1	# Wiki Index
2
3	A catalog of everything in this knowledge base. Updated by Nano on every ingest.
4
5	## Tools & Software
6	*Guest-endorsed or actively used — not sponsors.*
7	- [[Agent Browser]] — Vercel Labs Rust CLI for AI-driven browser automation. Credential vault, accessibility-tree refs, React introspection, HAR recording.
8	- [[Devin]] — AI coding agent by Cognition. 15-thread code factory model.
9	- [[OpenClaw]] — Open-source AI executive assistant / chief of staff.
10	- [[ClawChief]] — Ryan Carson's open-sourced OpenClaw chief-of-staff config.
11	- [[Claude Code]] — Anthropic's coding agent. Ryan Carson's preferred coding tool.
12	- [[Codex]] — OpenAI's coding agent / browser testing tool.
13	- [[Sentry]] — Error monitoring. Used with Devin for automated bug triage.
14	- [[Tailscale]] — WireGuard mesh network. Used for remote access to Mac Mini services from phone. Includes full recipe for exposing any local port via `tailscale serve` + launchd.
15	- [[Figma]] — Design/wireframing. Visual context layer in Ravi Mehta's system.
16	- [[AgentsView]] — Agent token/cost accounting tool. Useful when new frontier-model pricing appears before dashboards and pricing databases catch up.
17	- [[Teach Skill]] — `/teach` by Matt Pocock. ZPD-based personalized tutor with persistent learning records. Trigger-based (no idle context cost). Claude Code only. Install: `npx skills add mattpocock/skills --skill teach`.
18
19	## Anthropic Official Repos & Resources
20	*Official Anthropic repositories — tools, SDKs, plugins, and reference implementations.*
21	- [[Anthropic Skills Repo]] — Reference implementations of the Claude Agent Skills system. Template for building custom skills.
22	- [[Claude Plugins Official]] — Anthropic's curated plugin marketplace for Claude Code. Install via `/plugin install`.
23	- [[Ralph Loop Plugin]] — Stop-hook-based autonomous iteration loop. Feeds Claude the same prompt until it outputs a completion promise. For well-defined tasks with clear success criteria and automatic verification.
24	- [[Hookify Plugin]] — Create Claude Code hooks from natural language. `/hookify warn me when I use rm -rf` → working hook instantly. No hooks.json editing required.
25	- [[Knowledge Work Plugins]] — 18 open-source role-specific plugins (sales, legal, finance, design, engineering, HR, ops, etc.) built on Claude Agent SDK.
26	- [[Claude for Legal]] — Deep legal workflow plugin suite (transactional + litigation + learning). Integrates with Westlaw, CourtListener.
27	- [[Claude for Life Sciences]] — Research marketplace: PubMed, BioRender, Synapse, Consensus + RNA-seq/Nextflow skills.
28	- [[Claude for Healthcare]] — Healthcare marketplace: FHIR developer, prior-auth review, clinical trial protocols + CMS/NPI servers.
29	- [[Claude for Financial Services]] — 10 named agents (Pitch Agent, GL Reconciler, Market Researcher, KYC Screener, etc.) + 9 vertical skill bundles (IB, ER, PE, WM, fund admin). Deployable as Cowork plugins or Managed Agent templates.
30	- [[Managed Agents]] — Anthropic's hosted agent orchestration platform. Self-hosted sandbox option (tool execution on your infra via outbound-polling worker), mid-session tool/MCP updates, large MCP output auto-offload. Scheduled deployments (cron, no custom infra). Env vars in vaults (credentials injected at network boundary). Opus 4.8 tool-description guidance included.
31	- [[Claude Agent SDK Demos]] — 8 local demo apps showcasing Claude Agent SDK patterns (multi-agent, streaming, email, docs).
32	- [[Anthropic SDK Go]] — `go get anthropic-sdk-go@v1.56.0`. Go 1.24+. Type-safe Claude API client for Go: model constants, context support, standard Go idioms.
33	- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.
34	- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.
35	- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).
36	- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.
37	- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.
38	- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.
39	- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.
40	- [[Defending Code Reference Harness]] — Reference impl for autonomous vuln discovery + human-reviewed patching. gVisor-sandboxed agents. Not actively maintained; Claude Security is the hosted version.
41	- [[Scone Bench]] — 417-task benchmark for evaluating LLM agents on smart-contract vuln discovery/exploitation. Historical DeFi incidents, MCP-based, Docker-sandboxed. From Anthropic Red Team.
42	- [[Claudes C Compiler]] — Claude Opus 4.6 wrote a dependency-free C compiler in Rust from scratch. Compiles PostgreSQL, SQLite, Linux kernel, FFmpeg. Capability showcase, not production-validated.
43	- [[Anthropic Performance Take-Home]] — Open version of Anthropic's original performance engineering take-home. Optimize a VLIW SIMD kernel; Claude Opus 4.5 scored 1,363 cycles vs 147,734 baseline (108× improvement).
44	- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.
45	- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.
46	- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).
47	- [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category.
48	- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.
49	- [[GitHub MCP Server]] — GitHub's official MCP server.
50	- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning.
51	- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.
52	- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.
53	- [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns.
54	- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.
55	- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.
56	- [[Anthropic CWC Workshops]] — 8 Code-with-Claude workshop curricula: Managed Agents, memory primitives (Dreaming Service), eval-driven dev, multi-agent decomposition, Deal Desk reference impl.
57	- [[Agent SDK Workshop]] — Hands-on workshop for Claude Agent SDK: 4-stage guided demo (chat → tools → subagents → memory) + breakout scenarios. Python 3.10+, flip switches in config.py.
58	- [[Long-Horizon Coding Agent Demo]] — Archived AWS re:Invent 2025 demo. GitHub issue → agent builds full-stack app → CloudFront preview → human approval gate. Bedrock AgentCore + Claude Agent SDK.
59	- [[Claude Foundation Models Swift Package]] — Swift package for hybrid Apple-platform apps: on-device model for fast/private tasks, Claude for reasoning + web search. iOS 27+, SPM install. Announced June 2026.
60	- [[Claude Tag Plugins]] — 19 SaaS integration plugins (Jira, Linear, Snowflake, Salesforce, Sentry, Datadog, etc.) via Claude Tag CLI. Credentials injected at runtime; install only what you need.
61	- [[Launch Your Agent]] — Claude Code skill that guides a founder from raw idea to live Claude Managed Agent: interview → scope → deploy → grade → schedule. One session, costs cents.
62	- [[Claude Fable 5 and Mythos 5]] — Anthropic's latest frontier models. Always-on adaptive thinking, new tokenizer (~30% more tokens), refusal stop reason + SDK fallback middleware, 30-day data-retention requirement. Fable 5 = GA; Mythos 5 = Preview.
63
64	## Third-Party Tools & Platforms
65	- [[Legora]] — AI-native operating system for legal teams. Autonomously plans, executes, reviews, and completes complex legal work end-to-end. Built on Claude. "Raises the tide" model: improves with each Claude release.
66
67	## Concepts & Reference Docs
68	- [[Test Isolation for Runtime Activity Logs]] — Prevent orchestration tests from polluting live alert/error/state feeds by redirecting module-level runtime paths to `tmp_path`, then prove production logs are unchanged by the suite.
69	- [[LaunchAgent Quarantine and Tailscale Recovery]] — Recover a reboot-stalled local site by clearing the LaunchAgent quarantine and re-bootstrapping it, then separately reconnecting Tailscale and verifying both local and public routes.
70	- [[Orthogonal Visual Channels on Map Lines]] — Don't recolor a line to encode a boolean when color already carries a scalar; add a near-black dotted overlay (Mapbox: short dash + round cap, dasharray units are line-widths so zoom-scaling is free). Plus a puppeteer pattern for E2E-verifying map layers via the app's own custom events.
71	- [[CLAUDE.md Progressive Disclosure]] — Every-session context files hold only always-relevant rules; situational procedures move to `.claude/docs/` behind trigger-phrased pointers. Measure per-section cost first; add a size budget against regrowth.
72	- [[Claude Constitution]] — Anthropic's foundational values document. CC0 licensed. January 2026.
73	- [[Agentic UI Impedance Mismatch]] — Dario Amodei's framing: agents will complete tasks end-to-end most of the time, but humans need deep-dive inspection capability for the exceptions. No product solves this yet.
74	- [[Claude Code Subagents]] — Separate Claude instances with their own context windows. 5 copy-paste templates (reviewer, test-writer, doc-writer, security, pr-writer). Route to Sonnet for 5× cost savings.
75	- [[WebMCP]] — Chrome's proposed web standard for exposing structured tools to AI agents. Declarative HTML annotations + JS API replace fragile UI actuation. Origin trial in Chrome 149.
76	- [[But For Real Skill]] — Self-audit pattern: follow-up prompt that assumes bugs are present and bullies the AI into finding them. Simulates PR code review. From Josh Pigford's solo-founder skills stack.
77	- [[Claude Code Agent Teams]] — Native experimental feature: Team Lead + Teammates model with shared task list, dependency management, plan approval, and hooks. Enable via env flag. Claude Code only (no Codex/Aider).
78	- [[Claude Code Dynamic Workflows]] — Claude writes its own JS orchestration harness on the fly (`ultracode` keyword). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done. Opus 4.8 era.
79	- [[Finding Your Unknowns Framework]] — Pre-flight protocol for agentic work. 4-quadrant unknowns model (Known/Unknown × Knowns/Unknowns) + 8 elicitation techniques (blind spot pass, interview mode, reference prompting, implementation plan, explainer artifact, quiz mode). Fable-era shift: user clarity is now the bottleneck, not model capability.
80	- [[AI-Native Engineering Org]] — Fiona Fung (Claude Code eng director): JIT planning, Claude reviews style/bugs/humans review domain, kill obsolete processes, track ramp time + PR cycle time + Claude-assisted commit rate.
81	- [[Claude Code Skills Best Practices]] — Thariq Shihipar: 9 skill categories, Gotchas sections, progressive disclosure via file system, trigger keywords, `${CLAUDE_PLUGIN_DATA}` memory, on-demand hooks. From Anthropic's own usage.
82	- [[X AI Signal Ingestion Source]] — Regular monitored X source for high-signal AI voices. Uses browser-visible/public pages only; no credential extraction or social-account side effects.
83	- [[NanoClaw Slack Mention-Sticky Session Bug]] — Two stacked router bugs made a documented `session_mode='shared'` config inert on threaded adapters (Slack/Discord): a forced per-thread coercion, plus a sticky-engagement check that always did an exact-thread lookup regardless of the wiring's actual session mode. Fix makes `mention-sticky` self-bootstrapping: first message creates the shared session, every message after keeps engaging.
84	- [[NanoClaw REST Fallback Tool-Call Hallucination]] — A toolless LM Studio/Codex fallback rung hallucinated fake tool-call tags (`<read_file .../>`) instead of admitting it had no tools, and the existing `<message>`-block validation only checked the wrapper, not the content, so raw tag soup reached the user. Fixed with an output-side allowlist check + corrective retry + honest fallback, deliberately without over-fitting the routing heuristic.
85	- [[Hermes Provider Fallback Config]] — Configure Hermes LLM quota failover with top-level `fallback_providers`; put LM Studio first for cloud usage-limit failures, include only authenticated providers, and use Hermes' fallback CLI/runtime/gateway tests as evidence.
86	- [[Cowork Dispatcher-Specialist Pattern]] — Dispatcher routes intake → specialist agents execute → independent audit agent verifies → human reviews. Skills as living systems: corrections loop back into skill instructions. Applicable to qip-qien triage, nanoclaw agent architecture, and signal-routing in trading projects.
87	- [[Frontier Code Evaluation]] — Use your best engineers to test models on real production work; gate on "Would I keep this code?" Cognition's internal benchmark showed 3× Fable 5 improvement over prior Opus on their hardest subset.
88	- [[Cross-Agent Session State]] — A gitignored `.agent-state/session.md` Markdown handoff lets Claude Code, Codex, Antigravity, Grok, and local agents resume interrupted work from shared evidence-based state.
89	- [[Eval-Routed Local-First Code Delegation]] — Use a standing eval's machine-readable routing block to pick the cheap local default, per-task exceptions, and cloud-only task classes instead of guessing model choice.
90	- [[Productization and Pricing Research Concierge Reel Workflow]] — Stagehand go-to-market memo: sell a concierge reel retainer first, keep Telegram as intake, run locally until 2-3 paying clients, and charge for reviewed outcomes rather than raw AI access.
91
92	## 📢 Sponsor-only mentions
93	*Paid placements — not guest endorsements. Pages exist for reference.*
94	- [[Granola]] — AI meeting notes (Behind the Craft sponsor)
95	- [[Wispr Flow]] — Voice dictation (Behind the Craft sponsor)
