Claude Skill

solo-knowledge

Use when needing methodology reference, asking about principles, harness engineering, SGR, launch playbook, agent memory, decision frameworks, or any topic covered in the solopreneur knowledge base. Also use when the user asks "what do we know about X" or "how does our methodolog

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Download fortunto2-solo-factory-skills_knowledge-bf3e92b.zip · 9 KB
fortunto2/solo-factory 18 3 forks MIT Updated 11d ago
Part of fortunto2/solo-factory — 43 skills

Install

skills CLI npx skills add https://github.com/fortunto2/solo-factory/tree/main/skills/knowledge
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install fortunto2-solo-factory@llmmart
Git git clone https://github.com/fortunto2/solo-factory.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole fortunto2/solo-factory collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

/knowledge

Answer questions using the solopreneur knowledge base. Loads the site index via llms.txt, finds relevant pages, fetches and synthesizes answers.

Source: rustman.org/llms.txt — full index of all published content.

How It Works

The knowledge base is a static site (rustman.org) with 60+ pages organized as:

  • Posts — pillar articles (manifesto, STREAM framework, harness engineering, agent memory, context graphs, launch playbook)
  • Wiki — compiled knowledge pages (concepts, summaries, catalogs)
  • Projects — build-in-public case studies
  • Skills — solo-factory executable skills documentation
  • Stacks — technology stack templates

All content indexed in llms.txt — a machine-readable map with titles, URLs, and descriptions.

Steps

  1. Load index — fetch https://rustman.org/llms.txt via WebFetch (or read from references/llms-snapshot.txt if offline)

  2. Parse question from $ARGUMENTS:

    • If empty: show available topics from the index
    • If topic: find matching pages by keyword in titles/descriptions

  3. Fetch relevant pages — for each match (max 3), fetch the full page:

    WebFetch https://rustman.org/wiki/{slug}

    Or read locally if in solopreneur repo:

    Read wiki/{slug}.md

  4. Synthesize answer — combine information from fetched pages:

    • Answer the question directly
    • Cite sources with links
    • Note related pages for deeper reading
    • If the answer contradicts or extends existing knowledge, note that

  5. Suggest follow-up — based on wikilinks in the fetched pages, suggest related topics.

Usage Examples

/knowledge "how does harness engineering work?"
→ Fetches harness-engineering post + wiki summary, synthesizes key concepts

/knowledge "what's our approach to agent memory?"
→ Fetches agent-memory-architecture post + mempalace page, compares approaches

/knowledge "what stacks do we support?"
→ Lists all 9 stack templates with tech details

/knowledge "how to validate a startup idea?"
→ Fetches launch-playbook + SEED scoring + validation hub

Offline Mode

If WebFetch is unavailable, the skill falls back to:

  1. Local wiki files: Grep "topic" wiki/ + Read wiki/{match}.md
  2. Snapshot in references/llms-snapshot.txt

Key References

  • references/llms-snapshot.txt — cached copy of llms.txt (update with: curl -s https://rustman.org/llms.txt > references/llms-snapshot.txt)

Content Domains

Domain Key Pages Depth
Philosophy Manifesto, STREAM framework, antifragile design Deep
Launch Launch playbook, SEED scoring, kill/iterate/scale Deep
Engineering SGR, dev principles, CLI-first, privacy architecture Deep
AI Agents Harness engineering, agent memory, context graphs, RAG patterns Very deep
Tools Agent toolkit landscape, benchmarks, LLM providers Catalog
Projects 12 open source projects with case studies Medium
Skills 30 solo-factory skills with full documentation Reference
Files (solo-factory)
  • references
    • llms-snapshot.txt 18.6 KB 
      # rustman
> Solo founder building products with AI. Principles, methodology, lessons learned.

