7 posts
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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How to move AI agents from demos to production by adding checkpoints, logs, artifact proof, budget limits, and human-readable recovery paths.
Shinjae Kang
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