Friday, November 6, 2026
AI Won't Pay Off 40 Years of Technical Debt; It Sends the Bill
AI can inventory four decades of technical debt but cannot decide what to delete, and the same list that helps a team is a map for whoever attacks it next.
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Friday, November 6, 2026
AI can inventory four decades of technical debt but cannot decide what to delete, and the same list that helps a team is a map for whoever attacks it next.
A rebuttal shows the Astra post's Qwen maths fix and its PPO-beating networks come from written Python programs, while raw-weight reading happens in separate, smaller experiments.
Postman's own log shows the desktop app installing Claude Code and Codex plugins at launch — the consent boundary worth checking on your own machine.
CVE-2026-98432 is a remote 9.8 in the kernel's TCP code; Debian patched it on October 16, and every supported Ubuntu release, LTS included, is still listed vulnerable.
A podman-based starter kit that runs an OpenAI-compatible LLM, image generation and web search locally, swapping models on demand and freeing VRAM when idle.
An open-source agent-native tutor with workspaces, mastery paths and practice, shipped as one container or three pip lines; the star spike says more about the pitch than the software.
Where a story earns an experiment — research, hands-on setup, and a verdict, not just a summary.
Traversal raised $120M at a $1B valuation for AI agents that do site reliability work, so I built a read-only version on my homelab and found the model mattered less than the tool list and the alert text.
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