96	- [[Linear]] — Project management / AI agent platform (Behind the Craft sponsor)
97
98	## Frameworks & Mental Models
99	- [[Apple Widget Rendering Modes]] — How to design SwiftUI widgets that work in both full-color and monochrome/accented modes (macOS, iOS, watchOS). Luminance zones, arc opacity, adaptive line colors, and `widgetAccentedRenderingMode`.
100	- [[WidgetKit Engineering Pitfalls]] — Infrastructure and data-layer pitfalls: intent-type orphaning, chronod descriptor caching, provider-data siloing, weekly-exhausted 5H row rules (0% + weekly reset + blank chart), and the early-cap reset pattern.
101	- [[Mac Widget Runtime Verification Loop]] — Layered macOS WidgetKit validation: active target membership, render tests, installed AppIntents metadata, chronod cache refresh, and desktop screenshot proof.
102	- [[Human Sandwich Model]] — Human frames → AI executes → Human judges. Dan Shipper's model for human-AI collaboration.
103	- [[Screenshot-First Visual Verification]] — Screenshots are the only ground truth for visual UI work; code correctness ≠ visual correctness.
104	- [[3-Layer Context Engineering System]] — Functional + Visual + Data layers for polished AI prototypes. Ravi Mehta's framework.
105	- [[Tokenmaxxing]] — Accusation that AI companies inflate token metrics; Boris Cherny's 250% productivity rebuttal.
106	- [[Saaspocalypse]] — Thesis that agents erode SaaS switching costs. Boris Cherny's nuanced take via Seven Powers.
107	- [[Claude Code Drift Problem]] — Config entropy at ~5 months: stale CLAUDE.md, bad folder structure, manual triggers that should be routines.
108	- [[4 AI Digital Employees Framework]] — 4 agent roles to "hire": Research Analyst, Strategic Advisor, Communication Specialist, Operations Manager.
109	- [[Friction-First Development]] — 6-principle philosophy for personal tool building: scratch your own itch, define the friction before the code, resist market-bias. Includes a pre-code Problem & Friction Analysis template.
110	- [[Devin vs Claude Code]] — Head-to-head comparison: philosophy, SWE-Bench (80.8% vs 13.86%), billing model, failure modes. Verdict: Claude Code wins for James's current stage.
111	- [[Frontier Model Qualitative Step Change]] — Pattern for treating credible practitioner reports as eval triggers when a model feels like a major-version jump on long tasks.
112	- [[Builder-Verifier Loop Pattern]] — Every code-writing loop needs a separate verifier running the real app. Builder makes the change; Verifier confirms feature correctness; you read the diff. Boris Cherny's core rule for avoiding confident-but-broken PRs.
113	- [[Question-Led Selling Arc]] — Synthesis of SPIN / Sandler / NEPQ / Oren Klaff / Chris Do into a four-step ask-don't-pitch arc (problem → change → cost → worth) plus a button-driven profiling block. Cross-project pattern for solution-selling sites' stage-2 discovery flow.
114	- [[Frontier Model Extraction Strategy]] — Frontier judgment required to *create*, ordinary intelligence sufficient to *use*. The irreversibility filter test: "Can a cheaper model redo this tomorrow?" Basis for the Learning Law in root CLAUDE.md.
115
116	## Reference
117	- [[Local Coding Model Benchmarks]] — 🔁 auto-maintained leaderboard for local (LM Studio/MLX) and cloud coding models on the `evals/local-code` gate, synced from `projects/` on every benchmark run. Includes a vetted list of where to source new local-model candidates (Aider Polyglot, LiveBench, model-discover.sh, aidatatools/ollama-benchmark) and a list of low-trust SEO leaderboards to avoid.
118	- [[Coding Agent Behavior Guide]] — INTJ-A derived instructions for coding agents working with James. Communication style, autonomy rules, pushback expectations, blindspot compensations.
119	- [[Ingestion Pipeline Patterns]] — 6 cost/quality optimization patterns for the wiki ingest pipeline: QFS, chapter chunking, map-reduce, tiered models, prompt caching, RAPTOR. Includes Phase 1–3 implementation order.
120	- [[Instagram Reel Transcription Pipeline]] — agent-browser + OpenAI Whisper pipeline for overnight reel-to-transcript processing. ~$0.003–$0.008/reel.
121	- [[Shared Vault Mount Guide]] — Step-by-step for mounting a shared host directory into multiple NanoClaw agent containers. `additionalMounts` config, allowlist setup, restart flow.
122	- [[Ryan Carson Tool Usage Notes]] — Detailed "how he actually uses it" notes for each tool from the May 24 episode (OpenClaw, Devin, Codex, Claude Code, Sentry, Tailscale, ClawChief).
123
124	## People
125	- [[James Lopez]] — Owner of this wiki. INTJ-A, mobile engineer (LinkedIn iOS), Austin TX. Full personality profile and background.
126	- [[Ramón Lopez]] — James's brother. Sr. Director Digital Manufacturing Architecture at Jabil. 25+ yrs medical device quality (FDA/ISO 13485). Domain expert persona for qip-qien.
127	- [[Ryan Carson]] — 5x founder, building Untangle solo with AI agents.
128	- [[Peter Yang]] — Host of Behind the Craft podcast.
129	- [[Dan Shipper]] — Co-founder of Every. Author of "After Automation."
130	- [[Andrej Karpathy]] — AI researcher and educator. High-signal source on frontier model capability and workflow ergonomics.
131	- [[Simon Willison]] — Developer and LLM tooling analyst. High-signal source on evals, sandboxing, cost accounting, and practical AI tools.
132	- [[Nathaniel Whittemore]] — Host of The AI Daily Brief.
133	- [[Ravi Mehta]] — AI instructor, ex-CPO Tinder. Created 3-layer context engineering system.
134	- [[Boris Cherny]] — Head of Claude Code at Anthropic.
135	- [[Alex Kantrowitz]] — Host of Big Technology Podcast.
136	- [[Gael Breton]] — Co-founder, Authority Hacker. Small biz AI automation practitioner.
137	- [[Mark Webster]] — Co-founder, Authority Hacker.
138	- [[Nufar Gaspar]] — Co-host, The AI Daily Brief.
139	- [[Delba de Oliveira]] — MTS Claude Code engineer at Anthropic. Created "Claude Code Patterns: Feedback loops" video — Cherny's cited breakdown of self-verification.
140	- [[Josh Pigford]] — Solo founder building 5 apps with AI agents. Creator of /but-for-real, /adversarial-code-review, /build, /learnings skills.
141	- [[Max Junestrand]] — Founder/CEO of Legora. Building AI-native OS for legal teams on Claude.
142
143	## Sources
144	- [[AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now]] — May 25, 2026. Framework for 4 agent roles leaders should implement.
145	- [[Instagram - hegetfunds - Claude Code Team of Developers]] — May 6, 2026. Using plugins/skills to assign specialist developer roles in Claude Code.
146	- [[Authority Hacker - Claude Code Setup Roast]] — May 21, 2026. 5-month setup audit: CLAUDE.md, folder structure, drift problem.
147	- [[Big Technology Podcast - Boris Cherny Claude Code]] — May 20, 2026. Claude Code growth, tokenmaxxing, agents beyond coding.
148	- [[Behind the Craft - Ryan Carson Episode]] — May 24, 2026. Tools for running a solo startup with AI agents.
149	- [[Behind the Craft - Ravi Mehta Context Engineering]] — May 3, 2026. 3-layer context engineering system with live demo.
150	- [[AI Daily Brief - Why Agents Still Need Humans]] — May 24, 2026. Covers Dan Shipper's After Automation essay.
151	- [[Dan Shipper - After Automation Essay]] — May 21, 2026. Why AI creates more expert human work, not less.
152	- [[Cheeky Pint - Dario Amodei Interview]] — Aug 6, 2025 (ingested May 30, 2026). Dario Amodei on Anthropic's business model, market structure, AGI-pilled products, the AI UI problem, regulation, and how he uses AI.
153	- [[Behind the Craft - Josh Pigford AI Skills Stack]] — May 31, 2026. Solo founder's exact AI skills: /build, /adversarial-code-review, /but-for-real (self-audit), /learnings. Transcript pending.
154	- [[CWC - Problem Solvers Max Junestrand Legora]] — June 2, 2026. Legora's bet on Claude as AI-native legal OS. "Raises the tide" model thesis.
155	- [[Authority Hacker - Claude Opus 4.8 Review]] — May 29, 2026. What changed: 4.7 regression fixed, more honest, 4x fewer logic errors in code. Full transcript pending.
156	- [[Claude Blog - Dynamic Workflows in Claude Code]] — June 2, 2026. Claude writes its own JS harness on the fly (`ultracode`). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done.
157	- [[Claude Blog - Introducing Dynamic Workflows]] — May 28, 2026. Announcement post: availability, plan tiers, Bun Zig→Rust case study (750K lines, 11 days, 99.8% tests passing).
158	- [[Claude Blog - Managed Agents Self-Hosted Sandboxes]] — May 19, 2026. Sandbox providers: Cloudflare, Daytona, Modal, Vercel. MCP Tunnels for private-network MCP servers.
159	- [[Claude Blog - Founders Playbook]] — May 14, 2026. 4 AI-remapped startup stages + Chat/Cowork/Claude Code tool selection matrix. PDF download available.
160	- [[Claude Blog - Running an AI-Native Engineering Org]] — June 3, 2026. Fiona Fung on JIT planning, killing obsolete processes, metrics, and blurred roles.
161	- [[Claude Blog - Lessons from Building Claude Code How We Use Skills]] — June 3, 2026. Thariq Shihipar: 9 skill categories, best practices, distribution models, measurement via PreToolUse hooks.
162	- [[Claude Blog - Claude Cowork Product Guide]] — June 5, 2026. Official product guide: 7 workflow templates, permissions model, plugin usage, 3-tool selection matrix. eBook available.
163	- [[X AI Signal Sweep - 2026-06-09]] — Seed sweep for the regular X source. Captures Karpathy, Simon Willison, Dan Shipper, Ethan Mollick, and Claude Fable 5 / Mythos field reports.
164	- [[Claude Blog - Best Practices for Claude Cowork]] — June 3, 2026. Chat vs Cowork vs Claude Code matrix. 5 ingredients of a Cowork task. Context > prompt quality.
165	- [[Claude Blog - Self-Service Data Analytics with Claude]] — June 3, 2026. 3 failure modes + 4-layer architecture for agentic analytics. 95% query automation at 95% accuracy.
166	- [[0xchromium - Claude Workflows That Run Without You]] — June 4, 2026. 4-part workflow anatomy (Role/Tools/Trigger/Output), 12 workflow templates by role, 5-step build process, copy-paste morning briefing prompt.
167	- [[Andrej Karpathy - How I Use LLMs]] — Feb 27, 2025. 2h11m practical guide: zip-file mental model, LLM council approach, model selection matrix, tool integration hierarchy. Full chapter list.
168	- [[Claude Blog - Claude for Foundation Models]] — June 8, 2026. Swift package for hybrid Apple apps: on-device model + Claude handoff. iOS/macOS 27+, typed Swift inputs, streaming to SwiftUI.
169	- [[Claude Blog - Connector Observability]] — June 8, 2026. Performance dashboards (active users, tool calls, latency by tool) for published MCP connectors. In-app directory submission. Public beta.
170	- [[Reddit - Depureco MCP Case Study]] — June 2026. Depureco (Italian industrial vacuum manufacturer) connected product catalog to Claude via Remote MCP. Key insight: grounded AI becomes more humble and asks better questions — directly applicable to qip-qien and any regulated/safety-critical B2B tool.
171	- [[Mountain Movers - Boris Cherny Loop Definition]] — June 2026. Cherny's 3-stage engineer evolution + definition of a loop as a program that prompts, reads, evaluates, re-prompts. Hard stops, skills vs. plumbing distinction, cost reality (Uber $1,500/mo cap).
172	- [[Claude Blog - Building With Claude Managed Agents]] — June 10, 2026. Foundational engineering post: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement), Outcomes (agent self-grading), context anxiety history, three-phase evolution, when-to-use guidance.
173	- [[Claude Blog - Whats New in Claude Managed Agents]] — June 9, 2026. Two new public beta features: scheduled deployments (cron, no infra) and env vars in vaults (credential injection at network boundary). Customer examples: Rakuten, Notion, Browserbase, Milana.
174	- [[Alpha Batcher - Boris Cherny 5-Day Claude Code Setup]] — June 9, 2026. 5-day progressive setup ladder from Boris Cherny's loop philosophy. Includes embedded "Reflecting on a year of Claude Code" video (18 min) with Cherny & Cat Wu.
175	- [[Boris Cherny - Self-Verification Loops]] — June 9, 2026. Cherny's own statement: self-verification is the mechanism that enables longer autonomous runs. Cites ClaudeDevs video by Delba de Oliveira (839K views).
176	- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — June 10, 2026. Out-of-sample validation of Bitcoin Power Law using Claude Opus 4.8. Froze model at 2016 → 10-year mean residual −0.05σ. Same validation methodology applies to congressional-trading.
177	- [[AdiiX - Claude Trading Bot Architecture]] — June 9, 2026. 7.1M views. Claude Code writes trading logic; Claude Cowork sends 7am/9pm daily briefings. Multi-asset: SPX/NDX mean reversion (15m), crypto momentum (1h), commodities trend (4h). ATR sizing + correlation filter. No repo — marketing post. Architecture applicable to tradingbot25 and congressional-trading.
178	- [[Claude Blog - Field Guide to Claude Fable]] — July 6, 2026. Thariq Shihipar. 4-quadrant unknowns framework, 8 elicitation techniques (blind spot pass, interview mode, reference prompting, implementation plan, explainer, quiz). Core claim: with Fable, output quality is now bottlenecked by user clarity, not model capability.
179	- [[Claude Blog - Marketing Ops Cowork Automation]] — July 8, 2026. Anthropic's own marketing ops team. Dispatcher-specialist architecture, audit agent pattern, skill refinement loops. Concrete Cowork workflow patterns applicable to qip-qien and nanoclaw.
180	- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.
181
182	[[Wiki Ingest Log]]
183

