Systems engineer exploring orchestration, memory, and execution models for agent-native software.
I study what changes when reasoning enters the execution path of software: how humans coordinate with agents, how context persists across work, and how systems remain observable and recoverable as autonomy increases.
> building systems where
humans and agents
coordinate without losing context
Thesis
Models are becoming capable enough to act inside workflows. The hard part is no longer just generating outputs — it is state, handoff, verification, recovery, and control.
That is the layer I care about.
Focus
Writing
Every year the same articles. Counterfactual valuations, the road-trip rumor, the man-bites-pizza headline. Nobody traces the actual coins. So I did. Here is what the chain shows and what 'those specific bitcoins' even means.
Anthropic calls it a character tic. I went looking for what was actually producing it and ended up reading the published system prompt, the character training paper, and the emotion-concepts paper. The behavior is what the stack makes likely.
On June 15, programmatic Claude usage moves to a separate $20–$200 API-priced credit. The email arrived this morning. Here is what it actually means and what it teaches about building on someone else's compute.
Artifacts
These projects are practical experiments around the same problem space: how context, memory, and control behave in human-agent workflows. They are intentionally narrow, local-first where possible, and built from problems I hit directly.
A local-first clipboard environment for preserving workflow context on Windows. AI transforms, OCR, smart search, unlimited history. Built around the idea that the clipboard is not temporary — it is part of workflow memory.
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A clipboard bridge between humans and AI agents. Read, write, and watch clipboard state through MCP. A small interaction primitive for agent-native workflows.
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A browser-to-agent handoff surface. Send pages into agent workflows through a webhook, preserving context at the moment of browsing.
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Scoped persistent memory for long-running coding agents. Local-first, MCP-native, designed so context survives across sessions without piling up.
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A small operational monitor for Claude.ai limits.
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