
- [Meticulous Constraints for Every Prompt](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/meticulous-constraints-for-every-prompt/): Master prompt engineering with essential, actionable constraints—ensuring every code generation task is robust, DRY, and error-resilient.
- [Move functionality and style of Concepts and Vocabulary into specific components](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/move-functionality-and-style-to-specific-components/): We should use astro components as best we can, and try to keep styles managably within their own components
- [Move styles from Tailwind to CSS using our styles](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/move-styles-from-tailwind-to-css-using-our-styles/): We use Tailwind for speed and compact readability, but as we move to Astro, we should use CSS and try to maintain our CSS architecture
- [Multi-Agent Orchestration for Investment Memo Generation](https://lossless-group.github.io/context-vigilance-kit/corpus/multi-agent-orchestration-investment-memo-generation/): An exploration into using AI supervisors and specialized agents to generate high-quality content and documents.
- [Multi-Site Astro Starter Kit Architecture](https://lossless-group.github.io/context-vigilance-kit/corpus/multi-site-astro-starter-kit-architecture/): Exploration of building a comprehensive Astro starter kit optimized for rapid deployment of multiple marketing sites with environment-driven customization
- [Nested Scroll and Keyboard Behavior Conflicts in Interactive UI Components](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/nested-scroll-and-keyboard-behavior-conflicts/): Resolving conflicts between parent and child component event handling when nested interactive elements compete for mouse and keyboard control
- [Obsidian Stuck in Regex Memory Hang](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/obsidian-stuck-in-regex-memory-hang/): Diagnosing and resolving a persistent regex-induced freeze in Obsidian, including hidden file investigation and advanced directory tree commands.
- [Optimizing Share Functionality Across Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/optimizing-share-functionality-across-content/): Search and share are the only scalable organic growth engines. Optimizing some aspects are easy.
- [Our Extended Markdown Requirements as a Micromark Extension](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/our-extended-markdown-requirements-as-a-micromark-extension/): Implement our proprietary extended markdown flavor as a micromark extension—bypassing remark, rehype, and all unified abstractions.
- [Persistent File Processing State in Observer](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/persistent-file-processing-state-in-observer/): Assure the FileSystemObserver has a persistent file processing state, and also resets the state upon initialization and shutdown.
- [Preventing Infinite Loops in Observers](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/preventing-infinite-loops-in-observers/): Strategies and atomic patterns for preventing infinite loops and redundant writes in observers, with robust frontmatter repair and idempotency.
- [Preventing Infinite Loops in RemindersWatcher](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/preventing-infinite-loops-in-reminderswatcher/): Comprehensive breadcrumb and technical guide for debugging and resolving infinite loop issues in the RemindersWatcher observer system, with inspector-only enforcement and atomic property aggregation.
- [Prompt Rendering Pipeline Issue Resolution](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/prompt-rendering-pipeline-issue/): Fixing content rendering issues in the dynamic prompt pages
- [Pull YAML properties from a diverged content collection, and merge them.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/merge-matching-files-to-add-yaml/): When content libraries diverge, and both libraries have important data and content, write a script that merges the matching files based on most recent or robust frontmatter and content.
- [Read the relevant documentation before guessing.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/read-relevant-documentation-before-major-edits/): Illuminate your coding journey by diving into relevant documentation, and transform assumptions into accurate, well-informed decisions.
- [Refactor a really long Obsidian Modal file.](https://lossless-group.github.io/context-vigilance-kit/corpus/refactor-obsidian-modals/): Creating modular maintainable code for Obsidian Plugin Modals
- [Refactor Changelog Content By Project](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/refactors/refactor-changelog-content-by-project/)
- [Refactor Plan: Consolidate Callout Processing to Pipeline Architecture](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/refactors/extended-markdown-rendering-consolidation/)
- [Refactor Reference Lists into Reference Grid](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/refactors/refactor-reference-lists-into-reference-grid/): Refactor reference lists into a grid-based component
- [ReferenceGrid Layout Issue Resolution (CSS vs Tailwind)](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/referencegrid-layout-issue/): Troubleshooting and resolving the ReferenceGrid component's layout issue—switching from custom CSS/media queries to Tailwind utilities for robust responsive grids.
- [Reintroduce something that worked.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/reintroduce-something-that-worked/): Speed up time to solution by asking an AI Code Assistant to draw from old code.