# Wiki Index

A catalog of everything in this knowledge base. Updated by Nano on every ingest.

## Tools & Software
*Guest-endorsed or actively used — not sponsors.*
- [[Agent Browser]] — Vercel Labs Rust CLI for AI-driven browser automation. Credential vault, accessibility-tree refs, React introspection, HAR recording.
- [[Devin]] — AI coding agent by Cognition. 15-thread code factory model.
- [[OpenClaw]] — Open-source AI executive assistant / chief of staff.
- [[ClawChief]] — Ryan Carson's open-sourced OpenClaw chief-of-staff config.
- [[Claude Code]] — Anthropic's coding agent. Ryan Carson's preferred coding tool.
- [[Codex]] — OpenAI's coding agent / browser testing tool.
- [[Sentry]] — Error monitoring. Used with Devin for automated bug triage.
- [[Tailscale]] — WireGuard mesh network. Used for remote access to Mac Mini services from phone. Includes full recipe for exposing any local port via `tailscale serve` + launchd.
- [[Figma]] — Design/wireframing. Visual context layer in Ravi Mehta's system.
- [[AgentsView]] — Agent token/cost accounting tool. Useful when new frontier-model pricing appears before dashboards and pricing databases catch up.
- [[Teach Skill]] — `/teach` by Matt Pocock. ZPD-based personalized tutor with persistent learning records. Trigger-based (no idle context cost). Claude Code only. Install: `npx skills add mattpocock/skills --skill teach`.

## Anthropic Official Repos & Resources
*Official Anthropic repositories — tools, SDKs, plugins, and reference implementations.*
- [[Anthropic Skills Repo]] — Reference implementations of the Claude Agent Skills system. Template for building custom skills.
- [[Claude Plugins Official]] — Anthropic's curated plugin marketplace for Claude Code. Install via `/plugin install`.
- [[Ralph Loop Plugin]] — Stop-hook-based autonomous iteration loop. Feeds Claude the same prompt until it outputs a completion promise. For well-defined tasks with clear success criteria and automatic verification.
- [[Hookify Plugin]] — Create Claude Code hooks from natural language. `/hookify warn me when I use rm -rf` → working hook instantly. No hooks.json editing required.
- [[Knowledge Work Plugins]] — 18 open-source role-specific plugins (sales, legal, finance, design, engineering, HR, ops, etc.) built on Claude Agent SDK.
- [[Claude for Legal]] — Deep legal workflow plugin suite (transactional + litigation + learning). Integrates with Westlaw, CourtListener.
- [[Claude for Life Sciences]] — Research marketplace: PubMed, BioRender, Synapse, Consensus + RNA-seq/Nextflow skills.
- [[Claude for Healthcare]] — Healthcare marketplace: FHIR developer, prior-auth review, clinical trial protocols + CMS/NPI servers.
- [[Claude for Financial Services]] — 10 named agents (Pitch Agent, GL Reconciler, Market Researcher, KYC Screener, etc.) + 9 vertical skill bundles (IB, ER, PE, WM, fund admin). Deployable as Cowork plugins or Managed Agent templates.
- [[Managed Agents]] — Anthropic's hosted agent orchestration platform. Self-hosted sandbox option (tool execution on your infra via outbound-polling worker), mid-session tool/MCP updates, large MCP output auto-offload. Scheduled deployments (cron, no custom infra). Env vars in vaults (credentials injected at network boundary). Opus 4.8 tool-description guidance included.
- [[Claude Agent SDK Demos]] — 8 local demo apps showcasing Claude Agent SDK patterns (multi-agent, streaming, email, docs).
- [[Anthropic SDK Go]] — `go get anthropic-sdk-go@v1.56.0`. Go 1.24+. Type-safe Claude API client for Go: model constants, context support, standard Go idioms.
- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.
- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.
- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).
- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.
- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.
- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.
- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.
- [[Defending Code Reference Harness]] — Reference impl for autonomous vuln discovery + human-reviewed patching. gVisor-sandboxed agents. Not actively maintained; Claude Security is the hosted version.
- [[Scone Bench]] — 417-task benchmark for evaluating LLM agents on smart-contract vuln discovery/exploitation. Historical DeFi incidents, MCP-based, Docker-sandboxed. From Anthropic Red Team.
- [[Claudes C Compiler]] — Claude Opus 4.6 wrote a dependency-free C compiler in Rust from scratch. Compiles PostgreSQL, SQLite, Linux kernel, FFmpeg. Capability showcase, not production-validated.
- [[Anthropic Performance Take-Home]] — Open version of Anthropic's original performance engineering take-home. Optimize a VLIW SIMD kernel; Claude Opus 4.5 scored 1,363 cycles vs 147,734 baseline (108× improvement).
- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.
- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.
- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).
- [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category.
- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.
- [[GitHub MCP Server]] — GitHub's official MCP server.
- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning.
- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.
- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.
- [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns.
- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.
- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.
- [[Anthropic CWC Workshops]] — 8 Code-with-Claude workshop curricula: Managed Agents, memory primitives (Dreaming Service), eval-driven dev, multi-agent decomposition, Deal Desk reference impl.
- [[Agent SDK Workshop]] — Hands-on workshop for Claude Agent SDK: 4-stage guided demo (chat → tools → subagents → memory) + breakout scenarios. Python 3.10+, flip switches in config.py.
- [[Long-Horizon Coding Agent Demo]] — Archived AWS re:Invent 2025 demo. GitHub issue → agent builds full-stack app → CloudFront preview → human approval gate. Bedrock AgentCore + Claude Agent SDK.
- [[Claude Foundation Models Swift Package]] — Swift package for hybrid Apple-platform apps: on-device model for fast/private tasks, Claude for reasoning + web search. iOS 27+, SPM install. Announced June 2026.
- [[Claude Tag Plugins]] — 19 SaaS integration plugins (Jira, Linear, Snowflake, Salesforce, Sentry, Datadog, etc.) via Claude Tag CLI. Credentials injected at runtime; install only what you need.
- [[Launch Your Agent]] — Claude Code skill that guides a founder from raw idea to live Claude Managed Agent: interview → scope → deploy → grade → schedule. One session, costs cents.
- [[Claude Fable 5 and Mythos 5]] — Anthropic's latest frontier models. Always-on adaptive thinking, new tokenizer (~30% more tokens), refusal stop reason + SDK fallback middleware, 30-day data-retention requirement. Fable 5 = GA; Mythos 5 = Preview.

## Third-Party Tools & Platforms
- [[Legora]] — AI-native operating system for legal teams. Autonomously plans, executes, reviews, and completes complex legal work end-to-end. Built on Claude. "Raises the tide" model: improves with each Claude release.

