Moving beyond static desktop applications to an Inference Kernel → Hardware Abstraction Layer → Agentic Intent paradigm. Local-first, privacy-preserving, and engineered for edge environments.
Built from the ground up for zero-crash execution, strict least privilege, and air-gapped sovereignty.
Sub-50ms deterministic regex and pattern routing via GemmaMicroKernel, with seamless speculative escalation to GemmaDeepKernel for multi-step reasoning.
Least-privilege security model with automated unified diff generation. Host file modifications and network requests require explicit operator authorization.
Context budgeting with L1 Active Working Memory, L2 Episodic Compressed Memory, and L3 Persistent SQLite Vector Storage with on-demand page fault resolution.
Air-gapped peer discovery and task gossip over local UDP broadcasts (port 5005). Operates without cloud backends or external telemetry.
Execute untrusted or dynamic Python scripts and WebAssembly modules with timeout protection, stdout/stderr capture, and isolated globals.
Embedded SQLite entity-relationship triplets extracted from conversation traces, answering associative queries like "Who did I talk to about Physics?"
Systematically organized for four distinct developer and user journeys.
Zero-to-one developer quickstart guide covering virtual environment setup, configuration options, and state execution.
Step-by-step recipes for declaring custom tool schemas, hooking them into the Shell Agent HAL, and handling callbacks.
Machine-accurate specifications for all 17 master gateway endpoints, grammar schemas, and SQLite database models.
Architectural narratives, mathematical models of context tiering, and formal Architectural Decision Records (ADRs).