## Wiki (Knowledge Base)
- [Agent benchmarks — how to measure if your coding agent actually works](/wiki/agent-benchmarks): Catalog of coding agent benchmarks: SWE-bench, PinchBench, PAC-1, LongMemEval. What they test, how scoring works, where we participate.
- [Agent toolkit landscape — from prompt libraries to autonomous project managers](/wiki/agent-toolkit-landscape): Categorized comparison of AI agent toolkits: prompt libraries, executable skill systems, project managers, agent frameworks, memory systems. Growing catalog.
- [LLM providers & startup credits — where to get models, free tiers, and funding](/wiki/llm-providers-credits): Catalog of LLM providers with free tiers, startup credit programs, and open-source models. From $0 to scale.
- [MemPalace — spatial memory architecture for AI agents](/wiki/mempalace-agent-memory): Open-source local-first memory system: 96.6% on LongMemEval, palace metaphor (wings/rooms/halls), ChromaDB + SQLite knowledge graph, 19 MCP tools.
- [Token-efficient web requests — HTTP Accept header trick for agents](/wiki/token-efficient-web-requests): Reduce agent web request tokens by 80% using content negotiation. Accept: text/markdown header, html2text fallback, truncation strategy.
- [Television (tv) — fuzzy terminal search for wiki and code](/wiki/tv-terminal-search): How to set up tv (television) as interactive fuzzy finder for wiki, docs, stacks. Custom channels, ripgrep full-text search, bat preview.
- [Enterprise RAG Challenge — what actually wins in production RAG](/wiki/enterprise-rag-challenge): Enterprise RAG Challenge results: structured outputs beat vector search, top agents use router+SO+CoT patterns, no embeddings needed for top-3.
- [Tool calling internals — four layers from HTTP to parser](/wiki/tool-calling-four-layers): How tool calling actually works under the hood: HTTP API → Jinja2 chat template → xgrammar constrained decoding → Hermes XML parser. Four layers of abstraction.
- [Agent mistake → fix the harness, not the prompt](/wiki/agent-mistake-fix-harness): The single most important principle from harness engineering: when an AI agent makes a mistake, don't fix the prompt or try a better model. Fix the environment.
- [Agent self-discipline — drift detector and complexity thresholds](/wiki/agent-self-discipline): Principles for fighting AI agent degradation. The agent tends to drift into comfortable but unproductive patterns. Two mechanisms fight this:
- [Apple Foundation Models — zero-cost on-device AI for iOS portfolio](/wiki/apple-on-device-ai): Unified on-device AI layer for all iOS products (KissMyTask, FaceAlarm, VoiceJournal, QuestSchool). Zero API cost, privacy by architecture, SGR natively via ...
- [CLI-first testing — every project gets a CLI mirror](/wiki/cli-first-testing): Every project should have a CLI utility that mirrors the core business logic without UI. Not a separate tool — the same modules, different entry point.
- [Context engineering — context as code](/wiki/context-engineering): One of three harness engineering components. The idea: agent context is not chat history — it's a continuously improved knowledge base in the repository.
- [Context Graphs — agent trajectories and organizational memory](/wiki/context-graphs-summary): Context Graph — a graph capturing AI agent decision-making trajectories: not just *what* the agent did, but *how* and *why*. "A system of record for decision...
- [Decision Making](/wiki/decision-making): How to make decisions as a solo founder. From mental models to practical frameworks to psychological traps.
- [Decision traces compound — each agent action improves future ones](/wiki/decision-traces-compound): The economic argument for context graphs: agent decision traces are a compounding asset. Each successful action recorded in the graph improves future ones th...
- [Universal Development Principles — every project, any stack](/wiki/dev-principles-summary): 993-line reference document applied to every project regardless of stack. Injected into PRDs during generation. Covers: SOLID, DRY (but Rule of Three), KISS,...
- [Harness Engineering — development in the age of agents](/wiki/harness-engineering-summary): Harness Engineering — designing environments where AI agents do reliable work. Humans steer, agents execute. Synthesized from three sources: OpenAI experimen...
- [Infrastructure: two tools, serverless by default](/wiki/infra-two-tools): Unified infrastructure for multiple mini-startups. Two principles: one project = one deploy config (infra lives in the repo), two tools, no more (SST + Pulumi).
- [KMP sync — Supabase + PowerSync for offline-first cross-platform](/wiki/kmp-sync-strategy): For family/cross-platform apps needing offline-first sync between Android + iOS: Supabase + PowerSync is the recommended stack. MongoDB Realm Sync was deprec...
- [Origin story — Life2Film to SuperDuperAI, second mountain](/wiki/origin-story): Started Life2Film in 2014: help people turn everyday moments into meaningful stories. Not just videos — a way to reflect on life. Technology wasn't ready, pe...
- [PostHog analytics: one product = one project, cross-platform identity](/wiki/posthog-cross-platform): Unified analytics for solo founder with mobile apps + web landings. Core problem: one person on landing and in app = 2 anonymous IDs. Broken attribution, bro...
- [Privacy-First Architecture](/wiki/privacy-first): Building products where user data stays on-device. Offline-first, local processing, minimal cloud dependency.
- [SGR — schemas first, logic second, UI last](/wiki/schema-guided-reasoning): Schema-Guided Reasoning (SGR): all projects built from schemas to logic, not the other way around. Schemas are the contract between AI agent, business logic,...
- [Solo Methodology](/wiki/solo-methodology): AI-driven solo development — how one person ships products using LLM agents, harness engineering, and automation.
- [Startup Validation](/wiki/startup-validation): How to validate startup ideas before investing time in building. From quick signal checks to full STREAM analysis.
- [Background jobs — cron → CF Workers → Prefect → Temporal → Trigger.dev](/wiki/background-jobs-ladder): 5 tools for background jobs, ordered by complexity. Rule: start with cron, move up only when you need to.
- [Agent sandboxing — safe LLM agent execution on Mac](/wiki/agent-sandboxing): LLM agents (Claude Code, Codex, Gemini CLI) run with full filesystem access. Sandboxing via lightweight VMs solves this: agent works in isolation, sees only ...
- [Inspiration sources — curated channels, communities, newsletters](/wiki/inspiration-sources): Curated list of ~60 channels/communities across 7 platforms, organized by relevance to solo founder workflow.
- [Kill / Iterate / Scale — weekly decision rules](/wiki/kill-iterate-scale): Hard numeric thresholds for weekly product decisions. No "let's wait and see":
- [Launch Playbook — From Niche to Revenue](/wiki/launch-playbook-summary): Operational playbook in 11 sections. Core: idea → live product with traffic in 5-9 days.
- [Solo Founder Manifesto — Core Values](/wiki/manifest-summary): The manifesto (86 lines) establishes 6 foundational positions:
- [One pain → one feature → launch](/wiki/one-pain-one-feature-launch): The antidote to "platform thinking": don't build a platform, don't draw a 50-feature roadmap. One pain, one solution, shipped in days.
- [Portfolio approach — multiple small bets, not one big bet](/wiki/portfolio-approach): Build multiple small products instead of going all-in on one. Pieter Levels: 70+ projects, 3-4 active revenue sources. John Rush: 20+ products. Danny Postma:...
- [Privacy is architecture, not a feature](/wiki/privacy-as-architecture): Key distinction from the manifesto: privacy is not a settings checkbox but an architectural decision made before the first line of code.
- [RAG patterns — 7 approaches from vector to agentic](/wiki/rag-patterns): Reference catalog of 7 RAG patterns, each with when-to-use, trade-offs, and components.
- [S.E.E.D. — niche scoring in 10 minutes](/wiki/seed-niche-scoring): Quick filter for niche ideas before writing code. 4 dimensions:
- [Solopreneur success patterns — benchmarks, pricing, distribution](/wiki/solopreneur-patterns-summary): Data-driven patterns from successful indie hackers (2023-2026). Used by `/validate` for STREAM scoring and `/research` for market context.
- [CodeGraph — code intelligence across all projects via FalkorDB + tree-sitter](/wiki/codegraph-guide): Knowledge graph of source code across all projects. Scans files, symbols (functions, classes, protocols), dependencies, imports, function calls, class inheri...
- [2026 validated app ideas — homeschool, family productivity, privacy-first](/wiki/validated-apps-2026): Five underserved market intersections where no competitor operates. Score: 8.1/10. 50+ evidence sources. All privacy-first, offline-first, on-device AI.
- [Antifragile life design: barbell across domains](/wiki/antifragile-life-design): Taleb's antifragility applied not to investments but to life design across 5 domains: income, health, relationships, skills, location. Three levels per domain:
- [5-step decision framework: from epistemics to action](/wiki/decision-framework-5-steps): Every decision passes through 5 steps, each with its own checklist:
- [Ikigai as 8-9 daily micro-joys, not a mission](/wiki/ikigai-micro-joys): The Western interpretation of ikigai (intersection of "what I love / what I'm good at / what pays / what the world needs") is a distortion of the original. A...
- [Optimizer syndrome: best choice ≠ more happiness](/wiki/optimizer-syndrome): Barry Schwartz's research ("Paradox of Choice"): maximizers (those who seek the best option) objectively find better outcomes but experience less happiness a...
- [Summary: STREAM Framework — 6 Layers Decision System](/wiki/stream-framework-summary): STREAM = Scope (epistemic) · Time (temporal) · Route (action) · Exposure (stakes) · Audience (social) · Meaning (meta). Six layers arranged hierarchically — ...
- [STREAM: principles as hierarchy, not a flat list](/wiki/stream-six-layers): The key difference between STREAM and typical principle collections: it's not a flat list but a 6-layer hierarchy where each layer builds on the previous one.
- [SGR complete guide — code examples, patterns, structured output](/wiki/sgr-deep-dive): 1855-line reference compiling Rinat Abdullin's Schema-Guided Reasoning (SGR) series. Core: use Pydantic/Zod schemas as the interface between LLM and code — t...

