No Free Context: Break-Even Arithmetic for Prompt Reduction in LLM Agents
Research artifact for the paper "No Free Context: Break-Even Arithmetic for Prompt Reduction in LLM Agents", 2026 International Conference on Artificial Intelligence Centric Systems, Services, and Applications (AISSA 2026, IEEE). It contains the code and every simulation record behind the paper's numbers: 2,975 closed-loop tau2-bench simulation records (retail, airline and telecom; Claude Haiku 4.5 and Claude Sonnet 4.5 planners), 240 simulations with per-decision pruning telemetry, and 456 simulations run with Amazon Bedrock prompt caching enabled. bash reproduce.sh rebuilds every number, table and figure in the paper from these records in a
Resource information
- Format
- zip
- Original repository
- 23003988
- DOI
- 10.5281/zenodo.23003988
- Credit basis
- Creators in Zenodo record metadata
- Access
- Open files available from the original Zenodo deposit
- Last checked
- Nov 5, 2026
- License
- mit-license
- Last record update
- Nov 5, 2026
About this resource
Research artifact for the paper "No Free Context: Break-Even Arithmetic for Prompt Reduction in LLM Agents", 2026 International Conference on Artificial Intelligence Centric Systems, Services, and Applications (AISSA 2026, IEEE). It contains the code and every simulation record behind the paper's numbers: 2,975 closed-loop tau2-bench simulation records (retail, airline and telecom; Claude Haiku 4.5 and Claude Sonnet 4.5 planners), 240 simulations with per-decision pruning telemetry, and 456 simulations run with Amazon Bedrock prompt caching enabled. bash reproduce.sh rebuilds every number, table and figure in the paper from these records in about three minutes, with no cloud account and no cost, and then re-checks all 214 of the paper's claims as assertions over the data. The paper itself is copyright IEEE and is not included. The offline corpora are third-party and are not redistributed; scripts/fetch_data.sh downloads them at the pinned commits used. See THIRD_PARTY_NOTICES.md for the licences of the third-party material the records contain.