15 posts
An auto-started Codex background server is not proof session settings match. Print auto-start, the recovery choice, and the named Codex owner before you file an all-clear.
Shinjae Kang
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A permission rule that contains a NUL byte is not a wildcard allow. Print the rule bytes, the match-nothing result, and the named permission-rule owner before you file an allow-all ticket.
Shinjae Kang
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A repo-root AGENTS.md is not Claude Code’s project instructions while CLAUDE.md or CLAUDE.local.md exists. Print the load line, open /config, and name who owns the instruction file.
Shinjae Kang
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A remote or headless row that says waiting for your input is not done. Open the agent list, split Needs input from Working, and name who owns the CLI pin.
Shinjae Kang
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An Organization policy line on /status can explain a miss. It does not prove the fleet policy loaded. Read claude doctor, name the proxy owner, then resume coding.
Shinjae Kang
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The agent that writes the diff does not choose the model for that pull request. A named human pins the model before the session starts. Auto is a vendor default, not an owner.
Shinjae Kang
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A bigger context window still lets a coding agent search the whole tree. Put the map file on the ticket as an allow-list, fail out-of-map paths, and name who updates the list.
Shinjae Kang
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Running multiple coding agents on one Git working tree without a lease contract is a merge race, not parallelism. Here's the isolation and ownership pattern that prevents silent corruption.
Shinjae Kang
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A generated migration that runs locally is not a production contract. Before an AI coding agent rewrites columns, require expand steps, dual-read boundaries, backfill evidence, worker compatibility, and an explicit rollback decision.
Shinjae Kang
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A production evaluation guide for LangGraph, AutoGen, CrewAI, and LangChain: define state, proof, rollback, and maintenance exit criteria before an agent framework reaches a real SaaS workflow.
Shinjae Kang
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Grok 4.5 is now available on the xAI API with pricing and reasoning controls that make developers pay attention. The real adoption test is whether it survives your local coding-agent harness.
Shinjae Kang
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Wrangler 4.108.0 added a quiet branch for agent-driven static Pages deploys. The operational lesson is simple: an AI deployment is not complete until the target platform, URL, resource ownership, and rollback path are verified.
Shinjae Kang
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The first merge gate catches obvious AI coding mistakes. A repeatable review harness catches the slower failures: drift, missing rollback paths, weak tests, and agent changes that look fine until production maintenance begins.
Shinjae Kang
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A practical contract for giving coding agents repository context, edit boundaries, verification steps, and rollback paths before they touch code.
Shinjae Kang
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A long-running coding agent can stay green after it changes directory. Production still needs a sandbox that survives /cd, a budget that counts nested work, and a human who owns both.
Shinjae Kang
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