Dev Tools · 2h ago
Developer ships LLM security kernel after scrapping failed multi-model approach
A developer built BIOMA, a local Rust-based kernel that hardens LLM payloads before they leave the machine, protecting secrets and reducing costs. The project replaced a failed multi-LLM orchestration idea that actually decreased accuracy from 95% to 83% at 4-6x cost. The open-source tool is provider-agnostic and includes telemetry for monitoring.
Meridian48 take
The honest postmortem of a failed idea is more valuable than most success stories, but BIOMA's real-world adoption will depend on how it compares to existing guardrail solutions.
Read the full reporting
I shipped an LLM efficiency + security kernel — and deleted my own best idea →
DEV Community
llm-securityopen-source