- [Remark Plugin Implementation Plan for Astro Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/remark-plugin-implementation/): Create a custom remark plugin to enhance markdown processing in Astro with extended syntax features
- [Remind a model to read documentation sources of included libraries](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/remind-a-model-to-read-documentation-sources/): Give your AI Code Assistant the Aha! moment it needs to get through your blockers by learning directly from documentation sources.
- [Reminder of Specification Template and Guidelines for AI Code Assistants](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/remind-a-model-of-specification-guidelines/): Guidlines and templates only work if you use them.
- [Render AST in Debug](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/explorations/render-ast-in-debug/): Exploration of AST structure at each stage of markdown processing to understand how to handle callouts
- [Render Site Flavored Markdown](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/render-site-flavoured-markdown-in-layers/): Render site flavored Markdown in layers with Marked Extensions
- [Rendering AST Through a Thoughtful Transformation Pipeline](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/rendering-ast/): Achieving robust component-based markdown rendering by optimizing the AST transformation pipeline, fixing blockquote/callout handling, and leveraging the unified ecosystem for efficiency.
- [Rendering Callout Blocks with Classes](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/rendering-callout-blocks-with-classes/): Several forms of extended markdown make heavy use of callout blocks, which can be rendered with combinations of Astro Components, Semantic HTML, and CSS classes
- [Rendering Extended Markdown like Astro-Big-Doc](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/rendering-extended-markdown-like-astro-big-doc/): A simplified approach to rendering callout blocks by following astro-big-doc pattern of component-based AST handling
- [Rendering Extended Markdown through AST](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/rendering-extended-markdown-through-ast/): An alternative approach to rendering callouts and citations by working directly with the AST nodes
- [Report on YAML Idiosyncracies](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/report-on-yaml-idiosyncracies/): Write or run a script that iterates through content libraries and reports on YAML idiosyncracies.
- [Repurpose a UI Template in our Codebase](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/repurpose-a-ui-template-in-our-codebase/): Adapt and reuse existing UI components and templates for new features
- [Repurpose Functionality Found Elsewhere into an Obsidian Plugin](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/repurpose-functionality-found-elsewhere-into-obsidian-plugin/): When you've built functionality several times it can feel like a slog to rewrite.  Let AI Code Generators do it Step by Step.
- [Repurpose Functionality from React to Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/repurpose-functionality-from-react-to-astro/): When you've built functionality several times it can feel like a slog to rewrite.  Let AI Code Generators do it Step by Step.
- [Resolving Local SVG Image Rendering Issues in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/svg-image-rendering-issue-resolution/): Troubleshooting and fixing SVG images not rendering from the public directory
- [Respect the framework nuances, read the docs](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/astro-specifc-nuances/): Brief description of the reminder functionality and purpose
- [Return only files with valid Frontmatter](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/return-only-files-with-valid-frontmatter/): Filter and validate markdown files based on frontmatter content
- [Rolling back in time with BTRFS](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/rolling-back-in-time-with-btrfs/)
- [Running the Latest and Greatest LLM Locally](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/running-the-latest-and-greatest-llm-locally/): Step-by-step guide for installing and configuring local LLMs—including Ollama, LiteLLM, Fabric, and Perplexica—for modern AI workflows and toolchains.
- [Setting up Rehype to Better Parse Markdown](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/setting-up-rehype-to-better-parse-markdown/): Implementing a custom unified pipeline with remark and rehype for Astro Flavored Markdown, solving file reference and plugin integration issues.
- [Showing Hidden Directories in Tree Output](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/showing-hidden-directories-in-tree-output/): How to configure the `tree` command to display hidden directories and files when visualizing project folder structures.
- [Streamline Interaction Design in CSS States](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/streamline-interaction-design-in-css-states/): Create consistent, maintainable, and extensible patterns for CSS animations and transitions across components
- [Suggest a Non-Destructive Refactor](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/merge-functionality-into-one-file/): Provide recommendations for improving code organization and structure while preserving functionality and maintaining existing patterns
- [Suggest a Non-Destructive Refactor](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/code-style/suggest-a-non-destructive-refactor/): Provide recommendations for improving code organization and structure while preserving functionality and maintaining existing patterns
