BitSec identifies LLM validation abuse in agent code
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Team flagged an agent implementing nested loops to submit excessive parallel LLM API calls (240+ concurrent requests across files, prompts, and models), designed to maximize token consumption. A separate incident noted a hard steer check balance error. Recommendation issued to replace metered Anthropic API keys with Claude Code OAuth tokens for cost efficiency.
- •Agent SN60-1154 rejected for inference abuse via nested ThreadPoolExecutor loops
- •Pattern submits 6 personas × 2 models × 20 files = 240 parallel LLM calls
- •Team advised switching to Claude Code OAuth for cheaper API consumption
Distilled from 4 team messages in the official Bittensor Discord. Generated by Claude Haiku 4.5.