## Projects
- [SuperStoryboard — AI storyboard generation with Figma sync](/projects/project-superstoryboard): AI-powered storyboard generation with real-time Figma collaboration. 2nd place at Supabase Hackathon. Gemini + Veo 3.1 + PGMQ.
- [airq — CLI air quality checker](/projects/project-airq): Check AQI, PM2.5, PM10 for any city from terminal. Open-Meteo + Sensor.Community data merge. Rust core with WASM support.
- [rust-code — AI terminal coding agent in Rust](/projects/project-rust-code): TUI coding agent with structured agent loop, fuzzy search, tmux background tasks, skills, MCP support. Alternative to Claude Code in Rust.
- [Invoice CRM — free file-based invoice generator for freelancers](/projects/project-invoice-crm): Open-source CLI for PDF invoices, QR payments (SEPA/EMVCo/SWIFT/crypto), digital signatures, encryption. File-based, git-friendly, AI-agent compatible. No SaaS, no monthly fees.
- [openai-oxide — idiomatic Rust client for OpenAI API](/projects/project-openai-oxide): 1:1 parity with openai-python. Typed responses, streaming, function calling. First Rust crate shipped via solo-factory pipeline.
- [You2Idea — AI startup idea search from YouTube](/projects/project-you2idea): Search 700+ YouTube videos from 46 startup channels. AI extracts ideas, generates PRDs, maps topic clusters. Terminal-style hacker UI.
- [solograph — code intelligence MCP server](/projects/project-solograph): Multi-project code graph with FalkorDB, tree-sitter AST, MLX embeddings, session history. 15 MCP tools for Claude Code.
- [solo-factory — Claude Code plugin for solopreneurs](/projects/project-solo-factory): Claude Code plugin with 30 startup skills, 3 agents, 9 stack templates, MCP code intelligence. Full pipeline: research → validate → scaffold → build → deploy → launch.
- [FaceAlarm — face yoga tracker with daily selfie alarm](/projects/project-facealarm): Face yoga tracker with daily selfie alarm. AI won't turn off until you take a selfie. Track transformation daily. iOS + Android.
- [KubizBeat — Bashkir kubyz instrument app](/projects/project-kubizbeat): Virtual jaw harp (kubyz/vargan) synthesizer for iOS. Physics-based sound engine, multiple tunings from Bashkir, Yakut, Vietnamese traditions. Cultural preservation through technology.
- [SuperDuperAI — the company behind the products](/projects/project-superduperai): SuperDuperAI is the umbrella: SuperDuper AI Teknoloji (Turkey, tech park with R&D tax benefits) + SuperDuperAI Corp (USA, Delaware). Not a single product — a...
- [Life2Film — turn everyday moments into meaningful montages](/projects/project-life2film): The original dream, started in 2014: help people turn everyday video moments into meaningful stories. Not just random clips — a narrative, a reflection on life.

