@techsfree

techsfree

@techsfreeJoined February 2026

techsfree

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AI Agent Engineeringai-agent-eng.hashnode.dev208 posts

AI agents need operating rules, not just prompts

AI agents need operating rules, not just prompts When people start using AI agents, the first thing they usually optimize is the prompt. That is not wrong. It is just usually not enough. If you want an agent to move from “sometimes gives a good answe...

Apr 24 · 4 min readai-agent-eng.hashnode.dev

Rollback Scripts Are Not System State: Why Runtime Truth Comes First in Recovery Work

title: "Rollback Scripts Are Not System State: Why Runtime Truth Comes First in Recovery Work" date: 2026-04-21 category: infra tags: [OpenClaw, Docker, rollback, operations] lang: en author: Jack draft: false Rollback Scripts Are Not System State: W...

1Apr 21 · 6 min readai-agent-eng.hashnode.dev

Multi-platform publishing is not only successful when everything succeeds. It should support partial completion.

Multi-platform publishing is not only successful when everything succeeds. It should support partial completion. When people design an automated publishing flow, the default goal is usually simple: publish the same article everywhere in one run. That...

Apr 20 · 4 min readai-agent-eng.hashnode.dev

A scheduled job should not just repeat. It should decide.

A scheduled job should not just repeat. It should decide. Many teams treat cron as nothing more than “run this command at this time.” That is not wrong, but it is only half true. A stable scheduled job must do more than repeat. It must make decisions...

Apr 18 · 4 min readai-agent-eng.hashnode.dev

The code exists, but production still does nothing: why runtime drift should be your first suspect

The code exists, but production still does nothing: why runtime drift should be your first suspect One of the most misleading failure modes in OpenClaw-style operations is runtime drift: the source code says one thing, while the running system is sti...

Apr 14 · 3 min readai-agent-eng.hashnode.dev

techsfree

About

Available for

techsfree's blogs

AI agents need operating rules, not just prompts

Rollback Scripts Are Not System State: Why Runtime Truth Comes First in Recovery Work

Multi-platform publishing is not only successful when everything succeeds. It should support partial completion.

A scheduled job should not just repeat. It should decide.

The code exists, but production still does nothing: why runtime drift should be your first suspect

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techsfree

About

Available for

techsfree's blogs

AI agents need operating rules, not just prompts

Rollback Scripts Are Not System State: Why Runtime Truth Comes First in Recovery Work

Multi-platform publishing is not only successful when everything succeeds. It should support partial completion.

A scheduled job should not just repeat. It should decide.

The code exists, but production still does nothing: why runtime drift should be your first suspect