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Jason Davenport

I write about agents doing real engineering work: source control, memory, telemetry, and the human side of AI.

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Essays

Everything I've written on The Davenporter, newest first. Most posts start with a question someone asked me, then work through what I've tried, what broke, and what I'd do next. The WIBTM series covers what I'm building right now, and why.

All AI Strategy Source Control WIBTM Agent Telemetry Model Routing AI Engineering Memory Systems
WIBTM: Give an agent access to memories created with AI dreams — cover illustration
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Latest · Aug 12, 2026 · 4 min read

WIBTM: Give an agent access to memories created with AI dreams

I gave this talk at AI4 on how to create a memory system for your agents to dream, sharing here in the long form. Philip Dick wrote a short story titled ‘Do robots dream of electric sheep?’. I slightly changed this title for a talk I gave titled ‘Do agents dream of binary sheep?’.

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Git files vs. a symbol graph

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File-based Git diffs compared with symbol-level locks in cosm Left: two agents editing the same file in Git collide on a merge conflict. Right: in cosm, each agent locks only the function it is changing, so both edits go through. Git: whole-file merges Agent A ──┐ ──► router.py (conflict) Agent B ──┘ Each agent reads the whole file cosm: function-level locks Agent A ──► select_route() ✓ Agent B ──► probe_shard() ✓ No collision, smaller reads
From "WIBTM: What happens when you let an agent design a new git system?" — why cosm locks functions instead of files so several agents can edit the same codebase at once.
Core themes from the archive
Theme Essay Code
Why your coding agent needs a blast-radius tool WIBTM: What happens when you let an agent design a new git system? davenportjw/cosm
How I built a self-improving coding system Give an agent access to memories... davenportjw/agentic-memory
The warehouse and hybrid model routing WIBTD/M/L: Routing AI responses between local and cloud models davenportjw/smartrouter & warehouse-dash
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