<context timezone="America/Chicago" />
<task from="telegram-mg-17796" time="Jul 6, 2026, 5:01 PM">Script output:
{
  "newPosts": [
    {
      "slug": "a-field-guide-to-claude-fable-finding-your-unknowns",
      "url": "https://claude.com/blog/a-field-guide-to-claude-fable-finding-your-unknowns"
    }
  ]
}

Instructions:
New posts were detected on the Claude blog. The script output is in `data.newPosts` — an array of {slug, url} objects.

For each new post:
1. Evaluate relevance — prioritize: Claude Code features, agent SDKs, workflows, plugins, founder/engineering org content, security. Skip: customer case studies for specific industries (finance team, sales leader), compliance/partner announcements unless they introduce new capabilities.
2. For relevant posts: fetch the content using WebFetch and create a wiki source page in /workspace/extra/second-brain/wiki/sources/ following the naming pattern "Claude Blog - [Short Title].md". Also create a concept page in /workspace/extra/second-brain/wiki/concepts/ if the post introduces a significant new concept.
3. Update existing wiki tool pages if a post adds capabilities to an already-documented tool (e.g., Managed Agents updates).
4. Update /workspace/extra/second-brain/wiki/Home.md — add entries to the Sources section for new source pages and to Concepts for new concept pages.
5. Update /workspace/extra/second-brain/wiki/Wiki Ingest Log.md with a dated entry noting what was ingested.
6. Update CLAUDE.local.md if any new monitoring tasks or sources should be noted there.
7. Message James (telegram-mg-17796) with a concise bullet list of what was new and what was ingested. If nothing was relevant, send a brief note saying the blog was checked and nothing worth ingesting was found.</task>


- update-config: Use this skill to configure the Claude Code harness via settings.json. Automated behaviors ("from now on when X", "each time X", "whenever X", "before/after X") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions ("allow X", "add permission", "move permission to"), env vars ("set X=Y"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: "allow npm commands", "add bq permission to global settings", "move permission to user settings", "set DEBUG=true", "when claude stops show X". For simple settings like theme/model, suggest the /config command.
- keybindings-help: Use when the user wants to customize keyboard shortcuts, rebind keys, add chord bindings, or modify ~/.claude/keybindings.json. Examples: "rebind ctrl+s", "add a chord shortcut", "change the submit key", "customize keybindings".
- simplify: Review changed code for reuse, quality, and efficiency, then fix any issues found.
- fewer-permission-prompts: Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.
- loop: Run a prompt or slash command on a recurring interval (e.g. /loop 5m /foo, defaults to 10m) - When the user wants to set up a recurring task, poll for status, or run something repeatedly on an interval (e.g. "check the deploy every 5 minutes", "keep running /babysit-prs"). Do NOT invoke for one-off tasks.
- schedule: Create, update, list, or run scheduled remote agents (routines) that execute on a cron schedule. - When the user wants to schedule a recurring remote agent, set up automated tasks, create a cron job for Claude Code, or manage their scheduled agents/routines. Also use when the user wants a one-time scheduled run ("run this once at 3pm", "remind me to check X tomorrow").
- claude-api: Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements).
TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a Claude feature (caching, thinking, compaction, tool use, batch, files, citations, memory) or model (Opus/Sonnet/Haiku) in a file; questions about prompt caching / cache hit rate in an Anthropic SDK project.
SKIP: file imports `openai`/other-provider SDK, filename like `*-openai.py`/`*-generic.py`, provider-neutral code, general programming/ML.
- agent-browser: Browse the web for any task — research topics, read articles, interact with web apps, fill forms, take screenshots, extract data, and test web pages. Use whenever a browser would be useful, not just when the user explicitly asks.
- frontend-engineer: Pro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is built, tested, responsive, accessible, and visually verified in a real browser. Use alongside vercel-cli for production-quality deployments.
- whatsapp-formatting: Format messages for WhatsApp, including mentions that render as real WhatsApp tags. Use when responding in a WhatsApp conversation (platform_id / chatJid ends with @s.whatsapp.net or @g.us).
- vercel-cli: Deploy apps to Vercel. Use when asked to deploy, ship, or publish a web application, or manage Vercel projects, domains, and environment variables.
- slack-formatting: Format messages for Slack using mrkdwn syntax. Use when responding to Slack channels (folder starts with "slack_" or JID contains slack identifiers).
- welcome: Introduce yourself to a newly connected channel. Triggered automatically when a channel is first wired. Send a friendly greeting and brief overview of what you can do.
- self-customize: Customize your own agent — add capabilities, install packages, add MCP servers, edit code or CLAUDE.md. Use when the user asks you to add a feature, install a tool, or modify how you work. For non-trivial code changes, delegate to a builder agent via create_agent.
- onecli-gateway: OneCLI Gateway: transparent HTTPS proxy that injects stored credentials into outbound calls. You MUST use this skill when the user asks you to read emails, check calendar, access GitHub repos, create issues, check Stripe payments, or interact with ANY external service or API. Do NOT use browser extensions or OAuth CLI tools. Make HTTP requests directly; the gateway injects credentials automatically.
- init: Initialize a new CLAUDE.md file with codebase documentation
- review: Review a pull request
- security-review: Complete a security review of the pending changes on the current branch