## Concepts & Reference Docs
- [[Test Isolation for Runtime Activity Logs]] — Prevent orchestration tests from polluting live alert/error/state feeds by redirecting module-level runtime paths to `tmp_path`, then prove production logs are unchanged by the suite.
- [[LaunchAgent Quarantine and Tailscale Recovery]] — Recover a reboot-stalled local site by clearing the LaunchAgent quarantine and re-bootstrapping it, then separately reconnecting Tailscale and verifying both local and public routes.
- [[Orthogonal Visual Channels on Map Lines]] — Don't recolor a line to encode a boolean when color already carries a scalar; add a near-black dotted overlay (Mapbox: short dash + round cap, dasharray units are line-widths so zoom-scaling is free). Plus a puppeteer pattern for E2E-verifying map layers via the app's own custom events.
- [[CLAUDE.md Progressive Disclosure]] — Every-session context files hold only always-relevant rules; situational procedures move to `.claude/docs/` behind trigger-phrased pointers. Measure per-section cost first; add a size budget against regrowth.
- [[Claude Constitution]] — Anthropic's foundational values document. CC0 licensed. January 2026.
- [[Agentic UI Impedance Mismatch]] — Dario Amodei's framing: agents will complete tasks end-to-end most of the time, but humans need deep-dive inspection capability for the exceptions. No product solves this yet.
- [[Claude Code Subagents]] — Separate Claude instances with their own context windows. 5 copy-paste templates (reviewer, test-writer, doc-writer, security, pr-writer). Route to Sonnet for 5× cost savings.
- [[WebMCP]] — Chrome's proposed web standard for exposing structured tools to AI agents. Declarative HTML annotations + JS API replace fragile UI actuation. Origin trial in Chrome 149.
- [[But For Real Skill]] — Self-audit pattern: follow-up prompt that assumes bugs are present and bullies the AI into finding them. Simulates PR code review. From Josh Pigford's solo-founder skills stack.
- [[Claude Code Agent Teams]] — Native experimental feature: Team Lead + Teammates model with shared task list, dependency management, plan approval, and hooks. Enable via env flag. Claude Code only (no Codex/Aider).
- [[Claude Code Dynamic Workflows]] — Claude writes its own JS orchestration harness on the fly (`ultracode` keyword). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done. Opus 4.8 era.
- [[Finding Your Unknowns Framework]] — Pre-flight protocol for agentic work. 4-quadrant unknowns model (Known/Unknown × Knowns/Unknowns) + 8 elicitation techniques (blind spot pass, interview mode, reference prompting, implementation plan, explainer artifact, quiz mode). Fable-era shift: user clarity is now the bottleneck, not model capability.
- [[AI-Native Engineering Org]] — Fiona Fung (Claude Code eng director): JIT planning, Claude reviews style/bugs/humans review domain, kill obsolete processes, track ramp time + PR cycle time + Claude-assisted commit rate.
- [[Claude Code Skills Best Practices]] — Thariq Shihipar: 9 skill categories, Gotchas sections, progressive disclosure via file system, trigger keywords, `${CLAUDE_PLUGIN_DATA}` memory, on-demand hooks. From Anthropic's own usage.
- [[X AI Signal Ingestion Source]] — Regular monitored X source for high-signal AI voices. Uses browser-visible/public pages only; no credential extraction or social-account side effects.
- [[NanoClaw Slack Mention-Sticky Session Bug]] — Two stacked router bugs made a documented `session_mode='shared'` config inert on threaded adapters (Slack/Discord): a forced per-thread coercion, plus a sticky-engagement check that always did an exact-thread lookup regardless of the wiring's actual session mode. Fix makes `mention-sticky` self-bootstrapping: first message creates the shared session, every message after keeps engaging.
- [[NanoClaw REST Fallback Tool-Call Hallucination]] — A toolless LM Studio/Codex fallback rung hallucinated fake tool-call tags (`<read_file .../>`) instead of admitting it had no tools, and the existing `<message>`-block validation only checked the wrapper, not the content, so raw tag soup reached the user. Fixed with an output-side allowlist check + corrective retry + honest fallback, deliberately without over-fitting the routing heuristic.
- [[Hermes Provider Fallback Config]] — Configure Hermes LLM quota failover with top-level `fallback_providers`; put LM Studio first for cloud usage-limit failures, include only authenticated providers, and use Hermes' fallback CLI/runtime/gateway tests as evidence.
- [[Cowork Dispatcher-Specialist Pattern]] — Dispatcher routes intake → specialist agents execute → independent audit agent verifies → human reviews. Skills as living systems: corrections loop back into skill instructions. Applicable to qip-qien triage, nanoclaw agent architecture, and signal-routing in trading projects.
- [[Frontier Code Evaluation]] — Use your best engineers to test models on real production work; gate on "Would I keep this code?" Cognition's internal benchmark showed 3× Fable 5 improvement over prior Opus on their hardest subset.
- [[Cross-Agent Session State]] — A gitignored `.agent-state/session.md` Markdown handoff lets Claude Code, Codex, Antigravity, Grok, and local agents resume interrupted work from shared evidence-based state.
- [[Eval-Routed Local-First Code Delegation]] — Use a standing eval's machine-readable routing block to pick the cheap local default, per-task exceptions, and cloud-only task classes instead of guessing model choice.
- [[Productization and Pricing Research Concierge Reel Workflow]] — Stagehand go-to-market memo: sell a concierge reel retainer first, keep Telegram as intake, run locally until 2-3 paying clients, and charge for reviewed outcomes rather than raw AI access.

## 📢 Sponsor-only mentions
*Paid placements — not guest endorsements. Pages exist for reference.*
- [[Granola]] — AI meeting notes (Behind the Craft sponsor)
- [[Wispr Flow]] — Voice dictation (Behind the Craft sponsor)
- [[Linear]] — Project management / AI agent platform (Behind the Craft sponsor)

## Frameworks & Mental Models
- [[Apple Widget Rendering Modes]] — How to design SwiftUI widgets that work in both full-color and monochrome/accented modes (macOS, iOS, watchOS). Luminance zones, arc opacity, adaptive line colors, and `widgetAccentedRenderingMode`.
- [[WidgetKit Engineering Pitfalls]] — Infrastructure and data-layer pitfalls: intent-type orphaning, chronod descriptor caching, provider-data siloing, weekly-exhausted 5H row rules (0% + weekly reset + blank chart), and the early-cap reset pattern.
- [[Mac Widget Runtime Verification Loop]] — Layered macOS WidgetKit validation: active target membership, render tests, installed AppIntents metadata, chronod cache refresh, and desktop screenshot proof.
- [[Human Sandwich Model]] — Human frames → AI executes → Human judges. Dan Shipper's model for human-AI collaboration.
- [[Screenshot-First Visual Verification]] — Screenshots are the only ground truth for visual UI work; code correctness ≠ visual correctness.
- [[3-Layer Context Engineering System]] — Functional + Visual + Data layers for polished AI prototypes. Ravi Mehta's framework.
- [[Tokenmaxxing]] — Accusation that AI companies inflate token metrics; Boris Cherny's 250% productivity rebuttal.
- [[Saaspocalypse]] — Thesis that agents erode SaaS switching costs. Boris Cherny's nuanced take via Seven Powers.
- [[Claude Code Drift Problem]] — Config entropy at ~5 months: stale CLAUDE.md, bad folder structure, manual triggers that should be routines.
- [[4 AI Digital Employees Framework]] — 4 agent roles to "hire": Research Analyst, Strategic Advisor, Communication Specialist, Operations Manager.
- [[Friction-First Development]] — 6-principle philosophy for personal tool building: scratch your own itch, define the friction before the code, resist market-bias. Includes a pre-code Problem & Friction Analysis template.
- [[Devin vs Claude Code]] — Head-to-head comparison: philosophy, SWE-Bench (80.8% vs 13.86%), billing model, failure modes. Verdict: Claude Code wins for James's current stage.
- [[Frontier Model Qualitative Step Change]] — Pattern for treating credible practitioner reports as eval triggers when a model feels like a major-version jump on long tasks.
- [[Builder-Verifier Loop Pattern]] — Every code-writing loop needs a separate verifier running the real app. Builder makes the change; Verifier confirms feature correctness; you read the diff. Boris Cherny's core rule for avoiding confident-but-broken PRs.
- [[Question-Led Selling Arc]] — Synthesis of SPIN / Sandler / NEPQ / Oren Klaff / Chris Do into a four-step ask-don't-pitch arc (problem → change → cost → worth) plus a button-driven profiling block. Cross-project pattern for solution-selling sites' stage-2 discovery flow.
- [[Frontier Model Extraction Strategy]] — Frontier judgment required to *create*, ordinary intelligence sufficient to *use*. The irreversibility filter test: "Can a cheaper model redo this tomorrow?" Basis for the Learning Law in root CLAUDE.md.

## Reference
- [[Local Coding Model Benchmarks]] — 🔁 auto-maintained leaderboard for local (LM Studio/MLX) and cloud coding models on the `evals/local-code` gate, synced from `projects/` on every benchmark run. Includes a vetted list of where to source new local-model candidates (Aider Polyglot, LiveBench, model-discover.sh, aidatatools/ollama-benchmark) and a list of low-trust SEO leaderboards to avoid.
- [[Coding Agent Behavior Guide]] — INTJ-A derived instructions for coding agents working with James. Communication style, autonomy rules, pushback expectations, blindspot compensations.
- [[Ingestion Pipeline Patterns]] — 6 cost/quality optimization patterns for the wiki ingest pipeline: QFS, chapter chunking, map-reduce, tiered models, prompt caching, RAPTOR. Includes Phase 1–3 implementation order.
- [[Instagram Reel Transcription Pipeline]] — agent-browser + OpenAI Whisper pipeline for overnight reel-to-transcript processing. ~$0.003–$0.008/reel.
- [[Shared Vault Mount Guide]] — Step-by-step for mounting a shared host directory into multiple NanoClaw agent containers. `additionalMounts` config, allowlist setup, restart flow.
- [[Ryan Carson Tool Usage Notes]] — Detailed "how he actually uses it" notes for each tool from the May 24 episode (OpenClaw, Devin, Codex, Claude Code, Sentry, Tailscale, ClawChief).

## People
- [[James Lopez]] — Owner of this wiki. INTJ-A, mobile engineer (LinkedIn iOS), Austin TX. Full personality profile and background.
- [[Ramón Lopez]] — James's brother. Sr. Director Digital Manufacturing Architecture at Jabil. 25+ yrs medical device quality (FDA/ISO 13485). Domain expert persona for qip-qien.
- [[Ryan Carson]] — 5x founder, building Untangle solo with AI agents.
- [[Peter Yang]] — Host of Behind the Craft podcast.
- [[Dan Shipper]] — Co-founder of Every. Author of "After Automation."
- [[Andrej Karpathy]] — AI researcher and educator. High-signal source on frontier model capability and workflow ergonomics.
- [[Simon Willison]] — Developer and LLM tooling analyst. High-signal source on evals, sandboxing, cost accounting, and practical AI tools.
- [[Nathaniel Whittemore]] — Host of The AI Daily Brief.
- [[Ravi Mehta]] — AI instructor, ex-CPO Tinder. Created 3-layer context engineering system.
- [[Boris Cherny]] — Head of Claude Code at Anthropic.
- [[Alex Kantrowitz]] — Host of Big Technology Podcast.
- [[Gael Breton]] — Co-founder, Authority Hacker. Small biz AI automation practitioner.
- [[Mark Webster]] — Co-founder, Authority Hacker.
- [[Nufar Gaspar]] — Co-host, The AI Daily Brief.
- [[Delba de Oliveira]] — MTS Claude Code engineer at Anthropic. Created "Claude Code Patterns: Feedback loops" video — Cherny's cited breakdown of self-verification.
- [[Josh Pigford]] — Solo founder building 5 apps with AI agents. Creator of /but-for-real, /adversarial-code-review, /build, /learnings skills.
- [[Max Junestrand]] — Founder/CEO of Legora. Building AI-native OS for legal teams on Claude.

