BitSec identifies LLM validation abuse in agent code

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