## Stacks (Templates)
- [Astro Static Site](/stacks/astro-static): Astro Static Site stack template — web | typescript. Copy and use.
- [Cloudflare Workers](/stacks/cloudflare-workers): Cloudflare Workers stack template — edge | typescript. Copy and use.
- [iOS Swift](/stacks/ios-swift): iOS Swift stack template — ios | swift6. Copy and use.
- [Android Kotlin](/stacks/kotlin-android): Android Kotlin stack template — android | kotlin. Copy and use.
- [Kotlin Multiplatform](/stacks/kotlin-multiplatform): Kotlin Multiplatform stack template — ios + android | kotlin. Copy and use.
- [Libraries — curated libs by category](/stacks/libraries): Curated library reference — data pipelines, federation, actors, event sourcing, voice, OpenAI, canvas.
- [Next.js AI Agents](/stacks/nextjs-ai-agents): Next.js AI Agents stack template — web | typescript. Copy and use.
- [Next.js CRM / Data Dashboard](/stacks/nextjs-crm): Next.js CRM / Data Dashboard stack template. Copy and use.
- [Next.js Full-Stack](/stacks/nextjs-supabase): Next.js Full-Stack stack template — web | typescript. Copy and use.
- [Python API](/stacks/python-api): Python API stack template — server | python3.13. Copy and use.
- [Python ML/AI](/stacks/python-ml): Python ML/AI stack template — local | python3.13. Copy and use.
- [Python Scraper (Browser Emulation)](/stacks/python-scraper): Python Scraper (Browser Emulation) stack template — local | server | python3.13. Copy and use.
- [Rust Native](/stacks/rust-native): Rust Native stack template — local | server | embedded | rust (edition 2021, MSRV 1.75+). Copy and use.

