Insights on AI engineering, computer vision, machine learning, and accessibility technology
VS Code + Claude Code maintained context across weeks of SharePoint term store fixes through persistent memory files. Here's why decision routing matters more than token windows.
How we integrated Nexa SDK for NPU-accelerated on-device AI and validated performance on Qualcomm Developer Cloud, achieving 2x faster inference and 9x better energy efficiency for real-time spatial captions.
ContinuonOS went from a chatbot wrapper to a complete cognitive architecture in 7 phases, all executed by Claude, Clawdbot, and Gemini working together on a Raspberry Pi 5. Here's how the architecture works, what we tested, and the principles that guide a robot brain designed to live with humans.
A detailed breakdown of the parts, Bill of Materials, and grey areas we discovered while building a 6-foot-reach mobile manipulation robot with dual arms, V-slot mast, and EcoFlow power system.
How we built a self-improving training system for ContinuonXR that generates its own learning curriculum, tracks brain state, and prepares data for MambaWave neural networks—all without human intervention.
How we extended CrowdTalkie with LoRa mesh networking, a decentralized Command Center for incident command, license plate OCR, photo geo-tagging, and zone handoff protocols.
A progress report on CrowdTalkie's evolution—from new mesh hardware guides to P2P networking fixes, CI/CD infrastructure, and a direction toward hardware-enhanced resilience.
How we evolved Flash Protest PTT into CrowdTalkie - a decentralized, end-to-end encrypted push-to-talk system built on libp2p mesh networking with Web Bluetooth fallback.
The Antifascist Fun Brigade launches a web-based, mobile-first push-to-talk system for flash protests—no login required, geofenced rooms, and built for community safety.
A complete toolkit for generating atmospheric video backgrounds using Google's Veo 3.1 AI model, designed for quote-based political documentaries.
Vibefounding makes startups easier to start—and easier to kill. Here's what I learned from 11 days building Civqo and why the missing runtime layer matters.
Donald Trump's trajectory from unconventional candidate to second-term president traced through his own verified, sourced statements spanning 2018-2026.
A 353-day timeline from immigration executive orders to the killing of a U.S. citizen in Minneapolis, examining historical patterns of authoritarian escalation and documented threats to the 2026 elections.
Meet MeloMax, an app built to reduce doomscrolling and rebuild attention spans. Free, private, and local with no auth required.
From KGB officer to Kremlin master: How Putin transformed Russia into a revanchist power waging war on its neighbors while cultivating unprecedented influence over American foreign policy.
Behind the scenes of creating an atmospheric documentary using Google's Veo 3.1 model.
Geoffrey Huntley's Ralph Wiggum technique for every platform. macOS, Windows, Linux, Raspberry Pi, and cloud servers. 10+ AI agents for autonomous coding.
A breakthrough in AI agent architecture means you can now send a single prompt and let an agent build autonomously for hours—without the degradation that previously made long sessions unreliable.
182 commits after the kids went to bed. A cloud platform built with Claude Code and the Ralph Loop.
A deep dive into the RCAN open source project, its Astro-based architecture, and how you can contribute to the future of robot communication.
The technical appendix to the RCAN protocol proposal. Includes JSON Schema for Robot URIs, Protocol Buffer definitions, and a complete handshake flow—proving RCAN is real code, not just a blog post.
The internet has ICANN. IoT has Matter. Robotics has nothing. The RCAN protocol proposes a global addressing, authentication, and governance standard for embodied AI.
2,652 commits, 76 new projects, and the journey from chasing business ideas to just building.
China's dominance in industrial robotics raises fundamental questions about who shapes the values embedded in embodied AI systems that will increasingly act in the physical world.
As embodied AI scales, we need a governance stack for the physical world—a constitutional operating system that encodes safety, law, and social norms into every robot's decision-making framework.
Why the future of robotics isn't a better robot—it's a better Operating System. How ContinuonAI applies UNIX principles to build the operating system for embodied AI.
A technical rationale for the latest Continuon Brain defaults: why they are explicit, how they resolve multi-owner conflicts, and how they preserve safety without degrading swarm throughput.
Testing hypotheses about safety-first autonomy, reproducible robot builds, and what happens when a cognitive architecture lives at the edge instead of the cloud.
Establishing the ContinuonXR robotics stack: Hypothesis validation, Raspberry Pi 5 integration, and the architectural transition to HOPE + CMS.
A modular learning plan that ties theory, coding practice, robotics, and MLOps into a single Nested Learning journey.
Testing Gemini 3 Thinking and Gemini 3 Fast as a Canvas application in Live Captioning XR with spatial captions.
Why we built Live Captions XR.
Introducing my new blog section where I'll share insights on AI engineering, computer vision, and accessibility technology.