writing
Field notes.
Founder notes and worked examples on building the data plane for AI agents.
- 8 min readagents · context-engineering
Agents in production: what looks like a reasoning failure is usually a context failure
Your agent isn't hallucinating — it's reasoning correctly over the wrong inputs. What looks like a reasoning failure is usually a context failure, and context failures are fixable with engineering, today.
Read - agents · sre · benchmark
One read path, four incidents
The extended SRE benchmark: the same agent, with and without a data plane underneath.
Read - agents · sre
NavFlow for AI SRE
Incident response is an input problem. What an agent can do when the whole read is one call — with measured results.
Read