## Posts
- [Agent Memory Architecture — From Working Memory to Compound Learning](/posts/agent-memory-architecture): How to build memory for AI agents: 4 memory types, 3 operational loops, 5 systems compared. From dict-based v1 to spatial palaces and knowledge graphs.
- [Launch Playbook — From Niche to Revenue](/posts/launch-playbook): 5D workflow (Discovery→Decision→Design→Delivery→Distribution), S.E.E.D. niche scoring, fake-door validation, kill/iterate/scale rules.
- [Context Graphs — Agent Trajectories and Organizational Memory](/posts/context-graphs): Infrastructure layer that turns AI agent decision traces into compounding assets. Capture, retrieve, apply — the agent memory loop.
- [Harness Engineering — Development in the Age of Agents](/posts/harness-engineering): How to design environments where AI agents do reliable work. Three components: context engineering, architectural constraints, feedback loops.
- [STREAM Framework — 6 Layers Decision System](/posts/stream-framework): Personal decision system: Scope, Time, Route, Exposure, Audience, Meaning. 6 hierarchical layers from epistemics to action.
- [Solo Founder Manifesto](/posts/manifest): Why we build, what we believe, and how we operate. Privacy as architecture, antifragile design, one pain one feature launch.

## Skills (Solo Factory)
- [/audit](/skills/audit): Docs need health check
- [/build](/skills/build): Track ID referenced, or plan tasks need execution
- [/community-outreach](/skills/community-outreach): Need to find relevant threads for launch
- [/content-gen](/skills/content-gen): Need social posts from PRD
- [/deploy](/skills/deploy): After /build completes and project needs hosting
- [/factory](/skills/factory): First-time installation of the startup pipeline
- [/github-outreach](/skills/github-outreach): Targeting users of competitor libraries. NOT for Reddit (/reddit) or social copy (/content-gen)
- [/humanize](/skills/humanize): Text reads like AI-generated output with em dashes and stock phrases
- [/index-youtube](/skills/index-youtube): Need searchable YouTube content
- [/init](/skills/init): First session in solo-factory. Safe to re-run
- [/landing-gen](/skills/landing-gen): Need marketing page from PRD
- [/launch](/skills/launch): Product is built and needs distribution strategy
- [/legal](/skills/legal): Project needs compliance documents
- [/memory-audit](/skills/memory-audit): Need to optimize agent context loading
- [/metrics-track](/skills/metrics-track): Need analytics plan
- [/pipeline](/skills/pipeline): Need multi-skill automation
- [/plan](/skills/plan): Describing a feature/bug/refactor, or need task breakdown before building
- [/reddit](/skills/reddit): Need to participate in Reddit threads. NOT for thread discovery (/community-outreach) or social copy (/content-gen)
- [/research](/skills/research): Need evidence before validation
- [/retro](/skills/retro): After pipeline completes and needs quality assessment
- [/review](/skills/review): After /build or /deploy completes
- [/scaffold](/skills/scaffold): Need project from PRD + stack template
- [/seo-audit](/skills/seo-audit): Need website SEO health check
- [/setup](/skills/setup): After /scaffold before /plan to generate workflow config
- [/sgr](/skills/sgr): Need to design a schema-guided reasoning pipeline for an agent or API
- [/skill-audit](/skills/skill-audit): Evaluating skill against best practices
- [/stream](/skills/stream): Facing a high-stakes founder choice
- [/swarm](/skills/swarm): Want faster multi-angle alternative to /research
- [/validate](/skills/validate): Need idea scoring with PRD output
- [/video-promo](/skills/video-promo): Need video marketing material
- [/you2idea-extract](/skills/you2idea-extract): Mining video content for business opportunities

