Post
207
๐๐๐ถ๐น๐ฑ ๐ฌ๐ผ๐๐ฟ ๐ข๐๐ป ๐๐ ๐๐ผ๐ฑ๐ฒ๐ฟ ๐๐ด๐ฒ๐ป๐ ๐ถ๐ป ๐๐ผ๐๐ฟ๐ โ ๐๐ถ๐๐ต ๐๐๐ (๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐ผ๐ป๐๐ฟ๐ฎ๐ฐ๐ ๐ ๐ผ๐ฑ๐ฒ๐น) ๐๐ฟ๐ฎ๐บ๐ฒ๐๐ผ๐ฟ๐ธ ๐๐ฌ.๐ฑ.๐ฌ
๐๐ถ๐ป๐ธ: https://huggingface.co/blog/mrmanna/ai-coder-agent-in-hours-with-acm
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๐ช๐ต๐ฎ๐ ๐๐ผ๐โ๐น๐น ๐ด๐ฒ๐:
- 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.
> ๐๐ฉ๐ช๐ด ๐ช๐ด ๐ข ๐ด๐ต๐ข๐ณ๐ต๐ฆ๐ณ ๐ฌ๐ช๐ต, ๐ฏ๐ฐ๐ต ๐ข ๐ฌ๐ช๐ต๐ค๐ฉ๐ฆ๐ฏ ๐ด๐ช๐ฏ๐ฌ. ๐๐ฆ ๐ช๐ฏ๐ต๐ฆ๐ฏ๐ต๐ช๐ฐ๐ฏ๐ข๐ญ๐ญ๐บ ๐ด๐ฉ๐ช๐ฑ ๐ข ๐ฎ๐ช๐ฏ๐ช๐ฎ๐ข๐ญ, ๐ข๐ถ๐ฅ๐ช๐ต๐ข๐ฃ๐ญ๐ฆ ๐ด๐ฆ๐ต ๐ฐ๐ง ๐ต๐ข๐ด๐ฌ๐ด & ๐ต๐ฐ๐ฐ๐ญ๐ด ๐ด๐ฐ ๐บ๐ฐ๐ถ ๐ค๐ข๐ฏ ๐ฌ๐ฆ๐ฆ๐ฑ ๐ต๐ฉ๐ฆ ๐ด๐ถ๐ณ๐ง๐ข๐ค๐ฆ ๐ข๐ณ๐ฆ๐ข ๐ด๐ฎ๐ข๐ญ๐ญ, ๐ต๐ฉ๐ฆ๐ฏ ๐จ๐ณ๐ฐ๐ธ ๐ค๐ข๐ฑ๐ข๐ฃ๐ช๐ญ๐ช๐ต๐บ ๐ธ๐ฉ๐ฆ๐ณ๐ฆ ๐ช๐ต ๐ฎ๐ข๐ต๐ต๐ฆ๐ณ๐ด ๐ต๐ฐ ๐บ๐ฐ๐ถ๐ณ ๐ด๐ต๐ข๐ค๐ฌ.
** ๐ก๐ผ๐๐ฒ: ๐ฉ๐ถ๐ฑ๐ฒ๐ผ ๐ต๐ฎ๐ ๐ป๐ผ ๐๐ผ๐๐ป๐ฑ
๐๐ถ๐ป๐ธ: https://huggingface.co/blog/mrmanna/ai-coder-agent-in-hours-with-acm
---
๐ช๐ต๐ฎ๐ ๐๐ผ๐โ๐น๐น ๐ด๐ฒ๐:
- 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.
> ๐๐ฉ๐ช๐ด ๐ช๐ด ๐ข ๐ด๐ต๐ข๐ณ๐ต๐ฆ๐ณ ๐ฌ๐ช๐ต, ๐ฏ๐ฐ๐ต ๐ข ๐ฌ๐ช๐ต๐ค๐ฉ๐ฆ๐ฏ ๐ด๐ช๐ฏ๐ฌ. ๐๐ฆ ๐ช๐ฏ๐ต๐ฆ๐ฏ๐ต๐ช๐ฐ๐ฏ๐ข๐ญ๐ญ๐บ ๐ด๐ฉ๐ช๐ฑ ๐ข ๐ฎ๐ช๐ฏ๐ช๐ฎ๐ข๐ญ, ๐ข๐ถ๐ฅ๐ช๐ต๐ข๐ฃ๐ญ๐ฆ ๐ด๐ฆ๐ต ๐ฐ๐ง ๐ต๐ข๐ด๐ฌ๐ด & ๐ต๐ฐ๐ฐ๐ญ๐ด ๐ด๐ฐ ๐บ๐ฐ๐ถ ๐ค๐ข๐ฏ ๐ฌ๐ฆ๐ฆ๐ฑ ๐ต๐ฉ๐ฆ ๐ด๐ถ๐ณ๐ง๐ข๐ค๐ฆ ๐ข๐ณ๐ฆ๐ข ๐ด๐ฎ๐ข๐ญ๐ญ, ๐ต๐ฉ๐ฆ๐ฏ ๐จ๐ณ๐ฐ๐ธ ๐ค๐ข๐ฑ๐ข๐ฃ๐ช๐ญ๐ช๐ต๐บ ๐ธ๐ฉ๐ฆ๐ณ๐ฆ ๐ช๐ต ๐ฎ๐ข๐ต๐ต๐ฆ๐ณ๐ด ๐ต๐ฐ ๐บ๐ฐ๐ถ๐ณ ๐ด๐ต๐ข๐ค๐ฌ.
** ๐ก๐ผ๐๐ฒ: ๐ฉ๐ถ๐ฑ๐ฒ๐ผ ๐ต๐ฎ๐ ๐ป๐ผ ๐๐ผ๐๐ป๐ฑ