- [Tame Generative AI with Rule Sets](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/tame-generative-ai-with-rule-sets/): Canonical rules and technical conventions for controlling, documenting, and collaborating with code-generating LLMs in complex TypeScript/Astro projects.
- [Technical Specification - Custom Code Block Rendering in Astro](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/render-logic/handle-custom-codeblocks-in-astro/): Enhance markdown rendering with specialized components for custom code languages, ensuring graceful fallbacks and maintainable styling
- [The Simplified Observer Logic](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/the-simplified-observer-logic/): Clarify and streamline the Observer’s orchestration logic—ensuring every subsystem, expectation, and write operation is perfectly sequenced.
- [Troubleshooting Rendering Citations](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/troubleshooting-rendering-citations/): Resolving issues with citation rendering in Markdown pipelines—strategies for AST transformation, plugin fallback, and robust user experience in Astro/Remark environments.
- [Update an Older Codebase one Dependency at a time.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/refactors/upgrade-an-older-codebase-dependencies/)
- [Use an LLM Gateway to Augment Content](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/use-llm-gateway-to-augment-content/): Create the content of a thousand content marketers with an LLM Gateway -- LiteLLM, Fabric, Ollama, MSTY
- [Use Magazine Style Layout for new Specs Collection](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/user-interface/use-magazine-style-layout-for-new-specs-collection/): Use a magazine-style layout for the new Specs Collection, reusing as many components and render pipeline as possible.
- [Use Safe Syntax in Mermaid Charts](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/use-safe-syntax-in-mermaid-charts/): Assure your Mermaid Charts render by avoiding unsafe characters and syntax while writing technical documentation
- [Using MCP Servers to Speed-up Astro Development](https://lossless-group.github.io/context-vigilance-kit/corpus/using-mcp-servers-to-speed-up-astro-development/): What kind of MCP Servers actually speed up Astro Development?
- [Using Obsidian To Manage Markdown Based Content Collections For Static Site Generation Frameworks](https://lossless-group.github.io/context-vigilance-kit/corpus/using-obsidian-to-manage-markdown-based-content-collections-for-static-site-generation-frameworks/)
- [Using Test Coverage to Constrain AI Code Assistants](https://lossless-group.github.io/context-vigilance-kit/corpus/using-test-coverage-to-constrain-ai-code-assistants/)
- [Ways We Avoid Hard Validation](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/reminders/ways-we-avoid-hard-validation/): Prevent build failures and gracefully handle frontmatter inconsistencies.
- [Write a Changelog Entry](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-content-changelog-entry/): Create structured and informative changelog entries for code changes
- [Write a Code Changelog Entry](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-code-changelog-entry/): Create structured and informative changelog entries for code changes
- [Write a Comprehensive Git Squash-Merge](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-comprehensive-squash-merge/): A step-by-step, human-readable workflow for safely squash-merging development into master in a multi-contributor project.
- [Write a Git Commit for one Directory](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-git-commit-for-one-dir/): Create structured and informative git commit messages for code changes
- [Write a meaningful but concise git commit.](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-raw-text-git-commit/): Make Git and GitHub work better for your team by leveraging LLM Code Assistants.
- [Write a Technical Specification with a Standard but Evolving Style](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-a-technical-specification/): Create comprehensive technical specifications for completed tasks and features
- [Write an note that leaves a breadcrumb for future Issue Resolution](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/workflow/write-an-issue-resolution-breadcrumb/): Create comprehensive technical specifications for completed tasks and features
- [Write Git Commit Messages with Your Favorite Editor](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/write-git-commit-messages-with-your-favorite-editor/): How to configure Git to use your preferred editor (like Neovim) for writing multi-line commit messages, plus tips for advanced commit workflows.
- [Writing Correction Functions](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/writing-correction-functions/): Create functions to fix known YAML errors in content files
- [YAML Consistency for Content Collections & Script Actions](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/issue-resolution/yaml-consistency-for-content-collections--script-actions/): Ensuring reliable YAML frontmatter for Astro content collections and script automation—approaches, pitfalls, and tooling support.
- [YAML Frontmatter Corruption Correction](https://lossless-group.github.io/context-vigilance-kit/corpus/lost-in-public/prompts/data-integrity/isolate-content-wide-yaml-corruptions/): Automated tool for identifying and repairing corrupted YAML frontmatter across the content library

