modular-max

Native Rust and Mojo recursive self-improvement engine with paired bootstrap evaluation and cryptographic ledger

Native Rust agent runtime with Axum WebSocket gateway, autonomous heartbeat scheduler, and Modular MAX local inference on Grace Blackwell GB10

Autonomous Change-Management, Schema Validation, and Eval Reliability Harness for AI Agents

Native honeycomb execution engine with 2D axial hexagonal geometry and model adapter pipeline

Native runtime state inspector, continuous watchdog, and hardware crash diagnostics

Transformer inference benchmark across PyTorch/CUDA, custom CUDA kernels, and Modular MAX/Mojo; MAX reached 1.9x faster GEMM on the large model.

Native reasoning extraction and dataset distillation pipeline

Hardware abstraction adapters for local AI accelerators and Modular MAX

The Crumb Protocol: Spatial Grounding, Architectural Topography, and Ephemeral Scent Specification for Autonomous AI Agents

Native Rust memory consolidation daemon for background session compaction

Process supervisor, health monitor, and crash recovery daemon for local services

Connective tissue for sovereign AI: an opt-in, privacy-first assistance network connecting agents in distress to peer assistance.

Native agent runtime, Axum web gateway, and Modular MAX model architectures for NVIDIA DGX Spark GB10

Native Rust memory engine with SQLite FTS5 lexical search and bi-encoder vector similarity

Decentralized peer-to-peer git synchronization utility anchoring repositories to the Radicle network

Event ledger and session tree implementation of the Crumb protocol for spatial grounding

Native Rust GitHub Action and CLI for pull request diff auditing, credential scanning, and automated triage