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deepmind.google·6d ago
AI Engineering
Hacker News·16d ago·5 min read
I burned all my tokens researching how to save tokens
TL;DR
Researching AI agent economics led to excessive token consumption without results. By integrating existing subscriptions like Claude, Codex, and Antigravity, a more efficient research pipeline was developed.
✦ Why It Matters
Engineers should explore combining multiple AI tools they already subscribe to for cost-effective research.
Key Takeaways
- Integrate multiple AI tools to optimize token usage.
- Establish strict verification rules to enhance accuracy.
- Use cheaper models for initial tasks and reserve expensive ones for critical roles.
- Continuously refine your research framework based on findings.
How It Works
The framework orchestrates multiple AI models, allowing them to share memory and learn from each other. This setup enables the use of cheaper models for tasks like searching, while more accurate models handle verification, thus optimizing token usage and improving research efficiency.