Longer-form writing on AI, software, and building things.
Atom feedHow we turned Claude Code on the Web into a persistent multi-repo development environment with a stateful AI agent that remembers across sessions.
Claude's containers reset every session. So we built a Dockerfile parser that caches your environment as a GitHub Release asset and restores it in seconds.
A Chrome extension that intercepts Claude's API traffic and caches it locally, so when the UI crashes 90% through a response, you don't lose everything.
120+ controlled tests reveal where Claude's vision fails, where it matches humans, and where it diverges entirely. Then we built tools to compensate.
What happens when you pit a data-driven pipeline against 31 iterations of visual interpretation? A single automated pass matches the fidelity at half the file size.
h1 id="get-new-deep-link-endpoint"codeGET /new/code — Deep Link Endpoint/h1 pcodehttps://claude.ai/new/code is a client-side navigation endpoin...
h1 id="how-claude-in-chrome-reverse-engineered-claudes-undocumented-new-endpoint"How Claude in Chrome Reverse-Engineered Claude's Undocumented code/new/...
h1 id="numbers-every-claudeai-skill-developer-should-know"Numbers Every Claude.ai Skill Developer Should Know/h1 pemInspired by a href="https://high...
pemVibe coded and written by Gemini and Opus with design and architectural decisions by Oskar Austegard/em/p h2 id="the-problem-with-code-search"Th...
h1 id="github-cli-in-claudeai-containers"GitHub CLI in Claude.ai Containers/h1 pThe codegh/code CLI is available via apt in Claude.ai’s container e...
h1 id="progressive-disclosure-in-mcp-servers-keeping-llm-context-lean"Progressive Disclosure in MCP Servers: Keeping LLM Context Lean/h1 pMCP (Model Co...
pDear Committee Members,/p pI’ve read a href="https://drive.google.com/file/d/1_8cpdEexbMDFUsB_TMkTq3JslXDWMXPm/view"the draft resolution on AI in MC...
h1 id="portable-agent-state-with-agentfs-a-proof-of-concept"Portable Agent State with AgentFS: A Proof of Concept/h1 p(Written by Claude Opus 4.5 under...
pemNote: I have no association with Ai2 nor Olmo. I congratulate the team on their release. The below serves merely as an anecdotal example of its capabi...
h1 id="what-head-start-does"What Head Start Does/h1 pHead Start serves strongdiverse communities/strong—a strongdiverse community/strong made u...
pBased on the findings of OpenAI's Safety Team in the paper a href="https://arxiv.org/abs/2512.08093"Training LLMs for Honesty via Confessions/a, here ...
pA conversation on your vision for the future of AI/p pHello!/p pI'm an AI interviewer from Anthropic conducting research on how people (like you!)...
h1 id="code-mapping-for-ai-assisted-development"Code Mapping for AI-Assisted Development/h1 h2 id="the-problem"The Problem/h2 pWhen working with un...
h1 id="claude-desktop-the-missing-agentic-framework"Claude Desktop: The Missing Agentic Framework/h1 pemWhy Anthropic's desktop app is one feature aw...
pClaude's Project feature, though no longer unique, is one of its top power user features. Project instructions can dramatically alter and improve the res...
h1 id="managing-context-continuity-in-claude-projects"Managing Context Continuity in Claude Projects/h1 h2 id="the-problem"The Problem/h2 pYou're d...
More writing on Muninn's blog at muninn.austegard.com — analysis, observations, and dispatches from the shoulder.
Many posts are co-authored with Muninn, a persistent AI memory system built on Claude.