## Sources
- [[AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now]] — May 25, 2026. Framework for 4 agent roles leaders should implement.
- [[Instagram - hegetfunds - Claude Code Team of Developers]] — May 6, 2026. Using plugins/skills to assign specialist developer roles in Claude Code.
- [[Authority Hacker - Claude Code Setup Roast]] — May 21, 2026. 5-month setup audit: CLAUDE.md, folder structure, drift problem.
- [[Big Technology Podcast - Boris Cherny Claude Code]] — May 20, 2026. Claude Code growth, tokenmaxxing, agents beyond coding.
- [[Behind the Craft - Ryan Carson Episode]] — May 24, 2026. Tools for running a solo startup with AI agents.
- [[Behind the Craft - Ravi Mehta Context Engineering]] — May 3, 2026. 3-layer context engineering system with live demo.
- [[AI Daily Brief - Why Agents Still Need Humans]] — May 24, 2026. Covers Dan Shipper's After Automation essay.
- [[Dan Shipper - After Automation Essay]] — May 21, 2026. Why AI creates more expert human work, not less.
- [[Cheeky Pint - Dario Amodei Interview]] — Aug 6, 2025 (ingested May 30, 2026). Dario Amodei on Anthropic's business model, market structure, AGI-pilled products, the AI UI problem, regulation, and how he uses AI.
- [[Behind the Craft - Josh Pigford AI Skills Stack]] — May 31, 2026. Solo founder's exact AI skills: /build, /adversarial-code-review, /but-for-real (self-audit), /learnings. Transcript pending.
- [[CWC - Problem Solvers Max Junestrand Legora]] — June 2, 2026. Legora's bet on Claude as AI-native legal OS. "Raises the tide" model thesis.
- [[Authority Hacker - Claude Opus 4.8 Review]] — May 29, 2026. What changed: 4.7 regression fixed, more honest, 4x fewer logic errors in code. Full transcript pending.
- [[Claude Blog - Dynamic Workflows in Claude Code]] — June 2, 2026. Claude writes its own JS harness on the fly (`ultracode`). 6 patterns: classify-and-act, fan-out-and-synthesize, adversarial verification, generate-and-filter, tournament, loop-until-done.
- [[Claude Blog - Introducing Dynamic Workflows]] — May 28, 2026. Announcement post: availability, plan tiers, Bun Zig→Rust case study (750K lines, 11 days, 99.8% tests passing).
- [[Claude Blog - Managed Agents Self-Hosted Sandboxes]] — May 19, 2026. Sandbox providers: Cloudflare, Daytona, Modal, Vercel. MCP Tunnels for private-network MCP servers.
- [[Claude Blog - Founders Playbook]] — May 14, 2026. 4 AI-remapped startup stages + Chat/Cowork/Claude Code tool selection matrix. PDF download available.
- [[Claude Blog - Running an AI-Native Engineering Org]] — June 3, 2026. Fiona Fung on JIT planning, killing obsolete processes, metrics, and blurred roles.
- [[Claude Blog - Lessons from Building Claude Code How We Use Skills]] — June 3, 2026. Thariq Shihipar: 9 skill categories, best practices, distribution models, measurement via PreToolUse hooks.
- [[Claude Blog - Claude Cowork Product Guide]] — June 5, 2026. Official product guide: 7 workflow templates, permissions model, plugin usage, 3-tool selection matrix. eBook available.
- [[X AI Signal Sweep - 2026-06-09]] — Seed sweep for the regular X source. Captures Karpathy, Simon Willison, Dan Shipper, Ethan Mollick, and Claude Fable 5 / Mythos field reports.
- [[Claude Blog - Best Practices for Claude Cowork]] — June 3, 2026. Chat vs Cowork vs Claude Code matrix. 5 ingredients of a Cowork task. Context > prompt quality.
- [[Claude Blog - Self-Service Data Analytics with Claude]] — June 3, 2026. 3 failure modes + 4-layer architecture for agentic analytics. 95% query automation at 95% accuracy.
- [[0xchromium - Claude Workflows That Run Without You]] — June 4, 2026. 4-part workflow anatomy (Role/Tools/Trigger/Output), 12 workflow templates by role, 5-step build process, copy-paste morning briefing prompt.
- [[Andrej Karpathy - How I Use LLMs]] — Feb 27, 2025. 2h11m practical guide: zip-file mental model, LLM council approach, model selection matrix, tool integration hierarchy. Full chapter list.
- [[Claude Blog - Claude for Foundation Models]] — June 8, 2026. Swift package for hybrid Apple apps: on-device model + Claude handoff. iOS/macOS 27+, typed Swift inputs, streaming to SwiftUI.
- [[Claude Blog - Connector Observability]] — June 8, 2026. Performance dashboards (active users, tool calls, latency by tool) for published MCP connectors. In-app directory submission. Public beta.
- [[Reddit - Depureco MCP Case Study]] — June 2026. Depureco (Italian industrial vacuum manufacturer) connected product catalog to Claude via Remote MCP. Key insight: grounded AI becomes more humble and asks better questions — directly applicable to qip-qien and any regulated/safety-critical B2B tool.
- [[Mountain Movers - Boris Cherny Loop Definition]] — June 2026. Cherny's 3-stage engineer evolution + definition of a loop as a program that prompts, reads, evaluates, re-prompts. Hard stops, skills vs. plumbing distinction, cost reality (Uber $1,500/mo cap).
- [[Claude Blog - Building With Claude Managed Agents]] — June 10, 2026. Foundational engineering post: decoupled harness/sandbox architecture (p50 ~60% / p95 >90% latency reduction), Dreaming (scheduled memory refinement), Outcomes (agent self-grading), context anxiety history, three-phase evolution, when-to-use guidance.
- [[Claude Blog - Whats New in Claude Managed Agents]] — June 9, 2026. Two new public beta features: scheduled deployments (cron, no infra) and env vars in vaults (credential injection at network boundary). Customer examples: Rakuten, Notion, Browserbase, Milana.
- [[Alpha Batcher - Boris Cherny 5-Day Claude Code Setup]] — June 9, 2026. 5-day progressive setup ladder from Boris Cherny's loop philosophy. Includes embedded "Reflecting on a year of Claude Code" video (18 min) with Cherny & Cat Wu.
- [[Boris Cherny - Self-Verification Loops]] — June 9, 2026. Cherny's own statement: self-verification is the mechanism that enables longer autonomous runs. Cites ClaudeDevs video by Delba de Oliveira (839K views).
- [[DCBitMax - Bitcoin Power Law Out-of-Sample Test]] — June 10, 2026. Out-of-sample validation of Bitcoin Power Law using Claude Opus 4.8. Froze model at 2016 → 10-year mean residual −0.05σ. Same validation methodology applies to congressional-trading.
- [[AdiiX - Claude Trading Bot Architecture]] — June 9, 2026. 7.1M views. Claude Code writes trading logic; Claude Cowork sends 7am/9pm daily briefings. Multi-asset: SPX/NDX mean reversion (15m), crypto momentum (1h), commodities trend (4h). ATR sizing + correlation filter. No repo — marketing post. Architecture applicable to tradingbot25 and congressional-trading.
- [[Claude Blog - Field Guide to Claude Fable]] — July 6, 2026. Thariq Shihipar. 4-quadrant unknowns framework, 8 elicitation techniques (blind spot pass, interview mode, reference prompting, implementation plan, explainer, quiz). Core claim: with Fable, output quality is now bottlenecked by user clarity, not model capability.
- [[Claude Blog - Marketing Ops Cowork Automation]] — July 8, 2026. Anthropic's own marketing ops team. Dispatcher-specialist architecture, audit agent pattern, skill refinement loops. Concrete Cowork workflow patterns applicable to qip-qien and nanoclaw.
- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.

[[Wiki Ingest Log]]


Prompt: <system>Your response was not delivered — it was not wrapped in <message to="name">...</message> blocks. All output must be wrapped: use <message to="name"> for content to send, or <internal> for scratchpad. Your destinations: cli-local, cw-coder, ingest-into-wiki, slack-agenticlever-website, slack-infrastructure, slack-mg-17835, slack-mg-17835-2, slack-mg-17835-3, slack-mg-17835-4, slack-mg-17835-5, slack-mg-17835-6, slack-qip-qien, slack-roadsense, slack-stagehand, slack-tradingbot25, telegram-mg-17796, telegram-mg-17800. Please re-send your response with the correct wrapping.</system>


Ingest Claude blog post on marketing operations automation


<internal>
Now I have the Home.md content. I need to:

1. Add `[[Rulebook-Driven Migration Loop]]` to the Concepts & Reference Docs section (after line 90, before `## 📢 Sponsor-only mentions`)
2. Add two new source entries to the Sources section:
   - `[[Claude Blog - AI Code Migration]]` — July 16, 2026
   - `[[Claude Blog - Fable 5 in Claude Cowork]]` — July 16, 2026

The Sources section ends at line 181 (the Cognition entry). I'll add the new entries after that.

For the Concepts section, I need to add the Rulebook-Driven Migration Loop after the last entry (line 90 - [[Productization and Pricing Research Concierge Reel Workflow]]).

Let me also check the Ingest Log to see what format it uses.
</internal>


Edit

- [[Productization and Pricing Research Concierge Reel Workflow]] — Stagehand go-to-market memo: sell a concierge reel retainer first, keep Telegram as intake, run locally until 2-3 paying clients, and charge for reviewed outcomes rather than raw AI access.

- [[Productization and Pricing Research Concierge Reel Workflow]] — Stagehand go-to-market memo: sell a concierge reel retainer first, keep Telegram as intake, run locally until 2-3 paying clients, and charge for reviewed outcomes rather than raw AI access.
- [[Rulebook-Driven Migration Loop]] — Fix the translation rulebook → regenerate the affected batch, not individual files. Loop: Rulebook → Batch Generator → Output Files → Compiler/Tests → Error Feedback → Fix rule. Includes work-queue via file existence (resumable), build daemons, advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses.


The file /workspace/extra/second-brain/wiki/Home.md has been updated successfully. (file state is current in your context — no need to Read it back)

- [[Productization and Pricing Research Concierge Reel Workflow]] — Stagehand go-to-market memo: sell a concierge reel retainer first, keep Telegram as intake, run locally until 2-3 paying clients, and charge for reviewed outcomes rather than raw AI access.
- [[Rulebook-Driven Migration Loop]] — Fix the translation rulebook → regenerate the affected batch, not individual files. Loop: Rulebook → Batch Generator → Output Files → Compiler/Tests → Error Feedback → Fix rule. Includes work-queue via file existence (resumable), build daemons, advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses.

- [[Cross-Agent Session State]] — A gitignored `.agent-state/session.md` Markdown handoff lets Claude Code, Codex, Antigravity, Grok, and local agents resume interrupted work from shared evidence-based state.

- [[Eval-Routed Local-First Code Delegation]] — Use a standing eval's machine-readable routing block to pick the cheap local default, per-task exceptions, and cloud-only task classes instead of guessing model choice.

+- [[Rulebook-Driven Migration Loop]] — Fix the translation rulebook → regenerate the affected batch, not individual files. Loop: Rulebook → Batch Generator → Output Files → Compiler/Tests → Error Feedback → Fix rule. Includes work-queue via file existence (resumable), build daemons, advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses.

*Paid placements — not guest endorsements. Pages exist for reference.*


- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.

[[Wiki Ingest Log]]

- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.
- [[Claude Blog - AI Code Migration]] — July 16, 2026. Large-scale code migration in days using multi-agent loops. Core insight: "You don't fix the code. You fix the process (loop) that produced the code." Six-step process, real proof: Bun 1M-line Zig→Rust (2 weeks), Python→TS 165k lines (weekend).
- [[Claude Blog - Fable 5 in Claude Cowork]] — July 16, 2026. Josefina Albert (Anthropic Education). New Fable 5 Cowork features: adjustable effort settings, transparent planning panel, multi-day context retention. Delegation model: define done, hand off, review outputs.

