Technologist | Regenerative Agriculturist
Passionate about building robust, scalable systems and contributing to open source software. Specializing in backend architecture, API design, and developer tools. Author of open specifications for AI memory interchange and extension packaging.
An open-weights model tops Hacker News, GitHub folds AI security detection into code review, an adoption study finds agentic coding still runs through one reviewer, and farm autonomy proves out on retrofit economics rather than novelty.
TypeScript 7's native compiler, causal audits for coding agents, Copilot's expanding control plane, and an investor audit of regenerative agriculture claims.
A signal catalog for the pipeline itself: which stage emits each signal, who consumes it, and what to alert on. Standardized where it can be, honest where it is not.
Co-authored-by is the wrong trailer for AI: it is human credit, and tools get it wrong. Use a dedicated Assisted-by trailer, carried into signed provenance.
How an attested Claude Code plugin marketplace verifies, signs, and SHA-pins releases, and why none of it replaces deciding your own upgrades yourself.
Coding-agent evaluation, Copilot governance, Claude model policy, secret exposure, API access limits and soil sensing finance defined the developer week.
Every DORA metric counts deployments, but DORA never defines one. Pin it down, instrument all five metrics, decompose lead time, and segment by AI cohort.
The trivy-action compromise, mutable tags as the root bug, the Rekor v2 rotation that breaks old clients, and why a copy can orphan your attestations.
Agent safety research says cooperation is not control, coding tools fenced off what agents can reach, and APIs and farm sensors became evidence surfaces.
A useful software bill of materials is in a format your tools read, bound to the exact digest that ran, and re-scannable without a rebuild. Produce one anyway.