AI Products · 4 min read
Reimagining Job Search With Tolara Atlas
How I am using maps, change tracking, verified sources, and a grounded voice copilot to rethink the job search experience.
Read article →Notes from building
Writing about AI, product, and the systems behind the work.
I write about what I’m building, what I’m learning, and how AI is changing product strategy, software, and the way teams operate.
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A deeper look at the products, ideas, and systems I’m actively working through.
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What I’m thinking about.
Pieces on product design, AI workflows, local software, and lessons from shipping.
AI Agents · 6 min read
I Built Three AI Agent Templates to Make the Invisible Parts Visible
What building three small, inspectable agent systems taught me about model routing, grounded research, website intelligence, and designing for trust.
AI Agents · 5 min read
I’m starting to think the agent and the model should be two different things
An experiment with multi-agent systems changed how I think about roles, models, cost, and what should stay constant when the intelligence underneath an agent changes.
AI Agents · 7 min read
I Thought Building the AI Agent Was the Hard Part. Training It to Do the Job Was Harder.
What building an AI sales agent taught me about judgment, deterministic safeguards, evidence, and knowing when to stop training and let the agent work.
Local AI · 1 min read
Why I built a local-first dictation app instead of another cloud tool
Privacy, latency, cost, and the product decisions behind keeping speech recognition on-device.
AI Agents · 1 min read
Building Fleet Command: from AI assistants to an operating system
Why I stopped thinking about AI as a collection of assistants and started designing an operating layer for specialized agents, permissions, state, evidence, and autonomy.