Trilogy’s Playbook for Open-Weight Cybersecurity with Kimi K3

This post details the integration of Kimi K3 on Fireworks AI for cybersecurity use cases, building upon previous work with Trilogy. It highlights the advantages of open-weight models for defensive AI workloads, emphasizing cost-effectiveness and deployment flexibility. The post outlines a practical reference stack that combines deterministic tools (indexing, parsing, deduplication) with Kimi K3 for judgment (evaluation, prioritization, remediation). It also describes a path-centric audit workflow that maps entry points, call graphs, and security-sensitive sinks, using Kimi K3 to evaluate reachability and impact within bounded units of work. The integration with Fireworks' OpenAI-compatible API is emphasized for seamless incorporation into existing clients and agent frameworks, allowing teams to scale inference independently.