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BekchiAI: Measuring, Observing, and Controlling LLM Agents in One Click

Research LLM Agents

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Merged summary

TL;DR - BekchiAI combines a deterministic benchmark for evaluating tool-using LLM agents with a web platform for monitoring and controlling deployed agents. It matters because it measures behaviors such as tool adherence, grounding, planning, and security judgment that accuracy-only leaderboards miss.

  • The benchmark contains 2,057 verifier-checkable tasks spanning seven categories and 13 ReAct agents.
  • Gold answers are computed through canonical SQL, exact DAG schedules, or closed-form functions rather than subjective grading.
  • Metrics include tool-call adherence, URL hallucination and source matching, accuracy, and per-model token cost.
  • The observability platform provides token and latency telemetry plus remote termination of agent runs.

Sources (1)

BekchiAI: Measuring, Observing, and Controlling LLM Agents in One Click

arXiv cs.AI Mesut Toruk 2026-08-27 arXiv:2608.26867
Public signals Semantic Scholar citations 0 · Semantic Scholar influential citations 0
Providers: Hugging Face · N/A OpenAlex · N/A Publisher · N/A Semantic Scholar · Citations 0 · Influential citations 0 X · N/A Fetched 2026-09-12 14:18:47.419427 UTC

TL;DR - BekchiAI combines a deterministic benchmark for evaluating tool-using LLM agents with a web platform for monitoring and controlling deployed agents. It matters because it measures behaviors such as tool adherence, grounding, planning, and security judgment that accuracy-only leaderboards miss.

  • The benchmark contains 2,057 verifier-checkable tasks spanning seven categories and 13 ReAct agents.
  • Gold answers are computed through canonical SQL, exact DAG schedules, or closed-form functions rather than subjective grading.
  • Metrics include tool-call adherence, URL hallucination and source matching, accuracy, and per-model token cost.
  • The observability platform provides token and latency telemetry plus remote termination of agent runs.
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