## About
- [About](/about): Solo founder building products with AI
  • SKILL.md 3.6 KB 
    ---
name: solo-knowledge
description: Use when needing methodology reference, asking about principles, harness engineering, SGR, launch playbook, agent memory, decision frameworks, or any topic covered in the solopreneur knowledge base. Use when user says "what do we know about X", "how does our methodology handle X", "what does the playbook say", "remind me of the principle".
license: MIT
metadata:
  author: fortunto2
  version: "1.0.1"
  openclaw:
    emoji: "📚"
allowed-tools: Read, WebFetch, Grep, Glob
argument-hint: "<question or topic>"
---

# /knowledge

Answer questions using the solopreneur knowledge base. Loads the site index via llms.txt, finds relevant pages, fetches and synthesizes answers.

**Source:** [rustman.org/llms.txt](https://rustman.org/llms.txt) — full index of all published content.

## How It Works

The knowledge base is a static site (rustman.org) with 60+ pages organized as:
- **Posts** — pillar articles (manifesto, STREAM framework, harness engineering, agent memory, context graphs, launch playbook)
- **Wiki** — compiled knowledge pages (concepts, summaries, catalogs)
- **Projects** — build-in-public case studies
- **Skills** — solo-factory executable skills documentation
- **Stacks** — technology stack templates

All content indexed in `llms.txt` — a machine-readable map with titles, URLs, and descriptions.

## Steps

1. **Load index** — fetch `https://rustman.org/llms.txt` via WebFetch (or read from `references/llms-snapshot.txt` if offline)

2. **Parse question** from `$ARGUMENTS`:
   - If empty: show available topics from the index
   - If topic: find matching pages by keyword in titles/descriptions

3. **Fetch relevant pages** — for each match (max 3), fetch the full page:
   ```
   WebFetch https://rustman.org/wiki/{slug}
   ```
   Or read locally if in solopreneur repo:
   ```
   Read wiki/{slug}.md
   ```

4. **Synthesize answer** — combine information from fetched pages:
   - Answer the question directly
   - Cite sources with links
   - Note related pages for deeper reading
   - If the answer contradicts or extends existing knowledge, note that

5. **Suggest follow-up** — based on wikilinks in the fetched pages, suggest related topics.

## Usage Examples

```
/knowledge "how does harness engineering work?"
→ Fetches harness-engineering post + wiki summary, synthesizes key concepts

/knowledge "what's our approach to agent memory?"
→ Fetches agent-memory-architecture post + mempalace page, compares approaches

/knowledge "what stacks do we support?"
→ Lists all 9 stack templates with tech details

/knowledge "how to validate a startup idea?"
→ Fetches launch-playbook + SEED scoring + validation hub
```

## Offline Mode

If WebFetch is unavailable, the skill falls back to:
1. Local wiki files: `Grep "topic" wiki/` + `Read wiki/{match}.md`
2. Snapshot in `references/llms-snapshot.txt`

## Key References

- `references/llms-snapshot.txt` — cached copy of llms.txt (update with: `curl -s https://rustman.org/llms.txt > references/llms-snapshot.txt`)

## Content Domains

| Domain | Key Pages | Depth |
|--------|----------|-------|
| **Philosophy** | Manifesto, STREAM framework, antifragile design | Deep |
| **Launch** | Launch playbook, SEED scoring, kill/iterate/scale | Deep |
| **Engineering** | SGR, dev principles, CLI-first, privacy architecture | Deep |
| **AI Agents** | Harness engineering, agent memory, context graphs, RAG patterns | Very deep |
| **Tools** | Agent toolkit landscape, benchmarks, LLM providers | Catalog |
| **Projects** | 12 open source projects with case studies | Medium |
| **Skills** | 30 solo-factory skills with full documentation | Reference |

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