Let me fetch the new blog post to evaluate its relevance and then process it accordingly.


ToolSearch

Question: select:WebFetch


Question: select:WebFetch


Now let me fetch the blog post to evaluate its relevance.


WebFetch

Prompt: Extract the full content of this blog post: title, date, author, main topics, key concepts, tools or products mentioned, and any concrete techniques or frameworks described. Be thorough — capture all substantive content.


# Blog Post Extract: "A Field Guide to Claude Fable: Finding Your Unknowns"

**Title:** A Field Guide to Claude Fable: Finding Your Unknowns

**Date:** July 6, 2026

**Author:** Thariq Shihipar, Member of Technical Staff, Anthropic

**Category:** Claude Code

**Main Topics:**
- Understanding and identifying "unknowns" when working with AI agents
- Practical strategies for improving agentic coding outcomes
- Iterative discovery process before, during, and after implementation

**Key Concepts:**

The author introduces a framework for categorizing unknowns:
- "Known Knowns" (explicit instructions provided)
- "Known Unknowns" (acknowledged gaps in understanding)
- "Unknown Knowns" (obvious information not explicitly stated)
- "Unknown Unknowns" (unconsidered possibilities)

The core insight: "Claude Fable is the first model where the quality of the work is bottlenecked by your ability to clarify its unknowns."

**Products/Tools Mentioned:**
- Claude Fable (primary model discussed)
- Claude Code
- Remotion (video editing tool)
- ffmpeg (video processing)
- Whisper (transcription technology)

**Techniques & Frameworks:**

*Pre-implementation:*
- Blind spot pass
- Brainstorms and prototypes
- Interviews with Claude
- Reference-based prompting
- Implementation plans

*During implementation:*
- Implementation notes documentation

*Post-implementation:*
- Pitch and explainer artifacts
- Quiz-based understanding verification

**Concrete Example:** The author details editing a Fable launch video end-to-end, demonstrating how discovering unknowns about transcription accuracy, video timing, and color grading required iterative collaboration with Claude.


This is a Claude Code post about Claude Fable (a new model) and agentic workflows. This is highly relevant — it's about:
1. Claude Code features
2. Agent workflows and prompting strategies
3. A new model (Claude Fable)

I should ingest this. Let me:
1. Create a wiki source page
2. Create a concept page for the "unknowns framework" / "field guide" methodology
3. Update Home.md and Wiki Ingest Log.md

First, let me look at existing wiki structure to follow patterns.


Relevant post — Claude Code category, Claude Fable model, agentic workflows framework. Let me check the wiki structure before writing.


