Superintelligent Vault — Karpathy LLM-Wiki + Johnny-Decimal + 11.11 session-orchestrationhttps://myforgelabs.github.io/myforge-vault-1111/ https://github.com/MyForgeLabs/myforge-vault-1111hu Fri, 22 May 2026 11:00:35 -0000 Fri, 22 May 2026 11:00:35 -0000 1440 MkDocs RSS plugin - v1.19.0 None https://myforgelabs.github.io/myforge-vault-1111/ #type/wiki governance lang/en mcp registry skills supply-chain-security <h1>Agent-skill secure-registry pattern</h1> <p>A pattern for building a <strong>security-first, auditable agent-skill distribution layer</strong> as an alternative to open market...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/agent-skill-secure-registry-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/agent-skill-secure-registry-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/agent-skill-secure-registry-pattern.en/ #type/wiki agent-architecture benchmark lang/en mcp memory rag <h1>Benchmark-driven memory architecture via MCP server</h1> <p>A pattern for <strong>building benchmark-backed, context-window-independent scalable agent memory</strong> so that ...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/agentmemory-benchmark-driven-memory-arch.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/agentmemory-benchmark-driven-memory-arch.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/agentmemory-benchmark-driven-memory-arch.en/ #type/wiki architecture diagram mermaid sv-overview <h1>Architecture overview — the 8-axis self-improving vault</h1> <p>This is the single-page architectural answer to "what's in this repo?". For the narrative, read [W...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/architecture-overview.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/architecture-overview.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/architecture-overview.en/ #type/wiki bayesian contradiction-resolution vault-ko <h1>Bayesian belief-update pattern</h1> <p>When two facts contradict in a knowledge-graph (e.g. <code>KGC = NestJS</code> vs <code>KGC = Django</code>), the default resolution is usually o...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/bayesian-belief-update-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/bayesian-belief-update-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/bayesian-belief-update-pattern.en/ #type/wiki code-intelligence knowledge-graph lang/en mcp token-economy tree-sitter <h1>Pre-indexed code-knowledge-graph as token-saving MCP layer</h1> <p>The pattern: if you give a coding-agent <strong>structured knowledge</strong> about the codebase (symbol gra...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/codegraph-pre-indexed-token-saver.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/codegraph-pre-indexed-token-saver.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/codegraph-pre-indexed-token-saver.en/ #topic/cron #topic/observability #topic/reliability #type/wiki evergreen lang/en pattern/silent-fail <h1>Cron-script silent-fail detection</h1> <blockquote> <p>[!info] TL;DR <code>dev backup cron</code> was silent for 3 months; <code>vault-detect-chat-id</code> with <code>set -e</code> returned <code>exit 1</code> insi...</p> </blockquote> https://myforgelabs.github.io/myforge-vault-1111/wiki/cron-script-silent-fail-detection.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/cron-script-silent-fail-detection.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/cron-script-silent-fail-detection.en/ #lang/en #topic/automation #topic/vault #type/wiki <h1>Daily-note auto-summarize: <code>## Yesterday</code> rollup</h1> <p>A cron-driven extractive summariser that prepends a 5-bullet rollup of yesterday's <code>08-Sessions/*.md</code> fil...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/daily-rollup-auto-summarize.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/daily-rollup-auto-summarize.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/daily-rollup-auto-summarize.en/ #topic/backlog #topic/consultancy #topic/workflow #type/wiki evergreen lang/en pattern/blocked-by <h1>External-input blocker frontmatter pattern</h1> <blockquote> <p>[!info] TL;DR The vault's <code>04-Tasks/Backlog.md</code> has <strong>15+ tasks</strong> tagged <code>#domi-input</code> / <code>#mariann-input</code> /...</p> </blockquote> https://myforgelabs.github.io/myforge-vault-1111/wiki/external-input-blocker-frontmatter-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/external-input-blocker-frontmatter-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/external-input-blocker-frontmatter-pattern.en/ #type/wiki faq launch onboarding <h1>FAQ — MyForge Vault 11.11</h1> <p>The questions you'll have before / during / after reading the rest of the project. Curated from the kinds of things people ask n...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/faq.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/faq.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/faq.en/ #type/reference api-gotcha github oss-launch social-preview <h1>GitHub social-preview upload is Web-UI-only</h1> <p>The <code>Settings → Options → Social preview</code> image upload on a GitHub repository <strong>cannot be done via the API</strong> a...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/github-social-preview-web-only.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/github-social-preview-web-only.