Tech & AI Research
AI engineering breakthroughs, reinforcement learning architectures, and ArXiv syntheses with ShVaSa intuition.
Engineering Analysis: Who May Overrule the Agent? Evidence-Gated Authority in LLM Review Institutions
Analytical synthesis and ShVaSa intuition regarding Who May Overrule the Agent? Evidence-Gated Authority in LLM Review Institutions sourced via ArXiv CS.AI Research.
Research Synthesis: Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization
In-depth editorial curation and ShVaSa intuition on Inside the Architectures of Open-Source LLMs: Attention, MoE, Hybrid Layers and Quantization, analyzing architecture and hardware trade-offs.
Physical Computing & Vision-RL: Deploying Quantized Actor Policies to Raspberry Pi for Home Robotics
Bridging the sim-to-real gap: training vision-based actor-critic policies on DGX clusters and deploying quantized INT8 ONNX models to Raspberry Pi for closed-loop physical automation.
Engineering Analysis: Residential proxies detected on White House network
Analytical synthesis and ShVaSa intuition regarding Residential proxies detected on White House network sourced via Hacker News.
Tech & AI Synthesis: Reinforcement Learning Scaling Laws and Test-Time Compute
Synthesizing recent ArXiv breakthroughs in test-time compute, policy optimization (PPO vs GRPO), and why AST verification eliminates inference hallucination.
Edge Reinforcement Learning on Raspberry Pi: Autonomous Smart Home Energy & Climate Optimization
How we train PPO and tabular Q-learning policies to optimize multi-zone HVAC and dynamic power management directly on a Raspberry Pi 5 edge controller.