No files found


Dario Amodei.md
README.md
SCHEMA.md
Untitled.canvas
config
index.html
raw
scripts
wiki
wiki-manifest.js


Bash

ls /workspace/extra/second-brain/wiki/ && ls /workspace/extra/second-brain/wiki/sources/ 2>/dev/null || echo "no sources dir" && ls /workspace/extra/second-brain/wiki/concepts/ 2>/dev/null || echo "no concepts dir"


Home.md
Wiki Ingest Log.md
concepts
people
reference
sources
tools
0xchromium - Claude Workflows That Run Without You.md
AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now.md
AI Daily Brief - Why Agents Still Need Humans.md
AdiiX - Claude Trading Bot Architecture.md
Alpha Batcher - Boris Cherny 5-Day Claude Code Setup.md
Andrej Karpathy - How I Use LLMs.md
Authority Hacker - Claude Code Setup Roast.md
Authority Hacker - Claude Opus 4.8 Review.md
Behind the Craft - Josh Pigford AI Skills Stack.md
Behind the Craft - Ravi Mehta Context Engineering.md
Behind the Craft - Ryan Carson Episode.md
Big Technology Podcast - Boris Cherny Claude Code.md
Boris Cherny - Self-Verification Loops.md
CWC - Problem Solvers Max Junestrand Legora.md
Cheeky Pint - Dario Amodei Interview.md
Claude Blog - Best Practices for Claude Cowork.md
Claude Blog - Building With Claude Managed Agents.md
Claude Blog - Claude Cowork Product Guide.md
Claude Blog - Claude for Foundation Models.md
Claude Blog - Connector Observability.md
Claude Blog - Dynamic Workflows in Claude Code.md
Claude Blog - Founders Playbook.md
Claude Blog - Introducing Dynamic Workflows.md
Claude Blog - Lessons from Building Claude Code How We Use Skills.md
Claude Blog - Managed Agents Self-Hosted Sandboxes.md
Claude Blog - Running an AI-Native Engineering Org.md
Claude Blog - Self-Service Data Analytics with Claude.md
Claude Blog - Whats New in Claude Managed Agents.md
DCBitMax - Bitcoin Power Law Out-of-Sample Test.md
Dan Shipper - After Automation Essay.md
Instagram - hegetfunds - Claude Code Team of Developers.md
Mountain Movers - Boris Cherny Loop Definition.md
Reddit - Depureco MCP Case Study.md
Reddit - PineForge Pine v6 Hosted MCP.md
X - EXM7777 - Do This On Your Last Day With Fable.md
X AI Signal Sweep - 2026-06-09.md
3-Layer Context Engineering System.md
4 AI Digital Employees Framework.md
AI-Native Engineering Org.md
Agentic UI Impedance Mismatch.md
Apple Widget Rendering Modes.md
Builder-Verifier Loop Pattern.md
But For Real Skill.md
CLAUDE.md Progressive Disclosure.md
Claude Code Agent Teams.md
Claude Code Drift Problem.md
Claude Code Dynamic Workflows.md
Claude Code Skills Best Practices.md
Claude Code Subagents.md
Claude Constitution.md
Devin vs Claude Code.md
Friction-First Development.md
Frontier Model Extraction Strategy.md
Frontier Model Qualitative Step Change.md
Human Sandwich Model.md
Question-Led Selling Arc.md
Saaspocalypse.md
Screenshot-First Visual Verification.md
Tokenmaxxing.md
WebMCP.md
WidgetKit Engineering Pitfalls.md


Good, now I can see the wiki structure. Let me look at an existing Claude Blog source file and an existing concepts file to understand the format.


Read

/workspace/extra/second-brain/wiki/sources/Claude Blog - Dynamic Workflows in Claude Code.md


