Latest Insights
Exploring the frontiers of AI, software architecture, and engineering.
Offline-First With Service Workers: Cache Strategies and the Pitfalls Nobody Mentions
Service worker cache strategies, IndexedDB persistence, and the pitfalls nobody mentions: version skew, storage eviction, opaque responses, and update UX.
Read Article →Privacy-First Analytics: The Case for Local-First Data Processing
Breach liability, GDPR surface, and the trust asymmetry: why processing data locally is a verifiable guarantee instead of a policy promise.
Read Article →From CSV Chaos to Clarity: Deterministic Cleaning Heuristics That Actually Work
Delimiter sniffing, encodings, quoted commas, mixed types, duplicate headers — the real CSV failure modes and the deterministic heuristics that fix them.
Read Article →Anatomy of a Great Dashboard: An Engineer's Guide to Signal Hierarchy
Dashboard design from an engineering lens: the five-second test, aggregation choices that mislead, sparklines vs. charts, and what to leave out.
Read Article →Running ML in the Browser: The Engineering Behind Client-Side Inference
Web Workers, chunked parsing, typed arrays, and memory cliffs: the real engineering behind running statistics and ML entirely in the browser.
Read Article →Correlation Is Not Causation: Using a Correlation Matrix Without Fooling Yourself
Spurious correlations, confounders, and outlier-driven r values: how to use a correlation matrix for hypothesis generation without fooling yourself.
Read Article →