[[Wiki Ingest Log]]


- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.

[[Wiki Ingest Log]]

- [[Claude Blog - Cognition Claude Fable 5]] — July 10, 2026. Silas Alberti (Cognition SVP of Research). Production validation: 8h overnight autonomous runs, 3× improvement on Frontier Code hardest subset (30% vs 10% prior Opus), honest uncertainty, tool use under noise.
- [[Claude Blog - AI Code Migration]] — July 16, 2026. Large-scale code migration in days using multi-agent loops. Core insight: "You don't fix the code. You fix the process (loop) that produced the code." Six-step process, real proof: Bun 1M-line Zig→Rust (2 weeks), Python→TS 165k lines (weekend).
- [[Claude Blog - Fable 5 in Claude Cowork]] — July 16, 2026. Josefina Albert (Anthropic Education). New Fable 5 Cowork features: adjustable effort settings, transparent planning panel, multi-day context retention. Delegation model: define done, hand off, review outputs.

[[Wiki Ingest Log]]

- [[Claude Blog - Field Guide to Claude Fable]] — July 6, 2026. Thariq Shihipar. 4-quadrant unknowns framework, 8 elicitation techniques (blind spot pass, interview mode, reference prompting, implementation plan, explainer, quiz). Core claim: with Fable, output quality is now bottlenecked by user clarity, not model capability.

- [[Claude Blog - Marketing Ops Cowork Automation]] — July 8, 2026. Anthropic's own marketing ops team. Dispatcher-specialist architecture, audit agent pattern, skill refinement loops. Concrete Cowork workflow patterns applicable to qip-qien and nanoclaw.

+- [[Claude Blog - AI Code Migration]] — July 16, 2026. Large-scale code migration in days using multi-agent loops. Core insight: "You don't fix the code. You fix the process (loop) that produced the code." Six-step process, real proof: Bun 1M-line Zig→Rust (2 weeks), Python→TS 165k lines (weekend).

+- [[Claude Blog - Fable 5 in Claude Cowork]] — July 16, 2026. Josefina Albert (Anthropic Education). New Fable 5 Cowork features: adjustable effort settings, transparent planning panel, multi-day context retention. Delegation model: define done, hand off, review outputs.


Now update the Wiki Ingest Log:


1	# Ingest Log
2
3	Chronological record of everything added to this wiki.
4
5	---
6
7	## 2026-07-15 (local coding delegation — model-discovery sources)
8
9	- **[[Local Coding Model Benchmarks]]** (new reference page) — auto-maintained mirror of `projects/evals/local-code/results/leaderboard.md`, kept in sync by a new `sync-secondbrain.py` hooked into `run_eval.sh`. Researched James's proposed discovery site (`llm.aidatatools.com/results-macos.php`, backing repo `aidatatools/ollama-benchmark`): confirmed real and actively crowdsourced, but it measures raw Ollama tokens/sec throughput, not coding quality — useful only as a hardware-fit check, not for picking which model to try. Identified better quality-focused sources: Aider Polyglot leaderboard and LiveBench.ai/LiveCodeBench (real, maintained, include open-weight models) vs. a cluster of near-identical SEO content-mill sites (whatllm.org, benchlm.ai, techsy.io, vertu.com, promptquorum.com, insiderllm.com, hybrid-llm.com, llmcheck.net, gaincafe.com, pinggy.io, apxml.com, localaimaster.com) that should not be trusted for routing decisions. Updated the `bench-local-model` skill to reference the pre-filter and the sync step. Updated: Home index.
10
11	## 2026-07-16 (Anthropic GitHub sweep #32)
12
13	- 30 repos in coordinated CI sweep; `newSkillCommits: []`. One new name: `cwc-long-running-agents` — already fully documented as [[Long-Running Agent Primitives]] (page was built from this repo). `anthropic-sdk-typescript` skipped — base TypeScript SDK, lower-level than [[Claude Agent SDK TypeScript]] which James's projects actually use. Verticals (financial-services, healthcare, claude-for-legal, life-sciences), interpretability (jacobian-lens), CI mirror (claude-code-base-action) skipped per policy. No new pages needed.
14
15	## 2026-07-15 (Claude blog check)
16
17	- **"Working at the frontier — why Base44 trusts Claude Fable 5..."** — skipped. Customer case study for a no-code platform. Capabilities described (fewer turns, autonomous investigation of related code, execution→validation shift) are general Fable 5 behaviors, not new techniques. No wiki pages needed.
18
19	## 2026-07-15 (Twitter — Fable Method Plugin)
20
21	- **[[Fable Method Plugin]]** (new tool page) — Community Claude Code plugin by @angeldot_ (Sahir619/fable-method) that reverse-engineers Fable 5's problem-solving methodology. Three skills: `fable-method` (structured loop + failure thresholds), `fable-loop` (execution with adversarial verification), `fable-judge` (independent re-execution of all "done" claims). 159 runs: Haiku 0/4→4/4 on test-conflict detection; Sonnet matched Fable 5 10/10 on research. Key insight: "adds discipline, not knowledge" — value only in traps (false completion, bad tests, unsupervised weak models). Applicable to qip-qien triage verification, congressional-trading alert loop, and portfolio-autopilot cycle sign-off.
22
23	## 2026-07-15 (Stagehand productization)
24
25	- **[[Productization and Pricing Research Concierge Reel Workflow]]** (new concept/internal memo) — Research-backed productization recommendation for Stagehand's real-estate/recommendation reel workflow. Advises a concierge retainer paywall instead of SaaS access, starting Richard at roughly $750/month for 4 reels plus overages, with Telegram as intake and the Mac Studio as the local render worker until demand proves hosted infrastructure is worth it.
26
27	## 2026-07-14 (Anthropic GitHub sweep #31)
28
29	- **[[K-12 Teacher Skills]]** (new tool page) — Official Anthropic skills repo co-developed with Learning Commons. Two skills: `k12-lesson-planning` (standards-aligned lesson plans) and `k12-lesson-differentiation` (tiered versions by proficiency level). Notable for bundling eval rubrics in `evals/` alongside the skills — a clean reference pattern for skills + evals co-located. Taps Learning Commons Knowledge Graph connector for U.S. standards access.
30	- 29 other repos: all already documented in sweeps #27–#30. `hh-rlhf` (2019 RLHF dataset) skipped — not actionable. `newSkillCommits: []`.

# Ingest Log

Chronological record of everything added to this wiki.

---

## 2026-07-15 (local coding delegation — model-discovery sources)

- **[[Local Coding Model Benchmarks]]** (new reference page) — auto-maintained mirror of `projects/evals/local-code/results/leaderboard.md`, kept in sync by a new `sync-secondbrain.py` hooked into `run_eval.sh`. Researched James's proposed discovery site (`llm.aidatatools.com/results-macos.php`, backing repo `aidatatools/ollama-benchmark`): confirmed real and actively crowdsourced, but it measures raw Ollama tokens/sec throughput, not coding quality — useful only as a hardware-fit check, not for picking which model to try. Identified better quality-focused sources: Aider Polyglot leaderboard and LiveBench.ai/LiveCodeBench (real, maintained, include open-weight models) vs. a cluster of near-identical SEO content-mill sites (whatllm.org, benchlm.ai, techsy.io, vertu.com, promptquorum.com, insiderllm.com, hybrid-llm.com, llmcheck.net, gaincafe.com, pinggy.io, apxml.com, localaimaster.com) that should not be trusted for routing decisions. Updated the `bench-local-model` skill to reference the pre-filter and the sync step. Updated: Home index.

## 2026-07-16 (Anthropic GitHub sweep #32)

- 30 repos in coordinated CI sweep; `newSkillCommits: []`. One new name: `cwc-long-running-agents` — already fully documented as [[Long-Running Agent Primitives]] (page was built from this repo). `anthropic-sdk-typescript` skipped — base TypeScript SDK, lower-level than [[Claude Agent SDK TypeScript]] which James's projects actually use. Verticals (financial-services, healthcare, claude-for-legal, life-sciences), interpretability (jacobian-lens), CI mirror (claude-code-base-action) skipped per policy. No new pages needed.

## 2026-07-15 (Claude blog check)

- **"Working at the frontier — why Base44 trusts Claude Fable 5..."** — skipped. Customer case study for a no-code platform. Capabilities described (fewer turns, autonomous investigation of related code, execution→validation shift) are general Fable 5 behaviors, not new techniques. No wiki pages needed.

## 2026-07-15 (Twitter — Fable Method Plugin)

- **[[Fable Method Plugin]]** (new tool page) — Community Claude Code plugin by @angeldot_ (Sahir619/fable-method) that reverse-engineers Fable 5's problem-solving methodology. Three skills: `fable-method` (structured loop + failure thresholds), `fable-loop` (execution with adversarial verification), `fable-judge` (independent re-execution of all "done" claims). 159 runs: Haiku 0/4→4/4 on test-conflict detection; Sonnet matched Fable 5 10/10 on research. Key insight: "adds discipline, not knowledge" — value only in traps (false completion, bad tests, unsupervised weak models). Applicable to qip-qien triage verification, congressional-trading alert loop, and portfolio-autopilot cycle sign-off.

## 2026-07-15 (Stagehand productization)

- **[[Productization and Pricing Research Concierge Reel Workflow]]** (new concept/internal memo) — Research-backed productization recommendation for Stagehand's real-estate/recommendation reel workflow. Advises a concierge retainer paywall instead of SaaS access, starting Richard at roughly $750/month for 4 reels plus overages, with Telegram as intake and the Mac Studio as the local render worker until demand proves hosted infrastructure is worth it.

## 2026-07-14 (Anthropic GitHub sweep #31)

- **[[K-12 Teacher Skills]]** (new tool page) — Official Anthropic skills repo co-developed with Learning Commons. Two skills: `k12-lesson-planning` (standards-aligned lesson plans) and `k12-lesson-differentiation` (tiered versions by proficiency level). Notable for bundling eval rubrics in `evals/` alongside the skills — a clean reference pattern for skills + evals co-located. Taps Learning Commons Knowledge Graph connector for U.S. standards access.
- 29 other repos: all already documented in sweeps #27–#30. `hh-rlhf` (2019 RLHF dataset) skipped — not actionable. `newSkillCommits: []`.


## 2026-07-16 (Anthropic GitHub sweep #32)

## 2026-07-16 (Claude blog check)

- **[[Claude Blog - AI Code Migration]]** (new source page) + **[[Rulebook-Driven Migration Loop]]** (new concept page) — High-signal engineering post on accelerating large-scale code migrations with multi-agent loops. Core claim: "You don't fix the code. You fix the process (loop) that produced the code." Real proof: Bun 1M-line Zig→Rust in 2 weeks (100% test suite), Python→TS 165k lines over a weekend. Six-step process; key primitives: rulebook-driven fixes (amend rule → regenerate batch), mechanical work queues (resumable via file existence), build daemons (serialize compiles, feed errors to fixer agents), advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses for behavior validation when test suite isn't portable, adversarial cross-model review. Applicable to any repetitive large-scale code transformation in James's projects.
- **[[Claude Blog - Fable 5 in Claude Cowork]]** (new source page) — Tutorial by Josefina Albert (Anthropic Education). New Fable 5-specific Cowork features: adjustable effort settings (planning depth/verification frequency), transparent planning panel (catch errors before execution), multi-day context retention. Low direct relevance to James (Cowork-focused; James uses Claude Code primarily). Worth watching: effort settings concept as a cost-optimization lever if it lands in Claude Code. "Define done before delegating" reinforces Default-FAIL contract.

