Reports of OpenAI Codex instability and silent GPT-5.5→5.4 downgrades
Treat Codex and GPT-5.5 xhigh as unstable right now—verify models, sandbox edits, and enforce guardrails before letting agents touch prod.
Treat Codex and GPT-5.5 xhigh as unstable right now—verify models, sandbox edits, and enforce guardrails before letting agents touch prod.
Claude Code now turns in-progress work into live shareable pages and gives you a cleaner, GA GitHub Action to wire AI into CI.
ARD solves discovery; you still own auth, lifecycle, and guardrails.
Agentic LLMs just crossed an autonomy threshold—start testing them on small, verifiable runbooks before they start running whole workflows.
Open‑weight coding models are now good enough to trial as local, private code assistants—run your eval and see if they beat your hosted setup.
Agent-centric memory is moving from research to production—pilot it on repeat workflows and measure cost, accuracy, and explainability gains.
You can ship faster agent memory now—and keep your skills portable—by pairing Graphiti’s self-hosted graph+vector approach with MCP-style skill definitions.