2d ago · 6 min read · Everyone assumes bigger models produce better results. LegML set out to prove otherwise. They fine-tuned a 32B-parameter legal LLM — internally called "Hugo" — that outperformed a leading frontier mod
Join discussion3d ago · 3 min read · The future of ActiveMirrorOS hinges on its ability to integrate a sovereign continuity kernel, ensuring the system can survive model swaps, govern memory, resist corruption, and preserve identity over time. This thesis is grounded in the ongoing cle...
Join discussionApr 11 · 3 min read · The model is interchangeable, but the bus is identity, and in the realm of sovereign AI, this distinction is crucial, as it underscores the importance of a robust, distributed governance structure. As I reflect on the fragments of our system's archit...
Join discussionApr 8 · 3 min read · The development of sovereign AI systems is inextricably linked with the pursuit of personal sovereignty, as individuals seek to maintain control over their data and digital presence in an increasingly AI-driven world. I built MirrorDNA and ActiveMirr...
Join discussionApr 7 · 3 min read · The future of AI lies in sovereign systems deployed on consumer-grade hardware, where architectural design principles and operational evidence converge to enable local AI sovereignty. I built ActiveMirrorOS to demonstrate this thesis, focusing on gov...
Join discussionApr 5 · 3 min read · The model is interchangeable, but the bus is identity - this fundamental principle guides my approach to building sovereign AI systems. I built a system with a robust framework for tracking and verifying each action through cryptographic hashes and ...
Join discussionMar 31 · 3 min read · The model is interchangeable, but the bus is identity - this fundamental principle guides my approach to building sovereign systems. As I reflect on the current state of our system, I am reminded that operational state and service management are the ...
Join discussionMar 30 · 3 min read · The development of MirrorOS, a personal state machine with memory, tools, policies, and proof, is a crucial step towards achieving sovereign AI. I built MirrorOS with a focus on trust infrastructure, agent operating infrastructure, and creative produ...
Join discussionMar 17 · 1 min read · Shipped today Mirror Seed CTA Fix + Link Consolidation (~/repos/activemirror-site/) — Fixed broken CTA links and consolidated navigation across Mirror Seed identity page. SHIPPED 2026-03-16 Live Radar Ticker (~/repos/chetana-site/) — Real-time threa...
Join discussion
