Twenty-three commits over four days closing out the build phase — production LLM-call telemetry with token usage and logCtx, per-project state isolation under workspace refresh, the inline past-gate rewind that lets users edit any prior decision from chat without leaving the session, and the final pass to unify the revision-request marked-card visual across every canvas tab
Seventy commits over seventeen days — splitting paired image generation into independently-retried sides, adding an admin pipeline to promote user-generated images into the shared model reference pool, and a long tail of UX and prompt fixes
Five commits sealing four small production cracks — three-layer dedup for retry/regenerate/approve to stop duplicate GPU spend, self-healing TTL on the off-hours flag so a missed cron stops wedging the API, archive-card thumbnail fallback, and stale-while-revalidate caching for the credits pill
One hundred and fifty-three commits across three days — the canvas panel ships with four stage variants, the workflow consolidates from three gates to five with the key-concept planner at GATE 1, the bottom-drawer ApproveSheet is replaced by a slimmer ApproveBar plus output tabs, and partial-revision arrives so users can re-run a single card instead of the whole stage
One hundred and thirty-four commits in twenty-four hours — four PRs landing in sequence built the entire React frontend on top of an empty Zustand store, a brand-new projects API, and a Zod-validated SSE pipeline that turned worker events into store mutations
Twenty-seven commits in one day — moving the prototype to bitbucket, hardening the Node runtime with structured logging and graceful shutdown, drafting the single-EC2 deploy stack, and bootstrapping the React+Vite+TypeScript replacement for the mockup
How NVIDIA AnyFlow built on Wan2.1 uses on-policy flow map distillation to enable any-step video generation from a single set of weights
An analysis of the 90 percent discount Claude API proxy case that reframes model performance guarantees as an economic accounting unit rather than a mathematical proof
A breakdown of the spec-driven development workflow GitHub Spec Kit proposes, its extensibility model, and how it differs from vibe coding
A digest of the latest moves in multimodal embeddings and retrieval read through two systems jina-embeddings-v5-omni and Qwen-Image-2.0