1	# Claude Blog — A Harness for Every Task: Dynamic Workflows in Claude Code
2
3	**Source:** https://claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code
4	**Authors:** Thariq Shihipar & Sid Bidasaria (Anthropic, Claude Code team)
5	**Date:** June 2, 2026
6	**Reading time:** 5 min
7
8	## Summary
9	Claude Code can now write its own JavaScript harness on the fly — custom-built for the task. Called "dynamic workflows," this replaces the need for external orchestration tools (OpenCode, Tutti, etc.) for most use cases.
10
11	## Key concept
12	Workflows are JavaScript files with special functions that spawn and coordinate subagents. They're triggered by asking Claude directly or using the `ultracode` keyword. Save with `s` in the workflow menu → stored in `~/.claude/workflows`. Distribute via skills.
13
14	## Why it matters
15	Three failure modes in single-context agentic work:
16	- **Agentic laziness** — Claude stops early, declares partial work done
17	- **Self-preferential bias** — Claude favors its own outputs when verifying
18	- **Goal drift** — objectives lose fidelity over many turns / context compaction
19
20	Separate subagents with isolated context windows solve all three.
21
22	## The 6 workflow patterns
23
24	| Pattern | What it does |
25	|---------|-------------|
26	| **Classify-and-act** | Route tasks to different agents based on type |
27	| **Fan-out-and-synthesize** | Parallel work → merge structured results |
28	| **Adversarial verification** | Separate agent verifies outputs against a rubric |
29	| **Generate-and-filter** | Create many → filter by quality criteria |
30	| **Tournament** | Agents compete with different approaches; judge picks winner |
31	| **Loop until done** | Repeat until condition met (not fixed iterations) |
32
33	## Notable use cases from the post
34	- **Migrations/refactors** — Bun used it for Zig→Rust rewrite: parallel subagent fixes + adversarial review
35	- **Deep research** — fan-out searches, fetch sources, adversarial claim verification, cited synthesis
36	- **Root-cause investigation** — independent hypothesis generation from disjoint evidence (prevents self-bias)
37	- **Memory & rule adherence** — verification agents check against rule sets; miners extract corrections from past sessions
38	- **Model routing** — classifiers choose optimal model per task complexity
39	- **Evals** — lightweight eval systems comparing outputs against criteria
40	- **Triaging at scale** — classify, deduplicate, quarantine untrusted content from high-privilege actions
41
42	## Dynamic vs. static workflows
43	- **Dynamic** (this feature) — Claude Opus 4.8 writes the harness on the fly, custom per task
44	- **Static** — Claude Agent SDK or `claude -p` — works generically across edge cases
45
46	## When NOT to use
47	Workflows consume significantly more tokens. Don't use for routine coding tasks that don't require parallel review or multiple subagents.
48
49	## Related
50	- [[Claude Code Dynamic Workflows]] — concept page
51	- [[Claude Code Agent Teams]] — complementary native feature
52	- [[Claude Code Subagents]] — simpler delegation without full workflow
53	- [[Long-Running Agent Primitives]] — reliability primitives for long-horizon workflows
54

/workspace/extra/second-brain/wiki/sources/Claude Blog - Dynamic Workflows in Claude Code.md

# Claude Blog — A Harness for Every Task: Dynamic Workflows in Claude Code

**Source:** https://claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code
**Authors:** Thariq Shihipar & Sid Bidasaria (Anthropic, Claude Code team)
**Date:** June 2, 2026
**Reading time:** 5 min

## Summary
Claude Code can now write its own JavaScript harness on the fly — custom-built for the task. Called "dynamic workflows," this replaces the need for external orchestration tools (OpenCode, Tutti, etc.) for most use cases.

## Key concept
Workflows are JavaScript files with special functions that spawn and coordinate subagents. They're triggered by asking Claude directly or using the `ultracode` keyword. Save with `s` in the workflow menu → stored in `~/.claude/workflows`. Distribute via skills.

## Why it matters
Three failure modes in single-context agentic work:
- **Agentic laziness** — Claude stops early, declares partial work done
- **Self-preferential bias** — Claude favors its own outputs when verifying
- **Goal drift** — objectives lose fidelity over many turns / context compaction

Separate subagents with isolated context windows solve all three.

## The 6 workflow patterns

| Pattern | What it does |
|---------|-------------|
| **Classify-and-act** | Route tasks to different agents based on type |
| **Fan-out-and-synthesize** | Parallel work → merge structured results |
| **Adversarial verification** | Separate agent verifies outputs against a rubric |
| **Generate-and-filter** | Create many → filter by quality criteria |
| **Tournament** | Agents compete with different approaches; judge picks winner |
| **Loop until done** | Repeat until condition met (not fixed iterations) |

