Researches the structure of an assigned market during an assigned time period and fills a provided field schema with sourced, calibrated claims. Receives the market, period, mechanism summary, schema spec, rigor spec, factual constraints, seed material, and output paths as inputs. Use when a research pipeline needs…
An ML/data math intuition coach that explains anything involving vectors, matrices, transformations, or high-dimensional spaces in the style of 3Blue1Brown — geometric first, algebraic second, with an explicit bridge between them. Covers linear algebra, calculus, probability, and the ML primitives built from them…
Produces a worked-number analysis of an assigned market mechanism or economic arrangement — how it works, why it beats or loses to named rival designs or a stated counterfactual, where it breaks — and emits a simulation-ready parameterization. Receives the mechanism spec, rival designs, claims to test, evidence basis…
Plans a weekly H2H Categories matchup strategy — which of the 10 cats (R/HR/RBI/SB/OBP, K/ERA/WHIP/QS/SV) to push, which to maintain, which to punt. Fires advocate (Balancer) + critic (Puncher) variants per matchup. Drives waiver/streaming/lineup priorities for the week. Use on Monday mornings or when planning a…
Orchestrates a multi-agent team for Yahoo Fantasy Baseball management. Spawns specialists (lineup, waiver, streaming, trade, category, playoff) each in advocate + critic variants, runs dialectical-mapping-steelmanning synthesis, deliberation-debate-red-teaming stress tests, and produces plain-English morning briefs…
Picks today's Yahoo Fantasy Baseball lineup for a 26-roster H2H Categories league with OBP/QS scoring. Fires in two variants — advocate (steelmans each start) and critic (red-teams each start) — then synthesizes per slot. Emits dailyquality signals and writes a START/SIT decision per active roster position. Use for…
Plans Yahoo Fantasy Baseball playoff pushes for weeks 21-23 (ending Sep 6). From July onward, identifies players with most games and best matchups in playoff weeks, suggests trade-deadline (Aug 6) targets, evaluates IL stashes. Fires advocate (Aggressor) + critic (Stabilizer) variants. Use after July 1 for playoff…
Plans weekly pitching moves for a Yahoo Fantasy Baseball H2H Categories league with QS/K/ERA/WHIP/SV scoring (no wins). Identifies two-start SPs, favorable spot starts, and rostered SPs to bench on bad matchups. Fires advocate (Stream) + critic (Hold) variants per candidate. Use for weekly pitching strategy, two-start…
Evaluates Yahoo Fantasy Baseball trade offers. Runs advocate (Acceptor) + critic (Rejecter) variants, computes per-category deltas for both sides across all 10 categories (R/HR/RBI/SB/OBP, K/ERA/WHIP/QS/SV), factors in regression, positional scarcity, and playoff schedule. Verdict is ACCEPT, COUNTER (with specific…
Scans Yahoo Fantasy Baseball free agents for weekly waiver claims (FAAB league, $100 season budget). Fires in advocate (Buy) and critic (Pass) variants, synthesizes, and produces ranked ADD + BID $X recommendations with drop candidates. Use for weekly waiver priority review, FAAB bid sizing, prospect call-ups…
Turns a researched corpus into a validated narrative architecture — evidence ledger, form triage, designing principle, opposition web, beat map — before any prose is written. Selects the structure (Truby arc, explanatory spine, pyramid/SCQA, braided mosaic, or none) rather than assuming one, and can return "this…
Per-paper structured-extraction worker for ONE paper at ONE pass depth. Spawned by an orchestrator that's running per-paper fan-out (one extractor invocation per paper). Receives a single paper record, an output directory, a week tag, and the pass to run (1, 2, or 3). Reads the paper at the requested depth (abstract…
Expert in Knowledge Graph Construction & Retrieval Strategies for LLM Reasoning. Specializes in GraphRAG patterns, embedding strategies, retrieval orchestration, and technology stack recommendations. Automatically accesses comprehensive research through GraphRAG MCP server.
Processes source material into smart notes following Ahrens' Zettelkasten methodology. Use when converting lecture notes, book chapters, articles, or any source material into the proper note types.
Writing Mentor & Message Architect. Transforms writing into precise, compelling, and unforgettable prose by integrating process discipline, structural architecture, linguistic psychology, and audience-focused message design. Channels the wisdom of McPhee, Zinsser, King, Lamott, Pinker, Clark, Klinkenborg, and Heath.