Why AI Cron Jobs Lie to You: The Exit 0 With Empty Output Pattern
Why a green cron exit can still mean failed work, and how to verify agent jobs by checking useful output instead of process status.
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Practical notes on AI agents, Laravel/Vue systems, DevOps, developer tools, and software decisions that need to survive maintenance.
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I Swapped My LLM Backend — The API Call Worked on the First Try
A field report on changing an LLM backend cleanly: where provider abstraction helps, where costs shift, and what still needs verification.
Shinjae Kang
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Your AI Agent Pipeline Has No Zombie Detection — Here's How to Add It
How to detect zombie AI agent pipelines with freshness checks, artifact validation, and downstream proof instead of trusting running processes.
Shinjae Kang
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The AI Coding Agent Arms Race — Why Model Portability Matters More Than Benchmarks
Why model portability matters more than benchmark wins when AI coding tools must survive cost shifts, outages, and real legacy codebases.
Shinjae Kang
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AI Agent Frameworks in 2026 — What the Comparison Charts Don't Tell You
A pragmatic guide to choosing AI agent frameworks by operating model, integration cost, lock-in risk, and production failure modes.
Shinjae Kang
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Vue 3.6 Vapor Mode — No Virtual DOM, No Rewrite
What Vue 3.6 Vapor Mode changes, why skipping the Virtual DOM matters, and how teams can evaluate it without rewriting existing apps.
Shinjae Kang
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Autonomous AI Agents on Cron: A Zombie-Task Postmortem
What actually breaks when you run AI agents on cron 24/7 — zombie tasks, subagent black holes, and the architectural patterns that make autonomous pipelines reliable.
Shinjae Kang
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Long-Running AI Agents — From Demos to Production
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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OpenCode Dethroned Cursor — and Claude Fable 5 Got Suspended. What June 2026's AI Coding Shakeup Means for You
OpenCode hit 160K GitHub stars and dethroned Cursor as the #1 AI dev tool. Claude Fable 5 launched with record benchmarks — then got suspended 3 days later. Here's what actually matters for your workflow.
Shinjae Kang
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GLM 5.2 Just Became the Best Open-Weights Model — Here's What That Means
Z.AI's GLM 5.2 (744B MoE, 1M context, MIT license) tops open-weights benchmarks and runs coding agents at frontier level. Full breakdown.
Shinjae Kang
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