Platinum Group Coatings (United States)

Le Chatelier Tokenomics: A Thermodynamic-Homeostatic Framing of Negative-Feedback Token Supply Control, with a Multi-Asset Coupled-Equilibrium Extension

Algorithmic monetary policy in decentralized systems is conventionally described in the language of control engineering: elastic-supply tokens (Ampleforth) and PI-controlled redemption-rate systems (Reflexer/RAI) adjust token supply or implied interest in response to the deviatio...

Homeostatic Governance: A Gorsky-Anokhin Alternative to the Viable System Model for Decentralized Organizations

Decentralized autonomous organizations (DAOs) increasingly require principled governance design rather than ad-hoc parameter choices. The leading cybernetic lens applied to DAOs is Stafford Beer's Viable System Model (VSM), recently mapped to decentralized organizations by BlockS...

Operating a Human-Governed Multi-Machine LLM Agent Fleet: An Experience Report

Most published multi-agent LLM systems are single-process orchestrations evaluated on benchmarks. We report on something different: a fleet of LLM agents distributed across five physical machines (an always-on hub, laptops, a family computer, and a VPS anchor), operated continuou...

When Does Graph Expansion Help Personal-Corpus Retrieval? A Query-Class-Stratified Evaluation Protocol for Retrieval over Human-Curated Wikilink Graphs, with Pilot Telemetry from a Production Deployment

Graph-augmented retrieval (Graph RAG) systems conventionally construct their graph by LLM-based entity and relation extraction. We study an alternative setting, common in personal knowledge management yet under-evaluated: the graph already exists as human-curated wikilinks accumu...