Unfiltered Musings & Signals
Short-form epiphanies, building in public updates, local LLM quantization breakthroughs, and architectural reflections.
Deterministic verifiers > subjective LLM-as-a-Judge. When evaluating code or math, run the test and check the return value. Ground truth is not a prompt, it's a compile step.
Local LLM inference on consumer hardware with quantization (like Gemma 4 and Qwen 30B via LM Studio) is reaching frontier parity for domain-specific agent loops. The cloud is no longer the only game in town.
Multi-agent systems shouldn't just be 'cheerleaders'. The secret to real production reliability is adversarial checks: having an explicit Critic agent whose only job is to poke holes in proposals before the Judge rules.
Building with Apple-grade polish means caring about the micro-interactions: spring physics on cards, frosted glass backdrop filters, and subtle 3D lighting that reacts when your cursor moves.