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Seyyed_arc/docs/ai-agent/evals/tool-schema-loading/latest.json
2026-08-21 00:15:57 +00:00

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{
"dataset_version": "2026-08-19.v1",
"production_k": 48,
"complexity_iterations": {
"simple": 3,
"medium": 6,
"complex": 12
},
"discovery_recall": {
"10": 0.9549,
"15": 0.9752,
"20": 0.9819,
"48": 0.9819
},
"recall_regression": {
"at_10_ok": true,
"at_15_ok": true,
"at_20_ok": true
},
"modes": {
"current_k48": {
"k": 48,
"progressive": false,
"queries": 443,
"recall": 0.9819,
"avg_iterations": 4.98,
"avg_initial_schema_tokens": 7862,
"avg_additional_schema_tokens": 0,
"avg_wire_schema_tokens_per_request": 42977,
"avg_construction_tools": 30.56,
"total_wire_schema_tokens": 19038753
},
"current_k20": {
"k": 20,
"progressive": false,
"queries": 443,
"recall": 0.9819,
"avg_iterations": 4.98,
"avg_initial_schema_tokens": 4621,
"avg_additional_schema_tokens": 0,
"avg_wire_schema_tokens_per_request": 24837,
"avg_construction_tools": 17.05,
"total_wire_schema_tokens": 11002983
},
"progressive_k15": {
"k": 15,
"progressive": true,
"queries": 443,
"recall": 0.9752,
"avg_iterations": 4.98,
"avg_initial_schema_tokens": 3706,
"avg_additional_schema_tokens": 6,
"avg_wire_schema_tokens_per_request": 19955,
"avg_construction_tools": 13.54,
"total_wire_schema_tokens": 8840196
},
"progressive_k10": {
"k": 10,
"progressive": true,
"queries": 443,
"recall": 0.9549,
"avg_iterations": 4.98,
"avg_initial_schema_tokens": 2605,
"avg_additional_schema_tokens": 13,
"avg_wire_schema_tokens_per_request": 14028,
"avg_construction_tools": 9.48,
"total_wire_schema_tokens": 6214302
}
},
"wire_token_reduction_progressive_k15_vs_current_k48": 0.5357,
"honest_split": {
"application_side_duplication": "solved",
"llm_wire_duplication": "reduced_if_smaller_k_sent_each_iteration",
"provider_tool_prefix_cache": "openai_prompt_cache_key / anthropic_cache_control — not used for tools in this phase"
}
}