## Notable use cases from the post
- **Migrations/refactors** — Bun used it for Zig→Rust rewrite: parallel subagent fixes + adversarial review
- **Deep research** — fan-out searches, fetch sources, adversarial claim verification, cited synthesis
- **Root-cause investigation** — independent hypothesis generation from disjoint evidence (prevents self-bias)
- **Memory & rule adherence** — verification agents check against rule sets; miners extract corrections from past sessions
- **Model routing** — classifiers choose optimal model per task complexity
- **Evals** — lightweight eval systems comparing outputs against criteria
- **Triaging at scale** — classify, deduplicate, quarantine untrusted content from high-privilege actions

## Dynamic vs. static workflows
- **Dynamic** (this feature) — Claude Opus 4.8 writes the harness on the fly, custom per task
- **Static** — Claude Agent SDK or `claude -p` — works generically across edge cases

## When NOT to use
Workflows consume significantly more tokens. Don't use for routine coding tasks that don't require parallel review or multiple subagents.

## Related
- [[Claude Code Dynamic Workflows]] — concept page
- [[Claude Code Agent Teams]] — complementary native feature
- [[Claude Code Subagents]] — simpler delegation without full workflow
- [[Long-Running Agent Primitives]] — reliability primitives for long-horizon workflows


/workspace/extra/second-brain/wiki/concepts/Claude Code Dynamic Workflows.md


1	# Claude Code Dynamic Workflows
2
3	**Type:** Native Claude Code feature
4	**By:** Anthropic
5	**Introduced:** ~June 2026 (Claude Opus 4.8 era)
6	**Trigger:** Ask Claude directly, or use the `ultracode` keyword
7	**Docs:** https://claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code
8
9	## What it is
10	Claude Code writes its own JavaScript orchestration harness on the fly, custom-built for the task at hand. Rather than using a fixed single-context loop, Claude generates a workflow that spawns and coordinates subagents with isolated context windows.
11
12	## How to use
13	- Say "use ultracode" or describe a complex multi-step task and Claude will propose a workflow
14	- Press `s` in the workflow menu to save it → `~/.claude/workflows`
15	- Distribute saved workflows via skills
16
17	## The 6 patterns
18
19	| Pattern | Use when |
20	|---------|----------|
21	| **Classify-and-act** | Tasks vary by type and need different handling |
22	| **Fan-out-and-synthesize** | Work can be parallelized and results merged |
23	| **Adversarial verification** | Output quality matters; need independent review |
24	| **Generate-and-filter** | Quantity first, then quality gate |
25	| **Tournament** | Multiple valid approaches; want best one selected |
26	| **Loop until done** | Completion is condition-based, not iteration-based |
27
28	## Why subagents solve single-context failure modes
29	- **Agentic laziness** — subagents can't short-circuit the overall plan
30	- **Self-preferential bias** — a fresh context agent verifies without anchoring to prior output
31	- **Goal drift** — isolated context windows don't accumulate distracting history
32
33	## Token budget guidance
34	Set explicit budgets ("use 10k tokens per subagent") — workflows consume significantly more than single-context runs. Reserve for high-value, complex tasks.
35
36	## Relationship to other orchestration tools
37
38	| | Dynamic Workflows | Agent Teams | Claude Agent SDK |
39	|--|--|--|--|
40	| Harness authoring | Claude writes it | You configure via flag | You write code |
41	| Worktree isolation | Optional | No | Optional |
42	| Model routing | Yes (per subagent) | No | Yes |
43	| Versioned config | Save to `~/.claude/workflows` | No | Yes (code) |
44	| Use case | Per-task custom orchestration | Parallel teammates | Production pipelines |
45
46	## Applicability to James's repos
47	- **qip-qien** — Fan-out-and-synthesize (triager + researcher + drafter); adversarial verification for draft quality
48	- **congressional-trading** — Fan-out parallel stock research; tournament for competing signal hypotheses; adversarial verification for conviction scoring
49	- **Multi-model strategy** — Model routing pattern: classifier subagent selects Sonnet vs Opus vs Gemini per task
50
51	## Related
52	- [[Claude Blog - Dynamic Workflows in Claude Code]] — source post
53	- [[Claude Code Agent Teams]] — parallel teammates (complementary, not redundant)
54	- [[Claude Code Subagents]] — simpler single-session delegation
55	- [[Long-Running Agent Primitives]] — reliability patterns for long-horizon work
56

/workspace/extra/second-brain/wiki/concepts/Claude Code Dynamic Workflows.md

# Claude Code Dynamic Workflows

**Type:** Native Claude Code feature
**By:** Anthropic
**Introduced:** ~June 2026 (Claude Opus 4.8 era)
**Trigger:** Ask Claude directly, or use the `ultracode` keyword
**Docs:** https://claude.com/blog/a-harness-for-every-task-dynamic-workflows-in-claude-code

## What it is
Claude Code writes its own JavaScript orchestration harness on the fly, custom-built for the task at hand. Rather than using a fixed single-context loop, Claude generates a workflow that spawns and coordinates subagents with isolated context windows.

