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[](https://www.python.org/) [](https://opensource.org/licenses/MIT/) [](./COMMUNICATION.md) [](./COMMUNICATION.md)
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### ✨Better Next Moves. Fewer Wasted Tokens. Help Your Agent Get Things Done Faster.✨
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### ✨A 9B Model Proposes the Strategy. Frontier Models Execute It. Better Next Moves, Fewer Wasted Tokens.✨
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Agents can execute, but struggle to decide what's worth trying next.
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Without a good policy to guide them, agents waste tokens repeating mistakes and chasing dead ends.
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AgentPilot uses a lightweight 9B strategy model to guide much larger frontier models in executing coding tasks.
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AgentPilot helps your agents learn from each trial and choose a better next move:
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- **What to change** based on what worked and what failed.
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- **Which approach to try next** instead of repeating the same mistakes.
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- **When to keep exploring—and when to stop** to avoid wasting the trial budget.
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The larger model executes. The 9B model provides the strategy and improves its decisions through real feedback.
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**The goal is simple**: **Better Next Moves**. **Fewer Wasted Tokens**.
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### 🔌 Bring Your Own Agent
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