Posts
All the articles I've posted.
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Multi-Agent Systems: When One Agent Isn't Enough
Most multi-agent designs are one agent's job split across five processes that now have to argue with each other. The few cases where splitting actually pays, and the complexity to refuse.
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The LLM Observability Stack I Wish I'd Built Sooner
What to instrument for LLM and agent apps before the first incident: full request and tool-call tracing, token and cost per request, latency breakdown, eval scores in production, and turning real failures into eval cases.
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Anomaly Detection for Cash Flow: Less Magic, More Plumbing
Catching reconciliation anomalies across institutional financial records, where the model is a rounding error and the matching and normalization is the whole job.
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Why I Left a Director Seat to Build Again
I left a senior leadership seat at a large company to found an AI venture and write code again. The pull, the discomfort, and what eighteen years of platform work left me wanting to do.