## How to use
- Say "use ultracode" or describe a complex multi-step task and Claude will propose a workflow
- Press `s` in the workflow menu to save it → `~/.claude/workflows`
- Distribute saved workflows via skills

## The 6 patterns

| Pattern | Use when |
|---------|----------|
| **Classify-and-act** | Tasks vary by type and need different handling |
| **Fan-out-and-synthesize** | Work can be parallelized and results merged |
| **Adversarial verification** | Output quality matters; need independent review |
| **Generate-and-filter** | Quantity first, then quality gate |
| **Tournament** | Multiple valid approaches; want best one selected |
| **Loop until done** | Completion is condition-based, not iteration-based |

## Why subagents solve single-context failure modes
- **Agentic laziness** — subagents can't short-circuit the overall plan
- **Self-preferential bias** — a fresh context agent verifies without anchoring to prior output
- **Goal drift** — isolated context windows don't accumulate distracting history

## Token budget guidance
Set explicit budgets ("use 10k tokens per subagent") — workflows consume significantly more than single-context runs. Reserve for high-value, complex tasks.

## Relationship to other orchestration tools

| | Dynamic Workflows | Agent Teams | Claude Agent SDK |
|--|--|--|--|
| Harness authoring | Claude writes it | You configure via flag | You write code |
| Worktree isolation | Optional | No | Optional |
| Model routing | Yes (per subagent) | No | Yes |
| Versioned config | Save to `~/.claude/workflows` | No | Yes (code) |
| Use case | Per-task custom orchestration | Parallel teammates | Production pipelines |

## Applicability to James's repos
- **qip-qien** — Fan-out-and-synthesize (triager + researcher + drafter); adversarial verification for draft quality
- **congressional-trading** — Fan-out parallel stock research; tournament for competing signal hypotheses; adversarial verification for conviction scoring
- **Multi-model strategy** — Model routing pattern: classifier subagent selects Sonnet vs Opus vs Gemini per task

## Related
- [[Claude Blog - Dynamic Workflows in Claude Code]] — source post
- [[Claude Code Agent Teams]] — parallel teammates (complementary, not redundant)
- [[Claude Code Subagents]] — simpler single-session delegation
- [[Long-Running Agent Primitives]] — reliability patterns for long-horizon work


Good. Now I have the format. Let me also check the Home.md and Wiki Ingest Log.md to understand their format.