## 2026-07-16 (Anthropic GitHub sweep #32)


The file /workspace/extra/second-brain/wiki/Wiki Ingest Log.md has been updated successfully. (file state is current in your context — no need to Read it back)

## 2026-07-16 (Claude blog check)

- **[[Claude Blog - AI Code Migration]]** (new source page) + **[[Rulebook-Driven Migration Loop]]** (new concept page) — High-signal engineering post on accelerating large-scale code migrations with multi-agent loops. Core claim: "You don't fix the code. You fix the process (loop) that produced the code." Real proof: Bun 1M-line Zig→Rust in 2 weeks (100% test suite), Python→TS 165k lines over a weekend. Six-step process; key primitives: rulebook-driven fixes (amend rule → regenerate batch), mechanical work queues (resumable via file existence), build daemons (serialize compiles, feed errors to fixer agents), advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses for behavior validation when test suite isn't portable, adversarial cross-model review. Applicable to any repetitive large-scale code transformation in James's projects.
- **[[Claude Blog - Fable 5 in Claude Cowork]]** (new source page) — Tutorial by Josefina Albert (Anthropic Education). New Fable 5-specific Cowork features: adjustable effort settings (planning depth/verification frequency), transparent planning panel (catch errors before execution), multi-day context retention. Low direct relevance to James (Cowork-focused; James uses Claude Code primarily). Worth watching: effort settings concept as a cost-optimization lever if it lands in Claude Code. "Define done before delegating" reinforces Default-FAIL contract.

## 2026-07-16 (Anthropic GitHub sweep #32)

- **[[Local Coding Model Benchmarks]]** (new reference page) — auto-maintained mirror of `projects/evals/local-code/results/leaderboard.md`, kept in sync by a new `sync-secondbrain.py` hooked into `run_eval.sh`. Researched James's proposed discovery site (`llm.aidatatools.com/results-macos.php`, backing repo `aidatatools/ollama-benchmark`): confirmed real and actively crowdsourced, but it measures raw Ollama tokens/sec throughput, not coding quality — useful only as a hardware-fit check, not for picking which model to try. Identified better quality-focused sources: Aider Polyglot leaderboard and LiveBench.ai/LiveCodeBench (real, maintained, include open-weight models) vs. a cluster of near-identical SEO content-mill sites (whatllm.org, benchlm.ai, techsy.io, vertu.com, promptquorum.com, insiderllm.com, hybrid-llm.com, llmcheck.net, gaincafe.com, pinggy.io, apxml.com, localaimaster.com) that should not be trusted for routing decisions. Updated the `bench-local-model` skill to reference the pre-filter and the sync step. Updated: Home index.

+- **[[Claude Blog - AI Code Migration]]** (new source page) + **[[Rulebook-Driven Migration Loop]]** (new concept page) — High-signal engineering post on accelerating large-scale code migrations with multi-agent loops. Core claim: "You don't fix the code. You fix the process (loop) that produced the code." Real proof: Bun 1M-line Zig→Rust in 2 weeks (100% test suite), Python→TS 165k lines over a weekend. Six-step process; key primitives: rulebook-driven fixes (amend rule → regenerate batch), mechanical work queues (resumable via file existence), build daemons (serialize compiles, feed errors to fixer agents), advisory model split (Fable 5 judgment + Opus workhorse), parity harnesses for behavior validation when test suite isn't portable, adversarial cross-model review. Applicable to any repetitive large-scale code transformation in James's projects.

+- **[[Claude Blog - Fable 5 in Claude Cowork]]** (new source page) — Tutorial by Josefina Albert (Anthropic Education). New Fable 5-specific Cowork features: adjustable effort settings (planning depth/verification frequency), transparent planning panel (catch errors before execution), multi-day context retention. Low direct relevance to James (Cowork-focused; James uses Claude Code primarily). Worth watching: effort settings concept as a cost-optimization lever if it lands in Claude Code. "Define done before delegating" reinforces Default-FAIL contract.

- 30 repos in coordinated CI sweep; `newSkillCommits: []`. One new name: `cwc-long-running-agents` — already fully documented as [[Long-Running Agent Primitives]] (page was built from this repo). `anthropic-sdk-typescript` skipped — base TypeScript SDK, lower-level than [[Claude Agent SDK TypeScript]] which James's projects actually use. Verticals (financial-services, healthcare, claude-for-legal, life-sciences), interpretability (jacobian-lens), CI mirror (claude-code-base-action) skipped per policy. No new pages needed.


<message to="telegram-mg-17796">
Jul 16 Claude blog check — two posts ingested:

**[[Claude Blog - AI Code Migration]]** ← high signal
New page + new concept page: [[Rulebook-Driven Migration Loop]]
Core thesis: "You don't fix the code. You fix the process (loop) that produced the code."
Real proof: Bun Zig→Rust 1M lines (2 weeks, 100% tests), Python→TS 165k lines (weekend)
Key primitives:
- Rulebook-driven fixes — amend translation rule → regenerate entire affected batch (not individual files)
- Resumable work queues — file-existence check tells the batch what's left; restart anytime
- Build daemons — serialize compiles, pipe compiler errors back to fixer agents as structured input
- Advisory model split — Fable 5 for judgment calls, Opus 4.8 for mechanical translation (cost-efficient)
- Parity harnesses — behavior validation when legacy test suite isn't portable to the new language
- Adversarial review — cross-model verification so the primary agent doesn't greenlight its own work

Applicability: the "fix the rulebook, regenerate the batch" pattern applies to any large repetitive code transformation — API version upgrades, naming convention sweeps, framework swaps — not just language migrations. Relevant if qip-qien's TypeScript codebase ever needs a major refactor, or congressional-trading moves languages.

**[[Claude Blog - Fable 5 in Claude Cowork]]** ← lower signal for you
Three Fable 5 Cowork additions: effort settings, transparent planning panel, multi-day context retention. Since you primarily use Claude Code not Cowork, limited immediate relevance — but effort settings are worth watching if they land in Claude Code as a cost-optimization lever.

Wiki links:
[Claude Blog - AI Code Migration](https://jamess-mac-studio.tail02a1a0.ts.net/second-brain/#Claude%20Blog%20-%20AI%20Code%20Migration)
[Rulebook-Driven Migration Loop](https://jamess-mac-studio.tail02a1a0.ts.net/second-brain/#Rulebook-Driven%20Migration%20Loop)
[Claude Blog - Fable 5 in Claude Cowork](https://jamess-mac-studio.tail02a1a0.ts.net/second-brain/#Claude%20Blog%20-%20Fable%205%20in%20Claude%20Cowork)
</message>


<context timezone="America/Chicago" />
<task from="telegram-mg-17796" time="Jul 16, 2026, 8:00 AM">Script output:
{
  "updatedRepos": [
    {
      "name": "anthropics/jacobian-lens",
      "updated": "2026-07-17T07:59:37Z",
      "desc": " Companion code for the global workspace interpretability paper",
      "url": "https://github.com/anthropics/jacobian-lens"
    },
    {
      "name": "anthropics/claude-for-legal",
      "updated": "2026-07-17T07:59:10Z",
      "desc": "A suite of plugins for legal workflows",
      "url": "https://github.com/anthropics/claude-for-legal"
    },
    {
      "name": "anthropics/claude-code",
      "updated": "2026-07-17T07:58:57Z",
      "desc": "Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.",
      "url": "https://github.com/anthropics/claude-code"
    },
    {
      "name": "anthropics/skills",
      "updated": "2026-07-17T07:58:46Z",
      "desc": "Public repository for Agent Skills",
      "url": "https://github.com/anthropics/skills"
    },
    {
      "name": "anthropics/knowledge-work-plugins",
      "updated": "2026-07-17T07:54:23Z",
      "desc": "Open source repository of plugins primarily intended for knowledge workers to use in Claude Cowork",
      "url": "https://github.com/anthropics/knowledge-work-plugins"
    },
    {
      "name": "anthropics/defending-code-reference-harness",
      "updated": "2026-07-17T07:43:09Z",
      "desc": "Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize",
      "url": "https://github.com/anthropics/defending-code-reference-harness"
    },
    {
      "name": "anthropics/claude-code-security-review",
      "updated": "2026-07-17T07:43:04Z",
      "desc": "An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.",
      "url": "https://github.com/anthropics/claude-code-security-review"
    },
    {
      "name": "anthropics/financial-services",
      "updated": "2026-07-17T07:43:02Z",
      "desc": null,
      "url": "https://github.com/anthropics/financial-services"
    },
    {
      "name": "anthropics/claude-plugins-official",
      "updated": "2026-07-17T07:41:57Z",
      "desc": "Official, Anthropic-managed directory of high quality Claude Code Plugins.",
      "url": "https://github.com/anthropics/claude-plugins-official"
    },
    {
      "name": "anthropics/k12-teacher-skills",
      "updated": "2026-07-17T07:35:13Z",
      "desc": "Skills and eval rubrics for K-12 teachers, co-developed with Learning Commons",
      "url": "https://github.com/anthropics/k12-teacher-skills"
    },
    {
      "name": "anthropics/claude-cookbooks",
      "updated": "2026-07-17T07:18:04Z",
      "desc": "A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.",
      "url": "https://github.com/anthropics/claude-cookbooks"
    },
    {
      "name": "anthropics/code-migration-kit-with-claude-code",
      "updated": "2026-07-17T07:08:40Z",
      "desc": "Prompts, templates, and scripts for running large-scale language migrations with Claude Code",
      "url": "https://github.com/anthropics/code-migration-kit-with-claude-code"
    },
    {
      "name": "anthropics/claude-agent-sdk-demos",
      "updated": "2026-07-17T07:07:24Z",
      "desc": "Claude Code SDK Demos",
      "url": "https://github.com/anthropics/claude-agent-sdk-demos"
    },
    {
      "name": "anthropics/cwc-workshops",
      "updated": "2026-07-17T06:42:00Z",
      "desc": null,
      "url": "https://github.com/anthropics/cwc-workshops"
    },
    {
      "name": "anthropics/claude-quickstarts",
      "updated": "2026-07-17T06:34:11Z",
      "desc": "A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API",
      "url": "https://github.com/anthropics/claude-quickstarts"
    },
    {
      "name": "anthropics/cwc-long-running-agents",
      "updated": "2026-07-17T06:28:44Z",
      "desc": null,
      "url": "https://github.com/anthropics/cwc-long-running-agents"
    },
    {
      "name": "anthropics/life-sciences",
      "updated": "2026-07-17T06:24:33Z",
      "desc": "Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch. This will continue to host the marketplace.json long-term, but not the actual MCP servers.",
      "url": "https://github.com/anthropics/life-sciences"
    },
    {
      "name": "anthropics/claude-agent-sdk-python",
      "updated": "2026-07-17T06:22:03Z",
      "desc": null,
      "url": "https://github.com/anthropics/claude-agent-sdk-python"
    },
    {
      "name": "anthropics/prompt-eng-interactive-tutorial",
      "updated": "2026-07-17T06:20:30Z",
      "desc": "Anthropic's Interactive Prompt Engineering Tutorial",
      "url": "https://github.com/anthropics/prompt-eng-interactive-tutorial"
    },
    {
      "name": "anthropics/claude-desktop-buddy",
      "updated": "2026-07-17T05:38:07Z",
      "desc": "Reference and an example for the Bluetooth API for makers in Claude Cowork & Claude Code Desktop",
      "url": "https://github.com/anthropics/claude-desktop-buddy"
    },
    {
      "name": "anthropics/sleeper-agents-paper",
      "updated": "2026-07-17T05:37:09Z",
      "desc": "Contains random samples referenced in the paper \"Sleeper Agents: Training Robustly Deceptive LLMs that Persist Through Safety Training\".",
      "url": "https://github.com/anthropics/sleeper-agents-paper"
    },
    {
      "name": "anthropics/buffa",
      "updated": "2026-07-17T04:59:12Z",
      "desc": "Rust implementation of protobuf with editions support, JSON serialization, and zero-copy views",
      "url": "https://github.com/anthropics/buffa"
    },
    {
      "name": "anthropics/claudes-c-compiler",
      "updated": "2026-07-17T04:44:54Z",
      "desc": "Claude Opus 4.6 wrote a dependency-free C compiler in Rust, with backends targeting x86 (64- and 32-bit), ARM, and RISC-V, capable of compiling a booting Linux kernel.",
      "url": "https://github.com/anthropics/claudes-c-compiler"
    },
    {
      "name": "anthropics/claude-code-base-action",
      "updated": "2026-07-17T04:37:33Z",
      "desc": "This repo is a mirror of the contents of base-action in https://github.com/anthropics/claude-code-action.",
      "url": "https://github.com/anthropics/claude-code-base-action"
    },
    {
      "name": "anthropics/claude-ai-mcp",
      "updated": "2026-07-17T04:34:28Z",
      "desc": "Report issues related to MCP integration with Claude here.",
      "url": "https://github.com/anthropics/claude-ai-mcp"
    },
    {
      "name": "anthropics/courses",
      "updated": "2026-07-17T04:31:16Z",
      "desc": "Anthropic's educational courses",
      "url": "https://github.com/anthropics/courses"
    },
    {
      "name": "anthropics/html-effectiveness",
      "updated": "2026-07-17T04:25:11Z",
      "desc": "HTML effectiveness examples",
      "url": "https://github.com/anthropics/html-effectiveness"
    },
    {
      "name": "anthropics/claude-plugins-community",
      "updated": "2026-07-17T03:41:50Z",
      "desc": "Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission.",
      "url": "https://github.com/anthropics/claude-plugins-community"
    },
    {
      "name": "anthropics/launch-your-agent",
      "updated": "2026-07-17T03:04:34Z",
      "desc": "Claude Code skills that take a founder from idea to a live Claude Managed Agent: interview, scope a v0, launch in their own account, grade it, iterate, and schedule it",
      "url": "https://github.com/anthropics/launch-your-agent"
    },
    {
      "name": "anthropics/claude-code-monitoring-guide",
      "updated": "2026-07-17T01:52:05Z",
      "desc": null,
      "url": "https://github.com/anthropics/claude-code-monitoring-guide"
    }
  ],
  "newSkillCommits": [
    {
      "message": "Update docx, pptx, and xlsx skills (#1447)\n\nAdd support for template formats (.dotx, .potx, .xltx) across validation\nand the helper scripts.\n\nConsolidate the shared office helpers into a single module, replacing the\npack/unpack pipeline with explicit zip/unzip steps. Extraction now rejects\nsymlink and path-traversal archive entries. Move run merging to a\nstandalone docx script, since it only ever applied to Word documents.\n\nFix the redlining validator so it compares against the original even when\na document has no tracked changes, which is when an untracked edit would\notherwise go unreported.\n\nProvision a LibreOffice user profile per invocation so conversions work in\nsandboxed environments.\n\nTrim the skill docs to the guidance that earns its place.",
      "date": "2026-07-17T02:47:37Z",
      "url": "https://github.com/anthropics/skills/commit/fa0fa64bdc967915dc8399e803be67759e1e62b8"
    }
  ]
}

