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.
GitHub moved Actions security into enforced platform controls, Node and pnpm split supply-chain work between patches and evidence, secret scanning became verification, and Google shipped a knowledge envelope for agents.
A CI signature is a claim, not a guarantee that the signed image is the one running in your cluster. Put a deny-by-default, fail-closed check at admission.
A decision guide for scaling PostgreSQL by where each option places the wire-protocol boundary: proxies, sharding extensions and managed elastic platforms.
Signatures, SBOMs, and provenance attach to an image as separate referrer manifests, not image layers. A naive copy by digest leaves all of that evidence behind.
Claude Fable 5 launches with silent refusals; sub-agents gain recursive depth; Apple Intelligence 2.0 picks Gemini; Shai Halud targets AI developer repos; npm v12 rewrites security defaults.
For a service that ships one version continuously, the branching model is GitHub Flow and the release candidate is an attested digest, not a release branch.
Apple rebuilt Siri on Google Gemini and shipped an OpenAI-compatible on-device inference API. Distribution, not model training, is now Apple's AI product.
A container tag is a mutable pointer: what you verified and what you run can silently differ. Name the release by its content digest, and build it once.
OpenAPI 3.2 and Arazzo 1.1 turn the API contract into a substrate agents run on, MCP security research probes it, and Elbit buys into autonomous farming.
Claude Opus 4.8 bets on parallel subagents, new research questions whether AI-generated code can be trusted, and TrapDoor hits npm, PyPI, and crates.io.