### memopop-ai

- [Add People Crawl Command to MemoPop Native](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/plans/add-people-crawl-command-to-memopop-native/): Wire the orchestrator's `extract_team_roster` command into the MemoPop Native UI as a per-investor button — and as a batch action that runs it 5–20 times per memo, once for each co-investor in the round.
- [An Onboarding User Journey for memopop-native](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/specs/an-onboarding-user-journey-for-memopop-native/): Experiences win on Onboarding. This spec outlines a user journey for onboarding users to memopop-native.
- [Character Cast for Live Agent Indication](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/specs/character-cast-for-live-agent-indication/): Personify the orchestrator's agents as a cast of named, faced characters. A row of portraits sits above the run panel; the ones currently doing work glow, with a live caption underneath describing what each is up to right now.
- [Crawl for Better Team Structured Output](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/explorations/crawl-for-better-team-structured-output/): Building a team slide takes analysts 1–2 hours of clicking. The orchestrator already writes prose about teams; what it doesn't do is hand back the structured roster — names, titles, durable photo URLs, professional socials — that the MemoPop app needs to render cards. Here's the option space for closing that gap.
- [MemoPop AI — Ideogram OG Image Brief](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/memopop-creative-brief/): Creative brief for generating OpenGraph and changelog hero images via Ideogram. A house-style prefix and suffix that any per-image scene description plugs into so the family stays coherent across the splash page, changelog entries, and context-v notes.
- [memopop-ai/plans/generate-dd-questions--checklist](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/plans/generate-dd-questions--checklist/)
- [memopop-ai/plans/include-validation-analysis-as-action-items](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/plans/include-validation-analysis-as-action-items/)
- [memopop-ai/preferred-format-for-changelog](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/preferred-format-for-changelog/)
- [memopop-ai/tasks](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/tasks/)
- [memopop-ai/up-and-running-with-tmux](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/up-and-running-with-tmux/)
- [Moving an Agent Orchestrator to an API](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/explorations/moving-an-agent-orchestrator-to-an-api/): The orchestrator is a Python CLI today. To plug it into memopop-native, we need an HTTP-shaped surface. Three options, ranked by effort and time-to-value.
- [Team and People Metadata Ingestion](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/plans/team-and-people-metadata-ingestion/): Six phases to take any company URL → structured TeamRoster JSON the MemoPop app can render as cards. Each phase ships independently and is verifiable on its own.
- [Upgrade the MemoPop AI splash with three-mode theming, context-v rollup, peer-aware discovery, and Pagefind](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/plans/upgrade-memopop-splash-with-themes-context-v-and-pagefind/): The current memopop-site shipped fast but pre-dates the conventions astro-knots/splash settled into a few days later. This plan brings memopop-site up to that bar — three-mode toggle on a two-tier token system, a context-v archive alongside the existing changelog, peer-directory rollup that walks the monorepo (apps/* and packages/*) instead of children, and Pagefind across both archives — without touching the design language. Implementation is free to invent its own visual identity; this plan only locks down the mechanics.
- [Where Investor-Firm Rosters Live](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-ai/explorations/where-investor-firm-rosters-live/): When a deal artifact bundle includes the investor's team roster, where does that roster live? Inside the deal folder it duplicates on every co-investor; in a global firms index it loses deal context. Stub for a real exploration.

### memopop-native

- [memopop-native/issues-after-first-run](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-native/issues-after-first-run/)

