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LLM-as-Reducer and the Case for Killing the AI Label
Two AI product lessons from the Braves dashboard post-game expansion: use the LLM as a reducer over noisy community signal, and pull the AI label off the UI.
ReadFour Primitives, Three Reviews: How a Contributor PR Reshaped a Roadmap
claude-code-slack-channel v0.4.0 shipped a contributor PR that forced a scoping conversation. Four roadmap primitives emerged. Three parallel reviews — architect, sitrep, devils-advocate — converged on a narrower v0.5.0 than the original issues proposed. This is a case study in how collaborative review reshapes plans.
ReadPre-Warmed Narratives, Stat Digests, and a Community PR
Pre-warming AI narratives so viewers never see spinners, feeding structured stat digests into the prompt so narratives quote real numbers, and a contributor shipping three plugins to the claude-code-plugins marketplace.
ReadAI Code Review Blind Test: Where 5 Bots Shine
Five AI bots reviewed 74 PRs blind. No Slack, no roadmap. Matched maintainer decisions 63.5%. The breakdown is the finding.
ReadThe 35x FLOPs Error That Peer Review Predicted
A 35x FLOPs correction in pre-filing patent artifacts validated the reviewers' unchecked-derivation warning. The day's other shipments show what systematizing against named failure classes looks like.
ReadRepo-Resolver: Typed Errors and Monorepo Detection
A shared repo-resolver package shipped into claude-runtime — ADR to integration in seven PRs, with typed error classes and transparent fallback that avoided a flag day.
ReadTwenty-One Documents and a Weak Reject: Building a Research Corpus for a Novel Search Architecture
4000+ lines across 21 documents — invention disclosure, 6-paper research series, competitive landscape, probability assessment, and toolchain evaluation for a search architecture that eliminates precomputed embeddings. A simulated peer review returned Weak Reject. That was the most useful document of all.
ReadGroq on Cloud Run, a Dep Bump, and a Star Refresh
Three quick fixes across three repos — a missing env var that broke production inference, a dependency bump, and a GitHub star count update.
ReadTwelve PRs, a Security Sprint, and a Pregame Overhaul
Shipping 12 PRs in the Braves broadcast dashboard (strike zone chart, AI storylines, dark mode) while merging an external contributor's 6-commit security hardening sprint for claude-code-slack-channel.
ReadPregame Storylines Stuck Forever and a Docs Sync That Should Have Been Boring
The pregame view showed 'Generating storylines...' forever when the background prefetch failed. A cache-only read with no fallback was the culprit.
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