DRM3 Labs
Blog
Engineering and research. What we build, how it works, why it matters.
Pistachio v0.26: Canary Rewrite, Error Classification, and Inference Pipeline Refactor
Pistachio v0.26. Claim-based inference with session-aware TypeScript SDK. Error classification with specific categories. Canary test uses the real inference path. Top Models stock template. 10 critical bugs fixed.
Pistachio v0.23: Telemetry, Provider Intelligence, and Bugfixes
Pistachio v0.23. Telemetry store with full session lifecycle tracking. In-app provider limits documentation. Parallel close fix. Cache anti-resurrection. Redesigned sidebar. Docker image on Docker Hub. Deploy a Morpheus inference gateway in one command.
How DRM3 Indexes 6,700 News Feeds with Provenance
World News RAG is DRM3's news intelligence index. 6,700+ RSS feeds, 35+ languages, millions of articles per year. Every article provenance-signed. Powers semantic search, classification, and downstream products like SignalForge.
Pistachio v0.19: Direct Chain Reads, Canary Testing, and Error Attribution
Pistachio v0.19. Decoupled from Cashew, direct chain reads, signed capacity verification, canary and load testing, model blacklists, parallel session reclaim, RPC setup for desktop, error attribution, GEN 9 pass, DeepSeek V4 Pro and Kimi K2.6.
The Inference Inflection: Agents, MOR, and What Happens Next
AI inference demand is growing as autonomous agents run 24/7 and consume more compute than chatbots. Morpheus provides the supply. Pistachio makes it usable. Here is what the current data shows.
Pistachio: Peer-to-Peer AI Inference on the Morpheus AI Network
A local AI gateway that stakes MOR tokens, opens sessions directly with providers, and routes inference without a middleman. Free to start, NFT passes for additional capacity.
AI Data Provenance Solutions: Ensuring Trust and Transparency in 2026
If you cannot prove what went into your dataset, your AI output, your podcast, your news article, why should anyone trust it? Here is what data provenance means, what solutions exist, and how cryptographic signing works.