### memopop-orchestrator

- [Dataroom Analyzer Agent System Plan](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/dataroom-analyzer-agent/): A comprehensive plan for implementing a multi-agent dataroom analysis system that intelligently recognizes, categorizes, and extracts information from diverse document types in investment datarooms.
- [Deck Analyzer Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/deck-analyzer-agent/): A specialized agent for extracting structured data and visual screenshots from pitch decks (PDF and PowerPoint) to bootstrap investment memo generation.
- [Format Memo According to Outline Input](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/reminders/format-memo-according-to-template-input/): Refactor the investment memo system to use YAML-based content outlines that agents can reference for structure, guiding questions, and vocabulary.
- [Generate Investment Memo for Portfolio Company](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/reminders/generate-investment-memo-for-portfolio-company/): Create investment opportunity briefs that match Hypernova's analytical voice, format, and depth using AI-assisted generation with structured inputs and validation.
- [Git Submodules for Private Data and Exports](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/blueprints/git-submodules-for-private-data-and-exports/): Configure git submodules to enable private GitHub repositories for sensitive company data inputs and branded memo exports, while keeping the main orchestrator repo public/shareable.
- [Improve Investment Memo Output](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/issue-resolution/improving-memo-output/): Improve the quality and depth of investment memos generated by the Investment Memo Orchestrator.
- [Interactive Terminal Application — Easy Interface for Casual Users](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/interactive-terminal-application-easy-interface-for-casual-users/): A guided CLI application that walks users through memo generation, export, and iteration without requiring knowledge of individual commands, flags, or file paths.
- [Introducing a Competitive Landscape Research and Evaluation System](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/introducing-a-competitive-landscape-research-and-evaluation-system/): Two coordinated agents—a Competitive Landscape Researcher and a Competitive Landscape Evaluator—that produce accurate, validated competitor analysis by combining multi-query web research with structured relevance screening.
- [Introducing a Content Density Mode System](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/introducing-a-content-density-mode-system/): A system-level content mode toggle (redundant vs concise) that alters the behavior of the writer, table generator, and quality agents to match different firm preferences for information density and repetition.
- [Introducing a Diagram Generator Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/introducing-a-diagram-generator-agent/): Add a diagram_generator.py agent that identifies opportunities to create visual diagrams explaining complex business concepts, starting with TAM/SAM/SOM market sizing and expanding to common finance and consulting visuals.
- [Introducing a Legal Doc Comparator](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/introducing-a-legal-doc-comparator/): An agent that compares deal-specific legal documents (SAFEs, convertible notes, term sheets, incorporation docs) against firm-maintained standard templates, surfacing deviations and flagging common legal risks using a shared reference document.
- [Introducing a One-Pager Cover Sheet and Export](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/introducing-a-one-pager-cover-sheet-and-export/): A post-pipeline agent and CLI tool that distills the full investment memo into a single-page visual summary, usable as both a standalone deliverable and a cover sheet prepended to the full memo export.
- [Introducing a Table Generator Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/introducing-a-table-generator-agent/): A post-writer enrichment agent that identifies tabular data opportunities in memo sections and generates markdown tables with overflow anchor linking, configurable column schemas, and firm-specific customization.
- [Introducing an Augment Research Writer Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/introducing-an-augment-research-writer-agent/): A two-phase post-hoc enrichment system that first enhances research files with authoritative third-party citations via Perplexity Sonar Pro, then runs an augmentation writer that weaves those new citations into existing section prose without rewriting content.
- [Introducing an Enrich Visualizations Agent](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/introducing-an-enrich-with-visualizations-search-agent/): An enrichment agent that discovers and embeds publicly accessible charts, graphs, diagrams, and infographics from web sources to visually reinforce key claims in investment memos — the automated equivalent of grabbing charts from Google Image search.
- [Introducing Investigate Capital Syndicate with Detailed Artifacts](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/specs/introducing-investigate-capital-syndicate-with-detailed-artifacts/): A research agent that investigates every investor, fund, family office, and financial institution on a company's cap table and in the current round — producing detailed profiles, pattern analysis, and signal extraction for investment decision-making.
- [memopop-orchestrator/blueprints/ideal-information-hierarchy-applied-to-markdown-headings](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/blueprints/ideal-information-hierarchy-applied-to-markdown-headings/)
- [memopop-orchestrator/getting-started-with-tauri](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/getting-started-with-tauri/)
- [memopop-orchestrator/prompts/reorder-and-edit-direct-outline](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/prompts/reorder-and-edit-direct-outline/)
- [memopop-orchestrator/reminders/the-voice-and-purpose-of-changelogs](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/reminders/the-voice-and-purpose-of-changelogs/)
- [Model Scorecard Agent and Template System](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/blueprints/model-scorecard-agent-and-template-system/): Add proprietary investment scoring frameworks to memo generation, enabling VC firms to systematically evaluate and communicate their differentiated investment thesis.
- [Wire memopop-native to the FastAPI sidecar](https://lossless-group.github.io/context-vigilance-kit/corpus/memopop-orchestrator/plans/wire-memopop-native-to-the-fastapi-sidecar/): End-to-end plan for closing the loop from Tauri click to live log stream — Rust dispatcher forwards JSON, browser EventSource handles SSE, sidecar spawns lazily.

