{
  "markdown": "# coding agent tips\n\nthis is my evidence backed guide to working with coding agents, whether you are a student having an existential crisis, a startup founder working with real money for yourself and other people, or an engineer at one of the biggest technology companies in the world. the guidance is organized around the scale and consequences of the work.\n\n[read the handbook](https://agents.anipotts.com) or go directly to a principal guide:\n\n<!-- generated:guides:start -->\n- [codex](https://agents.anipotts.com/guides/codex/)\n- [claude code](https://agents.anipotts.com/guides/claude-code/)\n- [grok](https://agents.anipotts.com/guides/grok/)\n- [techniques to operate agents](https://agents.anipotts.com/handbook/operating-agents/)\n- [choosing a coding agent setup](https://agents.anipotts.com/handbook/choosing-a-setup/)\n- [how coding agents got here](https://agents.anipotts.com/handbook/history/)\n- [where this comes from](https://agents.anipotts.com/handbook/method-and-sources/)\n<!-- generated:guides:end -->\n\n## what this helps you decide\n\nthe handbook separates the surface where you steer work, the harness that runs the agent loop, the model that supplies inference, and the orchestration used for parallel work. it also covers repository instructions, permissions, review, evidence, hardware, and the operating costs that appear after the first demo.\n\n## evidence principle\n\n<!-- generated:evidence:start -->\n- `tested`: reproduced by the author in a named environment and version\n- `official source`: confirmed in current primary documentation or source code\n- `analysis`: a judgment derived from stated evidence\n- `open question`: current evidence is missing or incomplete\n<!-- generated:evidence:end -->\n\ncitations sit beside the claims they support. tested observations name their limits, while source based claims stay distinct from personal analysis.\n\n## local verification\n\n```bash\nbun install --frozen-lockfile\nbun run verify\n```\n\nbuilt and maintained by [ani potts](https://anipotts.com). corrections with primary sources or reproducible field evidence are welcome.\n\nMIT\n",
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}