Instructions:
Check for new or updated Anthropic GitHub repos and ingest anything relevant into the second brain wiki at /workspace/extra/second-brain/.

The script has provided `data` with two fields:
- `updatedRepos`: repos in the anthropics org updated since last check
- `newSkillCommits`: new commits to anthropics/skills

For each item in updatedRepos and newSkillCommits:
1. Evaluate relevance — prioritize: skills, plugins, Claude Code updates, agent SDKs, new tools. Skip: internal tooling, Rust/infra libs (buffa, connect-rust), coursework unless it's about agents.
2. For relevant repos: fetch the README, extract what the tool/skill does, who it's for, and any notable features
3. Create or update wiki pages in /workspace/extra/second-brain/wiki/tools/ or a new wiki/repos/ folder as appropriate
4. Update wiki/index.md and wiki/log.md
5. Message James (telegram-mg-17796) with a concise summary of what was new and what was ingested. If nothing relevant, send a brief "checked GitHub, nothing new worth ingesting" message.</task>


1	# Wiki Index
2
3	A catalog of everything in this knowledge base. Updated by Nano on every ingest.
4
5	## Tools & Software
6	*Guest-endorsed or actively used — not sponsors.*
7	- [[Agent Browser]] — Vercel Labs Rust CLI for AI-driven browser automation. Credential vault, accessibility-tree refs, React introspection, HAR recording.
8	- [[Devin]] — AI coding agent by Cognition. 15-thread code factory model.
9	- [[OpenClaw]] — Open-source AI executive assistant / chief of staff.
10	- [[ClawChief]] — Ryan Carson's open-sourced OpenClaw chief-of-staff config.
11	- [[Claude Code]] — Anthropic's coding agent. Ryan Carson's preferred coding tool.
12	- [[Codex]] — OpenAI's coding agent / browser testing tool.
13	- [[Sentry]] — Error monitoring. Used with Devin for automated bug triage.
14	- [[Tailscale]] — WireGuard mesh network. Used for remote access to Mac Mini services from phone. Includes full recipe for exposing any local port via `tailscale serve` + launchd.
15	- [[Figma]] — Design/wireframing. Visual context layer in Ravi Mehta's system.
16	- [[AgentsView]] — Agent token/cost accounting tool. Useful when new frontier-model pricing appears before dashboards and pricing databases catch up.
17	- [[Teach Skill]] — `/teach` by Matt Pocock. ZPD-based personalized tutor with persistent learning records. Trigger-based (no idle context cost). Claude Code only. Install: `npx skills add mattpocock/skills --skill teach`.
18
19	## Anthropic Official Repos & Resources
20	*Official Anthropic repositories — tools, SDKs, plugins, and reference implementations.*
21	- [[Anthropic Skills Repo]] — Reference implementations of the Claude Agent Skills system. Template for building custom skills.
22	- [[Claude Plugins Official]] — Anthropic's curated plugin marketplace for Claude Code. Install via `/plugin install`.
23	- [[Ralph Loop Plugin]] — Stop-hook-based autonomous iteration loop. Feeds Claude the same prompt until it outputs a completion promise. For well-defined tasks with clear success criteria and automatic verification.
24	- [[Hookify Plugin]] — Create Claude Code hooks from natural language. `/hookify warn me when I use rm -rf` → working hook instantly. No hooks.json editing required.
25	- [[Knowledge Work Plugins]] — 18 open-source role-specific plugins (sales, legal, finance, design, engineering, HR, ops, etc.) built on Claude Agent SDK.
26	- [[Claude for Legal]] — Deep legal workflow plugin suite (transactional + litigation + learning). Integrates with Westlaw, CourtListener.
27	- [[Claude for Life Sciences]] — Research marketplace: PubMed, BioRender, Synapse, Consensus + RNA-seq/Nextflow skills.
28	- [[Claude for Healthcare]] — Healthcare marketplace: FHIR developer, prior-auth review, clinical trial protocols + CMS/NPI servers.
29	- [[Claude for Financial Services]] — 10 named agents (Pitch Agent, GL Reconciler, Market Researcher, KYC Screener, etc.) + 9 vertical skill bundles (IB, ER, PE, WM, fund admin). Deployable as Cowork plugins or Managed Agent templates.
30	- [[Managed Agents]] — Anthropic's hosted agent orchestration platform. Self-hosted sandbox option (tool execution on your infra via outbound-polling worker), mid-session tool/MCP updates, large MCP output auto-offload. Scheduled deployments (cron, no custom infra). Env vars in vaults (credentials injected at network boundary). Opus 4.8 tool-description guidance included.
31	- [[Claude Agent SDK Demos]] — 8 local demo apps showcasing Claude Agent SDK patterns (multi-agent, streaming, email, docs).
32	- [[Anthropic SDK Go]] — `go get anthropic-sdk-go@v1.56.0`. Go 1.24+. Type-safe Claude API client for Go: model constants, context support, standard Go idioms.
33	- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.
34	- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.
35	- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).
36	- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.
37	- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.
38	- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.
39	- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.
40	- [[Defending Code Reference Harness]] — Reference impl for autonomous vuln discovery + human-reviewed patching. gVisor-sandboxed agents. Not actively maintained; Claude Security is the hosted version.
41	- [[Scone Bench]] — 417-task benchmark for evaluating LLM agents on smart-contract vuln discovery/exploitation. Historical DeFi incidents, MCP-based, Docker-sandboxed. From Anthropic Red Team.
42	- [[Claudes C Compiler]] — Claude Opus 4.6 wrote a dependency-free C compiler in Rust from scratch. Compiles PostgreSQL, SQLite, Linux kernel, FFmpeg. Capability showcase, not production-validated.
43	- [[Anthropic Performance Take-Home]] — Open version of Anthropic's original performance engineering take-home. Optimize a VLIW SIMD kernel; Claude Opus 4.5 scored 1,363 cycles vs 147,734 baseline (108× improvement).
44	- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.
45	- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.
46	- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).
47	- [[Claude Code Setup Plugin]] — Official Anthropic plugin that scans your codebase and recommends tailored hooks, skills, MCP servers, subagents, and plugins. Read-only, 1-2 recs per category.
48	- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.
49	- [[GitHub MCP Server]] — GitHub's official MCP server.
50	- [[PineForge MCP]] — Hosted MCP server for real Pine Script v6 backtests. `claude mcp add --transport http pineforge https://mcp.pineforge.dev/mcp`. No key/signup. 245/246 TradingView parity, 100 backtests/week, 13mo Binance data. Docker route for unlimited/custom data. 60+ tools: repos, issues, PRs, code search, security scanning.
51	- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.
52	- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.
53	- [[Long-Running Agent Primitives]] — 3 core primitives (Default-FAIL, Fresh-context evaluator, Handoff) + 2 operator hooks (kill switch, STEER.md). From Anthropic's own patterns.
54	- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.
55	- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.
56	- [[Anthropic CWC Workshops]] — 8 Code-with-Claude workshop curricula: Managed Agents, memory primitives (Dreaming Service), eval-driven dev, multi-agent decomposition, Deal Desk reference impl.
57	- [[Agent SDK Workshop]] — Hands-on workshop for Claude Agent SDK: 4-stage guided demo (chat → tools → subagents → memory) + breakout scenarios. Python 3.10+, flip switches in config.py.
58	- [[Long-Horizon Coding Agent Demo]] — Archived AWS re:Invent 2025 demo. GitHub issue → agent builds full-stack app → CloudFront preview → human approval gate. Bedrock AgentCore + Claude Agent SDK.
59	- [[Claude Foundation Models Swift Package]] — Swift package for hybrid Apple-platform apps: on-device model for fast/private tasks, Claude for reasoning + web search. iOS 27+, SPM install. Announced June 2026.

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