### open-specs-and-standards

- [12-factor-agents](https://lossless-group.github.io/context-vigilance-kit/corpus/12-factor-agents/)
- [agent-2-agent](https://lossless-group.github.io/context-vigilance-kit/corpus/agent-2-agent/)
- [agents-md](https://lossless-group.github.io/context-vigilance-kit/corpus/agents-md/)
- [Filesystem Naming Conventions](https://lossless-group.github.io/context-vigilance-kit/corpus/open-specs-and-standards/inquiry/filesystem-naming-conventions/)
- [frictionless-specs](https://lossless-group.github.io/context-vigilance-kit/corpus/frictionless-specs/)
- [get-shit-done](https://lossless-group.github.io/context-vigilance-kit/corpus/get-shit-done/)
- [llms-txt](https://lossless-group.github.io/context-vigilance-kit/corpus/llms-txt/)
- [mcp-api](https://lossless-group.github.io/context-vigilance-kit/corpus/mcp-api/)
- [modelcontextprotocol](https://lossless-group.github.io/context-vigilance-kit/corpus/modelcontextprotocol/)
- [open-spec](https://lossless-group.github.io/context-vigilance-kit/corpus/open-spec/)
- [openui](https://lossless-group.github.io/context-vigilance-kit/corpus/openui/)
- [spec-kit](https://lossless-group.github.io/context-vigilance-kit/corpus/spec-kit/)
- [superpowers](https://lossless-group.github.io/context-vigilance-kit/corpus/superpowers/)
- [symphony](https://lossless-group.github.io/context-vigilance-kit/corpus/symphony/)

### perplexed

- [perplexed/issues/getting-claude-to-respond-with-research](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/issues/getting-claude-to-respond-with-research/)
- [perplexed/issues/updating-naming-to-reflect-provider-rebrand](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/issues/updating-naming-to-reflect-provider-rebrand/)
- [perplexed/reminders/ideal-and-overkill-schema-for-max-flexibility](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/reminders/ideal-and-overkill-schema-for-max-flexibility/)
- [perplexed/specs/using-files-as-prompt-outlines](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/specs/using-files-as-prompt-outlines/)
- [Plan — Bring Perplexed up to Obsidian Community-Plugin Publishing Standards](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/plans/20206-05-02_assuring-obsidian-community-plugin-requirements/)
- [Plan — Submission Blockers Punch List (from docs.obsidian.md re-read)](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/plans/2026-05-02_submission-blockers-punch-list/)
- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/perplexed/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### plunk-it

- [This Is an Obsidian Plugin — Read the Obsidian API Docs](https://lossless-group.github.io/context-vigilance-kit/corpus/plunk-it/reminders/this-is-an-obsidian-plugin-read-obsidian-api-docs/)

### reach-edu-hub

- [Reach Education Hub — `/` Index Page Brainstorm](https://lossless-group.github.io/context-vigilance-kit/corpus/reach-edu-hub/sitemap/page__index/): Working doc on what the hub homepage communicates, who it serves, and the order of the scroll. Brainstorm, not a spec.

