Local-First Inference
High-performance LLM backends executing with low latency, long context windows, and dedicated hardware acceleration under full data sovereignty.
Research & Engineering
Deterministic execution meets local intelligence.
Designing resilient, local-first artificial intelligence infrastructure, semantic memory pipelines, and specialized autonomous software engineering agents.
Core Engineering Pillars
Principles guiding our local software, security, and machine intelligence stack.
Semantic Memory Graphs
Persistent four-tier memory indexing, atomic fact extraction, and continuous knowledge evolution across multi-agent sessions.
Autonomous Code Generation
Repo-scale codebase indexing, verifiable execution loops, and automated skill distillation for complex software construction.
System Architecture
Engineered for isolation, persistent state, zero external dependencies, and reproducible builds.
01
Isolated Userland Services
Conservative Debian host foundation supporting hyper-optimized userland inference runtimes and decoupled container microservices.
02
Strict Access Boundaries
Hardened ingress reverse proxy with TLS 1.3, strict network access controls, and explicit perimeter boundaries.
03
Self-Healing Maintenance
Automated native updates, atomic release staging, and continuous health gates ensuring zero downtime and instant rollbacks.
Engineering & Inquiries
For technical collaborations or private repository access requests.