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/github-social-preview-web-only.en/ #type/wiki audit oss-launch stop-the-launch subagent <h1>Launch-readiness audit subagent — asymmetric-value pattern</h1> <p>Spawn a dedicated subagent whose only job is to find launch-blocking issues in a public-facing ...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/launch-readiness-audit-subagent-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/launch-readiness-audit-subagent-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/launch-readiness-audit-subagent-pattern.en/ #type/wiki agents agi letta memgpt memory-architecture virtual-context <h1>Letta-style virtual-context pattern for the vault</h1> <blockquote> <p><strong>TL;DR.</strong> The vault used to do ~15–20 K tokens of aggressive pre-load at every session start. Letta...</p> </blockquote> https://myforgelabs.github.io/myforge-vault-1111/wiki/letta-virtual-context-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/letta-virtual-context-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/letta-virtual-context-pattern.en/ #service/notebooklm #sv/b-1 #tool/vault-nb-ingest #type/playbook <h1>NotebookLM deep-research output → KO-DB ingest pipeline</h1> <p><code>vault-nb-ingest</code> is the bridge between NotebookLM's "deep research" custom-report MD artifacts an...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/notebooklm-ingest-pipeline.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/notebooklm-ingest-pipeline.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/notebooklm-ingest-pipeline.en/ #topic/deployment #topic/nextjs #topic/prisma #type/wiki evergreen lang/en pattern/build-restart <h1>pnpm build + systemctl restart deploy ritual</h1> <blockquote> <p>[!info] TL;DR 4 different stacks (Next.js 16 + Turbopack, Prisma seed, Bricks postmeta, agent-dashboard) ...</p> </blockquote> https://myforgelabs.github.io/myforge-vault-1111/wiki/pnpm-build-systemctl-restart-deploy-ritual.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/pnpm-build-systemctl-restart-deploy-ritual.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/pnpm-build-systemctl-restart-deploy-ritual.en/ #concept/database #concept/refactor #lang/en #type/wiki <h1>Schema-migration: downstream-grep checklist</h1> <p>After a successful schema-change migration (column dropped/renamed/replaced, table restructured), **the migrat...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/schema-migration-downstream-grep-checklist.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/schema-migration-downstream-grep-checklist.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/schema-migration-downstream-grep-checklist.en/ #topic/observability #topic/reliability #type/wiki evergreen lang/en pattern/silent-fail taxonomy <h1>Silent-fail family taxonomy</h1> <blockquote> <p>[!info] TL;DR The vault has <strong>40+ KO-DB facts</strong> about "silent fail / silent revert / silent skip / silent truncation" patt...</p> </blockquote> https://myforgelabs.github.io/myforge-vault-1111/wiki/silent-fail-family-taxonomy.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/silent-fail-family-taxonomy.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/silent-fail-family-taxonomy.en/ #type/wiki anti-pattern automation marketing-copy stale-numbers <h1>Stale numbers in static artifacts</h1> <p>The hero-banner SVG shipped on 2026-05-18 had <strong>five stale numbers</strong> within 24 hours of launch:</p> <p>| Field | Banner said |...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/stale-numbers-in-static-artifacts-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/stale-numbers-in-static-artifacts-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/stale-numbers-in-static-artifacts-pattern.en/ #type/wiki karpathy-llm-wiki mega-session planning subagent <h1>Subagent-fanout for the planning artifact</h1> <p>When a user is in "keep going" mode for hours, the highest-leverage move is to **subagent-fanout the PLANNING ar...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/subagent-fanout-for-planning-artifact.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/subagent-fanout-for-planning-artifact.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/subagent-fanout-for-planning-artifact.en/ #type/wiki corroboration knowledge-graph ko-db memgraph nli reranker skeleton <h1>Triangulation score — NLI × KO-DB × Memgraph</h1> <p>A <em>semantic</em> corroboration signal for KO-DB triplets that is <strong>orthogonal</strong> to the existing string-match-base...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/triangulation-score-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/triangulation-score-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/triangulation-score-pattern.en/ #type/pattern graphrag introspection rag retrieval vault-design <h1>vault-explain pattern</h1> <p><code>vault-explain</code> is a retrieval-introspection CLI for the Superintelligent Vault stack. Where <code>vault-search</code> answers _"what are the t...</p> https://myforgelabs.github.io/myforge-vault-1111/wiki/vault-explain-pattern.en/?utm_source=myforge-vault-1111&utm_medium=RSS&utm_campaign=feed-syndication Tue, 19 May 2026 00:00:00 +0000 MyForge Vault 11.11https://myforgelabs.github.io/myforge-vault-1111/wiki/vault-explain-pattern.en/#__commentshttps://myforgelabs.github.io/myforge-vault-1111/wiki/vault-explain-pattern.en/