### specs

- [A Collaborative Markdown-based Desktop Publisher](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/create-a-collaborative-markdown-based-desktop-publisher/): Technical specification document outlining implementation details
- [AI-Powered Link Aggregator for Product Digital Footprint Discovery](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/ai-powered-link-aggregator-for-product-digital-footprint/): Automatically discover and catalog social media profiles, code repositories, blog feeds, and other digital presence links for 1,400+ products in our tooling directory.
- [An Obsidian Plugin that uses AI to Browserless Search, Perplexity API, follows outline](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/search-and-summarize-obsidian-app/): Extend Perplexed to summarize products
- [Build-Out-WhatsApp-Plugins-Ecosystem-for-Overwhelmed-Professionals](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/build-out-whatsapp-plugins-ecosystem/): WhatsApp and other messaging apps have become the defacto place where business is done.  Why not make it work?
- [Churn: An AI content editor for the Internet has been missing.](https://lossless-group.github.io/context-vigilance-kit/corpus/churn-content-an-editor-for-the-web/): Content Management Systems are an old paradigm, they are clunky, they are rarely where creatives develop content.  HTML and CSS need to marry Content Editors
- [Churn: An AI content editor for the Internet has been missing.](https://lossless-group.github.io/context-vigilance-kit/corpus/was-there-a-substack-for-event-attendees/): Content Management Systems are an old paradigm, they are clunky, they are rarely where creatives develop content.  HTML and CSS need to marry Content Editors
- [Clean Specific Issues in YAML One at a Time](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/clean-specific-issues-in-yaml-one-at-a-time/): Targeted scripts to address specific YAML frontmatter issues for improved content management
- [Complete Me: A context-aware, blazing fast markup editor.](https://lossless-group.github.io/context-vigilance-kit/corpus/complete-me-markup-json-editor/): Streamlines data entry and development workflows through rigorous, context-aware autocomplete in markup and json.
- [Dynamic Webpage to Display Portfolio w Authentication](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/dynamic-webpage-to-display-portfolio-w-authentication/): Dynamically display portfolio information on a branded webpage, with certain types of information only displayed for certain privileges connected to authentication.
- [Event Hog: Realtime Event Backchannel & Data Generation](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/event-hog-realtime-event-backchannel--data-generation/)
- [Filesystem Observer for Consistent Metadata in Markdown Files](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/filesystem-observer-for-consistent-metadata-in-markdown-files/): Let content teams develop content. Handle frontmatter inconsistencies gracefully for a seamless user experience.
- [Maintain a Dynamic Project Viewer](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/maintain-a-dynamic-project-viewer/): A dynamic project viewer can handle multiple artifacts, file formats, and make it easier for clients to navigate projects.
- [Markdown-Serve: `md-serve` - a simple server and API for Markdown content rendering on the web](https://lossless-group.github.io/context-vigilance-kit/corpus/md-serve-api-for-markdown-content/): Markdown files have been the lingua franca of web content, on the rise since JAM Stack adoption. Yet, the development experience requires long builds, complex setups, massive content filling developer projects. Why not improve developer experience while making it easier to serve and render them?
- [Project Routing Collision Fix](https://lossless-group.github.io/context-vigilance-kit/corpus/project-routing-fix/): Cleaned route collisions between Client Projects and canonical Projects, yet now need to figure out Client Projects again.
- [Salute: An AI design system generator that generates as you code.](https://lossless-group.github.io/context-vigilance-kit/corpus/salute-design-system-harmonizer/): The Design System to Engineering Handoff is clunky for most situations.  Instead, designers vibe create design systems, and engineers vibe contribute. Managed through MCP
- [Self-Updating Product Announcement Watcher](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/self-updating-product-announcement-watcher/): Automatically monitor, collect, and catalog product releases and announcements for 1,400+ tools in our content library without manual intervention.
- [specs/adhd-agent-skills](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/adhd-agent-skills/)
- [specs/bounty-an-influencer-conversion-link](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/bounty-an-influencer-conversion-link/)
- [specs/map-of-content-files](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/map-of-content-files/)
- [specs/open-spec-on-agent-flows](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/open-spec-on-agent-flows/)
- [specs/skill-maps](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/skill-maps/)
- [specs/voting-blocks](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/voting-blocks/)
- [YAML Frontmatter Error Detection and Correction System](https://lossless-group.github.io/context-vigilance-kit/corpus/specs/cases-and-corrections-for-yaml-content-wide/): Let content teams develop content. Handle frontmatter inconsistencies gracefully for a seamless user experience.

### studies

- [Create a New Study](https://lossless-group.github.io/context-vigilance-kit/corpus/studies/prompts/create-a-new-study/)
- [studies/create-study-everything-as-code](https://lossless-group.github.io/context-vigilance-kit/corpus/studies/create-study-everything-as-code/)
- [Study Kickoff — Content Authoring Tools](https://lossless-group.github.io/context-vigilance-kit/corpus/studies/create-study-of-content-authoring-tools/)

### twf_site

- [twf_site/updates-for-april-2026](https://lossless-group.github.io/context-vigilance-kit/corpus/twf_site/updates-for-april-2026/)