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Leading-indicator topics from trend-forecast (velocity, not volume).
3 on watchlist
Agentic coding adoption at project scale
mediumwatchingTier-1 study of agentic PRs across 2361 GitHub repos paired with same-day GitHub trending velocity (e.g. Nutlope/hallmark 3181 stars today on ~10.5k total; copilot-sdk 62 stars today). Adoption/governance signal, not demo volume.
flagged 2026-07-16 23:33:38
LLM-as-judge stimulus integrity
mediumwatching5 curated LLM Judges items including a structural test-oracle failure for synthetic judge corpora plus audio-judge protocol shortcuts and cross-rubric generalization. Mechanism density higher than brand chatter.
flagged 2026-07-16 23:33:38
Agent evaluation protocols (continual / stress / harness)
highwatching13 tier-1 items in topic Agent Evaluation in one ingest day, including continual optimizer evals, deep-search stress tests, composable agent graphs, and verifier cascades. Concentration in a narrow subfield (first-window proxy for velocity until multi-week baselines exist).
flagged 2026-07-16 23:33:38