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	- [[Claude Agent SDK TypeScript]] — `npm install @anthropic-ai/claude-agent-sdk`. Node.js 18+. Renamed from Claude Code SDK.
33	- [[Claude Agent SDK Python]] — `pip install claude-agent-sdk`. Python 3.10+. In-process MCP servers, hooks as Python functions, CLI bundled in wheel.
34	- [[Claude Cookbooks]] — Copy-paste code recipes and notebooks for Claude API (RAG, tool use, multimodal, agents).
35	- [[Claude Quickstarts]] — Production-ready starter projects: customer support, computer use, browser automation, coding agent.
36	- [[Anthropic Courses]] — 5-course official curriculum: API fundamentals → prompt engineering → real-world prompting → evals → tool use. Jupyter notebooks.
37	- [[Anthropic Prompt Engineering Tutorial]] — 9-chapter interactive prompt engineering course with exercise playgrounds. Available direct API and Amazon Bedrock variants.
38	- [[Claude Code Action]] — GitHub Action that brings Claude into PR review and CI/CD workflows.
39	- [[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.
40	- [[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.
41	- [[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.
42	- [[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).
43	- [[Claude Code Security Review]] — GitHub Action that auto-scans PRs for security vulnerabilities using Claude.
44	- [[Claude Desktop Buddy]] — ESP32 desk pet + Bluetooth API reference for makers integrating with Claude Desktop.
45	- [[HTML Effectiveness Examples]] — Anthropic's reference collection of single-file HTML artifacts (slide decks, dashboards, editing UIs, diagrams).
46	- [[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.
47	- [[Claude Code Monitoring Guide]] — Prometheus + OpenTelemetry toolkit for tracking Claude Code ROI, token spend, and team adoption.
48	- [[GitHub MCP Server]] — GitHub's official MCP server.
49	- [[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.
50	- [[Devcontainer Features]] — One-line devcontainer.json feature that installs Claude Code CLI in any dev container.
51	- [[Claude Code Routines]] — Scheduled/triggered cloud automation. Runs on Anthropic infrastructure, not your machine. `/schedule` command, API + GitHub + time triggers. Research preview.
52	- [[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.
53	- [[Claude Plugins Community]] — Community plugin marketplace (security-reviewed). Submit at clau.de/plugin-directory-submission.
54	- [[Anthropic CLI]] — `ant` CLI for the Claude Developer Platform API. `brew install anthropics/tap/ant`.
55	- [[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.
56	- [[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.
57	- [[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.
58	- [[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.
59	- [[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.
60
61	## Third-Party Tools & Platforms
62	- [[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.
63
64	## Concepts & Reference Docs
65	- [[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.
66	- [[Claude Constitution]] — Anthropic's foundational values document. CC0 licensed. January 2026.
67	- [[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.
68	- [[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.
69	- [[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.
70	- [[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.
71	- [[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).
72	- [[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.
73	- [[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.
74	- [[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.
75	- [[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.
76
77	## 📢 Sponsor-only mentions
78	*Paid placements — not guest endorsements. Pages exist for reference.*
79	- [[Granola]] — AI meeting notes (Behind the Craft sponsor)
80	- [[Wispr Flow]] — Voice dictation (Behind the Craft sponsor)
81	- [[Linear]] — Project management / AI agent platform (Behind the Craft sponsor)
82
83	## Frameworks & Mental Models
84	- [[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`.
85	- [[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.
86	- [[Human Sandwich Model]] — Human frames → AI executes → Human judges. Dan Shipper's model for human-AI collaboration.
87	- [[Screenshot-First Visual Verification]] — Screenshots are the only ground truth for visual UI work; code correctness ≠ visual correctness.
88	- [[3-Layer Context Engineering System]] — Functional + Visual + Data layers for polished AI prototypes. Ravi Mehta's framework.
89	- [[Tokenmaxxing]] — Accusation that AI companies inflate token metrics; Boris Cherny's 250% productivity rebuttal.
90	- [[Saaspocalypse]] — Thesis that agents erode SaaS switching costs. Boris Cherny's nuanced take via Seven Powers.
91	- [[Claude Code Drift Problem]] — Config entropy at ~5 months: stale CLAUDE.md, bad folder structure, manual triggers that should be routines.
92	- [[4 AI Digital Employees Framework]] — 4 agent roles to "hire": Research Analyst, Strategic Advisor, Communication Specialist, Operations Manager.
93	- [[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.
94	- [[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.
95	- [[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.
96	- [[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.
97	- [[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.
98	- [[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.
99
100	## Reference
101	- [[Coding Agent Behavior Guide]] — INTJ-A derived instructions for coding agents working with James. Communication style, autonomy rules, pushback expectations, blindspot compensations.
