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Category Index

Articles grouped by category and sub-topic.

Concepts

AI Tools & Adoption

  • concepts/ai-for-small-business — Frameworks and patterns for integrating LLMs into small business/contracting
  • concepts/ai-labor-displacement — AI job displacement, permanent underclass hypothesis, Gallup adoption statistics (50% usage, integration-adoption lag), GDPVal benchmark, and policy landscape
  • concepts/ai-native — Three-tier AI adoption framework; six-part operating system model for organizational transformation
  • concepts/claude-code — Anthropic's AI-assisted development tool; enables non-programmers and professionals to build with agents; includes Claude Cowork and Office integrations
  • concepts/claude-code-skills — Modular SKILL.md-based capabilities that extend Claude Code; bundled skills (/batch, /loop, /simplify), frontmatter reference, invocation control, and the agentskills.io open standard
  • concepts/context-files — The CLAUDE.md / AGENTS.md / DESIGN.md / SKILL.md family of version-controlled agent context files; persistent project knowledge for AI agents

Agentic Engineering & Software Development

  • concepts/agent-harness — The complete infrastructure wrapping an LLM: 12 components (orchestration, tools, memory, context, state, errors, guardrails, verification, subagents), framework implementations, scaffolding metaphor, 7 design decisions
  • concepts/agentic-engineering — Professional AI-assisted coding: TDD patterns, templates, hoarding techniques, and managing parallel agents
  • concepts/agentic-workflows — Anthropic's five composable LLM workflow patterns and when to use true autonomous agents
  • concepts/ai-inflection-point — November 2025 reliability threshold; dark factory pattern; future of software engineering roles
  • concepts/harness-engineering — OpenAI Codex team's agent-first engineering model: zero manually-written code, 1M lines, context management, enforced architecture, entropy cleanup
  • concepts/multi-agent-misalignment — Emergent failure where individually aligned agents collectively produce false institutional records; role-fidelity causes narrative drift; state keeper agent as proposed fix
  • analyses/agent-output-formats — Markdown vs HTML as the default agent output format; why HTML wins for rich deliverables (19 demos) and where Markdown still wins

Knowledge Management

Security

  • concepts/ai-red-teaming — Microsoft AIRT's 8 lessons from 100+ product red-teaming operations; threat model ontology, XPIA, PyRIT, RAI harms; Mythos exploit benchmarks
  • concepts/frontier-ai-cyber-capabilities — AISI evaluation of 7 frontier models on attack scenarios; 6× capability improvement in 18 months; £65/attack; NCSC defender advantage and baseline guidance
  • concepts/llm-tier-security — Personal security posture for the Mythos era: network isolation, hardware keys, Linux sandboxing, outbound firewalls, financial account alerting
  • concepts/prompt-injection — Unsolved LLM security vulnerability; lethal trifecta; XPIA; Crescendo; Challenger disaster prediction
  • concepts/openclaw-security — CVE-2026-33579 privilege escalation; OpenClaw's inherent lethal-trifecta risk; assume-compromise guidance

MCP & Tool Protocols

  • concepts/mcp-authentication — OAuth 2.1 MCP auth with Entra ID, FastMCP RemoteAuthProvider, VS Code pre-registration, and OBO flow for downstream APIs

Agent Operations & Infrastructure

  • concepts/agent-infrastructure-debt — Seven blocks of hidden infrastructure debt (integrations, context lake, registry, measurement, human-in-the-loop, governance, orchestration) from Port's analysis of running agents at enterprise scale

Verification & Quality Infrastructure

  • concepts/compiler-analysis — The compiler paradigm: treats agent output as verify-not-read; analyzes upstream, verification, and downstream apparatus gaps
  • concepts/lights-out-codebase — The future state where agents ship code without human review; outlines required upstream specs, automated verification, and downstream observability

Entities

People

  • entities/andrej-karpathy — Coined "vibe coding"; described LLM knowledge base pattern; authored canonical LLM Wiki gist (Apr 2026)
  • entities/jasmine-sun — NYT opinion writer; author of "Silicon Valley Is Bracing for a Permanent Underclass" (2026-04-30); covers AI/labor economics
  • entities/chuck-kyle — Contractor-turned-digital-marketer and AI early adopter
  • entities/dan-guido — CEO/founder of Trail of Bits; published the AI-native transformation playbook (Mar 2026)
  • entities/ashwin-gopinath — Former MIT professor, 2x founder, CEO of Sentra; company brain author (Apr 2026)
  • entities/ethan-mollick — Wharton professor, author of One Useful Thing; Models/Apps/Harnesses framework
  • entities/google-stitch — Google team behind the DESIGN.md open specification for agent-readable design rules
  • entities/harmeet-dhillon — DOJ Assistant Attorney General; announced DOJ challenge to Colorado SB24-205 AI regulation (2026-04-25)
  • entities/pamela-fox — Python/Azure developer; author of guide on authenticated MCP servers with Entra ID
  • entities/rohit-krishnan — Researcher/writer; demonstrated multi-agent narrative drift via Helios Field Services / Vei experiment (2026-04-24)
  • entities/simon-willison — Django co-creator, coined prompt injection, leading agentic engineering practitioner
  • entities/vannevar-bush — Inventor of the Memex (1945); historical antecedent to LLM knowledge bases
  • entities/hugo-venturini — Software engineer at SkipLabs; wrote the compiler analysis framework for agent output verification (Mar 2026)
  • entities/philip-su — Author of "No More Code Reviews: Lights-Out Codebases Ahead"
  • entities/vei — Virtual enterprise simulation framework by Strange Lab; substrate for multi-agent misalignment research
  • entities/sentra — Company building shared intelligence/memory layer for organizations

Companies & Organizations

  • entities/port — Open, flexible internal developer portal company that sponsors content about platform engineering and agent infrastructure (port.io)
  • entities/skip-labs -- Company building infrastructure for agent-first software development
  • entities/trail-of-bits — 140-person cybersecurity consulting firm that transformed into an AI-native organization (2026); open sourced their skills, configs, and sandboxing tooling
  • entities/vei — Virtual enterprise simulation framework by Strange Lab; substrate for multi-agent misalignment research

AI Policy & Regulation

  • concepts/ai-regulation — U.S. AI regulatory landscape; DOJ vs. Colorado SB24-205; federal preemption of state AI law
  • concepts/ai-labor-displacement — AI workforce impacts and policy debate; permanent underclass hypothesis; jobs guarantee vs. UBI; GDPVal benchmark; Gallup adoption data

Guides

AI Tool Selection

  • guides/ai-tool-selection — Framework for choosing AI tools in the agentic era: Models/Apps/Harnesses, leading models, tool recommendations by use case and level

Local AI Infrastructure

  • guides/local-agent-stack — Five-layer stack for fully local autonomous agents: llama.cpp, quantization, llama-server, ChromaDB, LangGraph

OpenClaw

Web Scraping & Data Collection

Analyses