Notes on frontend engineering and AI coding: problems, implementation choices and lessons learned.
Debug 1px mobile carousel seams caused by subpixel rounding. Compare negative margins, CSS translation, and scale transforms to eliminate rendering gaps.
曾亮懿 How to fix Google indexing deadlocks in static Astro sites using incremental cache-driven API submissions, Git SHA hashing, and sitemap lastmod timestamps.
曾亮懿 Compare 5 AI adapter formats: separate JSONL events from SQLite keys, and inspect indexed, orphan, and unknown-version chat transcripts in memory stores.
曾亮懿 Compare Claude Code, Cursor, Copilot, and Trae storage paths. Distinguish raw copies from exports, and verify migration retention with test manifests.
曾亮懿 Build an acceptance matrix from Claude Code, Codex, Cursor, Trae, and Copilot parsers, checking tool flags, thinking, order, and snapshot coverage.
曾亮懿 Test 7 ChatCrystal providers and AI SDK factories with offline mocks for Responses, Chat Completions, embeddings, and structured output rejection.
曾亮懿 Separate parsing, SQL writes, WASM export, and summary queues; use synthetic inputs to check retention and data equivalence.
曾亮懿 Check current CLI commands and JSON shapes; reject false success with synthetic process and per-ID state checks before scheduling and recovery.
曾亮懿 Audit source and length denominators, false accepts and rejects, and empty samples; separate current filtering, summaries, and measured reuse.
曾亮懿 Trace ChatCrystal local, cloud, and onboarding modes, verify CommonJS loading and port contention, and inspect window and shutdown boundaries.
曾亮懿 Turn note and code graph relations into verifiable fault checks: trace candidate edges, check dependencies, and avoid treating links as proof.
曾亮懿 Examine Model Context Protocol boundaries: tool discovery, server instance tracking, and execution permissions in reviewable developer environments.
曾亮懿 Explore ChatCrystal, developer tools and daily learning notes on my GitHub. Questions about the implementation are welcome.