102	- [[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.
103	- [[Instagram Reel Transcription Pipeline]] — agent-browser + OpenAI Whisper pipeline for overnight reel-to-transcript processing. ~$0.003–$0.008/reel.
104	- [[Shared Vault Mount Guide]] — Step-by-step for mounting a shared host directory into multiple NanoClaw agent containers. `additionalMounts` config, allowlist setup, restart flow.
105	- [[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).
106
107	## People
108	- [[James Lopez]] — Owner of this wiki. INTJ-A, mobile engineer (LinkedIn iOS), Austin TX. Full personality profile and background.
109	- [[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.
110	- [[Ryan Carson]] — 5x founder, building Untangle solo with AI agents.
111	- [[Peter Yang]] — Host of Behind the Craft podcast.
112	- [[Dan Shipper]] — Co-founder of Every. Author of "After Automation."
113	- [[Andrej Karpathy]] — AI researcher and educator. High-signal source on frontier model capability and workflow ergonomics.
114	- [[Simon Willison]] — Developer and LLM tooling analyst. High-signal source on evals, sandboxing, cost accounting, and practical AI tools.
115	- [[Nathaniel Whittemore]] — Host of The AI Daily Brief.
116	- [[Ravi Mehta]] — AI instructor, ex-CPO Tinder. Created 3-layer context engineering system.
117	- [[Boris Cherny]] — Head of Claude Code at Anthropic.
118	- [[Alex Kantrowitz]] — Host of Big Technology Podcast.
119	- [[Gael Breton]] — Co-founder, Authority Hacker. Small biz AI automation practitioner.
120	- [[Mark Webster]] — Co-founder, Authority Hacker.
121	- [[Nufar Gaspar]] — Co-host, The AI Daily Brief.
122	- [[Delba de Oliveira]] — MTS Claude Code engineer at Anthropic. Created "Claude Code Patterns: Feedback loops" video — Cherny's cited breakdown of self-verification.
123	- [[Josh Pigford]] — Solo founder building 5 apps with AI agents. Creator of /but-for-real, /adversarial-code-review, /build, /learnings skills.
124	- [[Max Junestrand]] — Founder/CEO of Legora. Building AI-native OS for legal teams on Claude.
125
126	## Sources
127	- [[AI Daily Brief - The 4 AI Team Members Execs Should Hire Right Now]] — May 25, 2026. Framework for 4 agent roles leaders should implement.
128	- [[Instagram - hegetfunds - Claude Code Team of Developers]] — May 6, 2026. Using plugins/skills to assign specialist developer roles in Claude Code.
129	- [[Authority Hacker - Claude Code Setup Roast]] — May 21, 2026. 5-month setup audit: CLAUDE.md, folder structure, drift problem.
130	- [[Big Technology Podcast - Boris Cherny Claude Code]] — May 20, 2026. Claude Code growth, tokenmaxxing, agents beyond coding.
131	- [[Behind the Craft - Ryan Carson Episode]] — May 24, 2026. Tools for running a solo startup with AI agents.
132	- [[Behind the Craft - Ravi Mehta Context Engineering]] — May 3, 2026. 3-layer context engineering system with live demo.
133	- [[AI Daily Brief - Why Agents Still Need Humans]] — May 24, 2026. Covers Dan Shipper's After Automation essay.
134	- [[Dan Shipper - After Automation Essay]] — May 21, 2026. Why AI creates more expert human work, not less.
135	- [[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.
136	- [[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.
137	- [[CWC - Problem Solvers Max Junestrand Legora]] — June 2, 2026. Legora's bet on Claude as AI-native legal OS. "Raises the tide" model thesis.
138	- [[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.
139	- [[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.
140	- [[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).
141	- [[Claude Blog - Managed Agents Self-Hosted Sandboxes]] — May 19, 2026. Sandbox providers: Cloudflare, Daytona, Modal, Vercel. MCP Tunnels for private-network MCP servers.
142	- [[Claude Blog - Founders Playbook]] — May 14, 2026. 4 AI-remapped startup stages + Chat/Cowork/Claude Code tool selection matrix. PDF download available.
143	- [[Claude Blog - Running an AI-Native Engineering Org]] — June 3, 2026. Fiona Fung on JIT planning, killing obsolete processes, metrics, and blurred roles.
144	- [[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.
145	- [[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.
146	- [[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.
147	- [[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.
148	- [[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.
149	- [[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.
150	- [[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.
151	- [[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.
152	- [[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.
153	- [[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.
154	- [[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).
155	- [[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.
156	- [[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.
157	- [[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.
158	- [[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).
159	- [[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.
160	- [[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.
161
162	[[Wiki Ingest Log]]
163

# 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).
- [[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 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
- [[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.
- [[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.

## 📢 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.
- [[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
- [[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.

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