← ClaudeAtlas

alpha-judgelisted

LLM-judge stage of an alpha-mining pipeline: take a miner's deterministic candidate list, keep only real signal, drop noise, and propose additions to that miner's curated note. Use after any zero-token detector run. Reads only the candidate digest and the home note, never the corpus. Triggers: "/alpha-judge <miner>", "judge the candidates".
tonydzi/second-brain-starter-kit · ★ 6 · AI & Automation · score 78
Install: claude install-skill tonydzi/second-brain-starter-kit
# 🅰️⚖️ /alpha-judge — the reusable LLM-judge for every alpha miner > 🧒 **When reporting to a non-technical operator:** end with a child-simple "In plain words" recap in their language (their standing request; reports TO the operator only). The alpha-extraction engine = **cheap deterministic detector (0 tokens) → LLM judge → weekly ≤10 + yes/no calibration**, repeated for each of the 10 miners. The DETECTORS are per-miner scripts in `$IMPORTS_ROOT/alpha/`. The JUDGE is the SAME logic every time — so it lives HERE, once, and is reused. Canon: `02-Decisions\decision-alpha-extraction-engine-variant-a`; memory [[alpha-extraction-engine]]. ## Model policy (per [[model-routing-sonnet-grunt]] + the operator's 2026-06-14 session override) - **In-session, now:** judge on **Opus** (the operator steers; he'll say when to switch to Sonnet as Opus nears its limit). - **Nightly unattended:** **Sonnet** (idle free bucket) via `judge_nightly.cmd` (headless `claude -p --model sonnet`). LIVE + verified 2026-06-15 — Windows task "Alpha Judge Nightly" Mon 05:00, chained after the 04:15 scan. **Now judges ALL 10 miners** (was bets-only; expanded 2026-06-15) — one headless session reads THIS spec, loops the registry, applies the dedup-vs-home gate, writes each `<miner>-judged-latest.md`. **Vault writes are forbidden in nightly mode** (judge-only; home-note additions wait for the operator's in-session approval). (Auth is in the Windows keychain; check with `claude auth status`, re-login via `cl