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Report abuseIntent-driven engineering.
Keep intent as the source of truth. Decompose every downstream decision into evidence you can check.
Most code is a frozen decision whose why has already evaporated.
I work the other way around. I hold on to the intent, then treat the implementation, trade-offs, and claims around it as things to be re-derived and verified, not assumed.
When only the intent is left standing, the real work is decomposition: pulling buried decisions back into the open, naming the alternatives, separating evidence from guesses, and leaving open questions open on purpose.
The same move applies to people, not just code.
A craftsman's estimate. A domain expert's gut call. A judgment that works, but was never written down.
That tacit knowledge usually lives in one head and dies there. I go to where it lives, sit inside the problem, and turn the implicit into a digital asset that something else can query, version, and verify.
This is close to what a Forward Deployed Engineer does: less "here is a tool," more "let me learn your judgment and encode it."
Building local-first substrates where agents can see, act, and leave evidence — plus a knowledge layer that compounds across sessions instead of resetting to zero.
| Project | Description | Stars | Merged PRs | Notes |
|---|---|---|---|---|
| headroomlabs-ai/headroom | compress tool outputs, logs, files, and RAG chunks before they reach the LLM | ⭐ 67,203 | 2 | |
| can1357/oh-my-pi | AI coding agent for the terminal | ⭐ 26,536 | 2 | |
| fathah/hermes-desktop | desktop companion for Hermes Agent | ⭐ 14,011 | 2 | |
| achiya-automation/safari-mcp | native Safari browser automation for AI agents via AppleScript | ⭐ 174 | 1 |
| Project | Description | Stars | Merged PRs | Notes |
|---|---|---|---|---|
| AstroNvim/astrocommunity | community plugin specifications for AstroNvim | ⭐ 1,701 | 1 |
| Project | Description | Stars | Merged PRs | Notes |
|---|---|---|---|---|
| maziyarpanahi/openmed | local-first clinical NER & HIPAA PII de-identification, 100% on-device | ⭐ 5,126 | 1 |
Local-first Safari/WebKit MCP browser control for AI agents
Evidence-backed ERD database diagrams and schema diff reviews from source code.
JavaScript
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