Post
206
𝗕𝘂𝗶𝗹𝗱 𝗬𝗼𝘂𝗿 𝗢𝘄𝗻 𝗔𝗜 𝗖𝗼𝗱𝗲𝗿 𝗔𝗴𝗲𝗻𝘁 𝗶𝗻 𝗛𝗼𝘂𝗿𝘀 — 𝘄𝗶𝘁𝗵 𝗔𝗖𝗠 (𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗖𝗼𝗻𝘁𝗿𝗮𝗰𝘁 𝗠𝗼𝗱𝗲𝗹) 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 𝘃𝟬.𝟱.𝟬
𝗟𝗶𝗻𝗸: https://huggingface.co/blog/mrmanna/ai-coder-agent-in-hours-with-acm
---
𝗪𝗵𝗮𝘁 𝘆𝗼𝘂’𝗹𝗹 𝗴𝗲𝘁:
- A terminal UI that shows planner reasoning, a live task board, and a ledger of policy decisions and tool calls.
- Budget governance that checks forecasted and actual spend before each LLM call.
- A workspace context index (files, symbols, deps, tests) so the agent plans with real project knowledge.
- Replay bundles and checkpoints for auditability and recovery.
> 𝘛𝘩𝘪𝘴 𝘪𝘴 𝘢 𝘴𝘵𝘢𝘳𝘵𝘦𝘳 𝘬𝘪𝘵, 𝘯𝘰𝘵 𝘢 𝘬𝘪𝘵𝘤𝘩𝘦𝘯 𝘴𝘪𝘯𝘬. 𝘞𝘦 𝘪𝘯𝘵𝘦𝘯𝘵𝘪𝘰𝘯𝘢𝘭𝘭𝘺 𝘴𝘩𝘪𝘱 𝘢 𝘮𝘪𝘯𝘪𝘮𝘢𝘭, 𝘢𝘶𝘥𝘪𝘵𝘢𝘣𝘭𝘦 𝘴𝘦𝘵 𝘰𝘧 𝘵𝘢𝘴𝘬𝘴 & 𝘵𝘰𝘰𝘭𝘴 𝘴𝘰 𝘺𝘰𝘶 𝘤𝘢𝘯 𝘬𝘦𝘦𝘱 𝘵𝘩𝘦 𝘴𝘶𝘳𝘧𝘢𝘤𝘦 𝘢𝘳𝘦𝘢 𝘴𝘮𝘢𝘭𝘭, 𝘵𝘩𝘦𝘯 𝘨𝘳𝘰𝘸 𝘤𝘢𝘱𝘢𝘣𝘪𝘭𝘪𝘵𝘺 𝘸𝘩𝘦𝘳𝘦 𝘪𝘵 𝘮𝘢𝘵𝘵𝘦𝘳𝘴 𝘵𝘰 𝘺𝘰𝘶𝘳 𝘴𝘵𝘢𝘤𝘬.
** 𝗡𝗼𝘁𝗲: 𝗩𝗶𝗱𝗲𝗼 𝗵𝗮𝘀 𝗻𝗼 𝘀𝗼𝘂𝗻𝗱
𝗟𝗶𝗻𝗸: https://huggingface.co/blog/mrmanna/ai-coder-agent-in-hours-with-acm
---
𝗪𝗵𝗮𝘁 𝘆𝗼𝘂’𝗹𝗹 𝗴𝗲𝘁:
- A terminal UI that shows planner reasoning, a live task board, and a ledger of policy decisions and tool calls.
- Budget governance that checks forecasted and actual spend before each LLM call.
- A workspace context index (files, symbols, deps, tests) so the agent plans with real project knowledge.
- Replay bundles and checkpoints for auditability and recovery.
> 𝘛𝘩𝘪𝘴 𝘪𝘴 𝘢 𝘴𝘵𝘢𝘳𝘵𝘦𝘳 𝘬𝘪𝘵, 𝘯𝘰𝘵 𝘢 𝘬𝘪𝘵𝘤𝘩𝘦𝘯 𝘴𝘪𝘯𝘬. 𝘞𝘦 𝘪𝘯𝘵𝘦𝘯𝘵𝘪𝘰𝘯𝘢𝘭𝘭𝘺 𝘴𝘩𝘪𝘱 𝘢 𝘮𝘪𝘯𝘪𝘮𝘢𝘭, 𝘢𝘶𝘥𝘪𝘵𝘢𝘣𝘭𝘦 𝘴𝘦𝘵 𝘰𝘧 𝘵𝘢𝘴𝘬𝘴 & 𝘵𝘰𝘰𝘭𝘴 𝘴𝘰 𝘺𝘰𝘶 𝘤𝘢𝘯 𝘬𝘦𝘦𝘱 𝘵𝘩𝘦 𝘴𝘶𝘳𝘧𝘢𝘤𝘦 𝘢𝘳𝘦𝘢 𝘴𝘮𝘢𝘭𝘭, 𝘵𝘩𝘦𝘯 𝘨𝘳𝘰𝘸 𝘤𝘢𝘱𝘢𝘣𝘪𝘭𝘪𝘵𝘺 𝘸𝘩𝘦𝘳𝘦 𝘪𝘵 𝘮𝘢𝘵𝘵𝘦𝘳𝘴 𝘵𝘰 𝘺𝘰𝘶𝘳 𝘴𝘵𝘢𝘤𝘬.
** 𝗡𝗼𝘁𝗲: 𝗩𝗶𝗱𝗲𝗼 𝗵𝗮𝘀 𝗻𝗼 𝘀𝗼𝘂𝗻𝗱