

I stopped treating Clap like a dataset and treated it like an operator system
Clap evolved from dataset plumbing into a private-first operator system with simulation-first execution and local training paths.
2 days ago1 min read


QERS got real when I focused on gap metrics, not simulator hype
QERS moved from architecture pitch mode to measurable profile-based simulator evaluation with practical gap metrics.
2 days ago1 min read


The NCAA model improved after I split the problem into seed zones
A practical update on tiered seed-band modeling, routing logic, and assignment optimization for NCAA seed prediction.
2 days ago1 min read


Weeknotes: 2026 W14
A weekly live update covering technical progress, project movement, friction, and next focus.
2 days ago1 min read


LOL News and the problem with novelty-only apps
LOL News started as a playful React Native app idea. The useful work was in feed reliability, voice output behavior, and content filtering choices.
2 days ago1 min read


Convo AI was fun until progression logic got real
Convo AI started as a gamified learning prototype. The hard part became progression logic, state consistency, and writing tasks that do not feel fake.
2 days ago1 min read


Building an ethics tool inside the tab people already use
AI Ethics Coach is a Chrome MV3 extension that reviews selected text and returns practical flags without pretending to replace policy or judgment.
2 days ago1 min read
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