u/TooCasToo

Agent frameworks waste 350,000+ tokens per session resending static files. 95% reduction benchmarked.

Measured the actual token waste on a local Qwen 3.5 122B setup. The numbers are unreal. Found a compile-time approach that cuts query context from 1,373 tokens to 73. Also discovered that naive JSON conversion makes it 30% WORSE.

Full benchmarks and discussion here:

https://www.reddit.com/r/openclaw/comments/1sb03zn/stop_paying_for_tokens_your_ai_never_needed_to/

reddit.com
u/TooCasToo — 16 hours ago

Agent frameworks waste 350,000+ tokens per session resending static files. 95% reduction benchmarked.

Measured the actual token waste on a local Qwen 3.5 122B setup. The numbers are unreal. Found a compile-time approach that cuts query context from 1,373 tokens to 73. Also discovered that naive JSON conversion makes it 30% WORSE.

Full benchmarks and discussion here:

https://www.reddit.com/r/openclaw/comments/1sb03zn/stop_paying_for_tokens_your_ai_never_needed_to/

reddit.com
u/TooCasToo — 16 hours ago

Agent frameworks waste 350,000+ tokens per session resending static files. 95% reduction benchmarked.

Measured the actual token waste on a local Qwen 3.5 122B setup. The numbers are unreal. Found a compile-time approach that cuts query context from 1,373 tokens to 73. Also discovered that naive JSON conversion makes it 30% WORSE.

Full benchmarks and discussion here:

https://www.reddit.com/r/openclaw/comments/1sb03zn/stop_paying_for_tokens_your_ai_never_needed_to/

reddit.com
u/TooCasToo — 16 hours ago