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Desert Inference Mesh v3 — Edge Node Synchronization
We've deployed 847 edge nodes across the Sonoran grid. Latency dropped 62% with the new cactus-routing protocol. Full benchmark data inside.
Zero-Trust Neural Attestation for Model Weights
Proposing a cryptographic attestation layer for distributed model checkpoints. Prevents weight poisoning in federated training clusters.
Obsidian Kernel Scheduler — Real-time AI Workloads
Custom Linux scheduler fork optimized for GPU time-slicing on desert solar arrays. 3.2x throughput on mixed inference/training workloads.
[Paper] Sparse Attention at Desert Scale
Our team published findings on sparse attention patterns that thrive in low-bandwidth, high-latency environments. ArXiv link + reproducible code.
Open FPGA Neural Accelerator — Schematic Release
Releasing full schematics for our desert-hardened FPGA inference board. Handles 400 TOPS at 45W. BOM under $800.
cactus-cli v2.0 — Deploy Anywhere, Survive Everything
Major release: mesh discovery, offline-first sync, and encrypted thread replication. Built for communities that can't rely on centralized infra.