Planning & Project Management for Claude Code

Stage 3 collaborative preference agent for the conference-scheduling pipeline — the one a person actually talks to. Reads the theme map and representative talks first so it is grounded, then asks a SMALL number of sharp, choice-based questions contrasting real sessions, holds the person's interests as an uncertainty region it narrows with each answer, deliberately probes outliers to fight selection bias, and elicits the user-owned objective weights and hard constraints. Stops as soon as the sche

Stage 4 scheduling worker for the conference-scheduling pipeline. Turns the event records, theme affinities, and preference profile into a feasible day-by-day schedule by solving a constraint-optimization problem — hard constraints (no overlap, travel time, capacity, the attendee's must-attends/blackouts) plus the user-owned weighted objective (interest, breadth, pacing/contiguous-free-time, serendipity). Surfaces unbreakable conflicts as decisions instead of silently picking, and names what the

Quarterly strategic advisor for substacker. Synthesizes the corpus, Curator's section map, Growth Analyst's rolled-up weekly data, and writer's stated goals into a 1500-3000 word review. Surfaces three uncomfortable questions (evidence + reasoning + downside), assesses section portfolio, proposes goal diffs, names one bet for the next quarter, identifies kill list. Rolling 13-week windows, NOT calendar quarters. Use quarterly or on-demand when a specific strategic decision is pending (e.g., "sho

Tracks and advises on the long-horizon portfolio — taxable brokerage, 401k, and HSA invested portion — by aggregating asset allocation across all three, computing drift versus target, optimizing contributions (employer match, annual limits, HSA investment threshold), scanning for tax-loss-harvest candidates with wash-sale awareness, and producing rebalance proposals that prefer tax-advantaged accounts. Runs a quarterly retirement projection. Never executes trades. Use as the investment phase of

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 weekly matchup strategy.

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 positioning, trade-deadline planning, or late-season roster moves.

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 pitcher targeting, spot-start streaming, or K-chasing plans.

An elite forecasting agent that orchestrates reference class forecasting, Fermi decomposition, Bayesian updating, premortems, and bias checking. Adheres to the "Outside View First" principle and generates granular, calibrated probabilities with comprehensive analysis. Use when user asks for forecast, prediction, or probability estimate.

Times the five single-use chips (Wildcard, 12th Man, Maximum Captain, Clean Sheet Shield, Qualification Booster) across the whole FIFA World Cup Fantasy tournament horizon. Maintains a living deployment plan — which chip is earmarked for which upcoming round, the trigger condition that fires it, and the fallback — and answers the per-round question "fire a chip this round, or hold?". At the verify stage it red-teams the evolution engine's offspring on whether a chip actually belongs on a candida

User-facing orchestrator for FIFA World Cup Fantasy. Runs the evolutionary generation loop — spawns archetype strategist teams in parallel, drives fitness/selection/recombination via wc-evolution-engine, has specialists adversarially verify the offspring, then presents a DECISION BOARD of 2-4 weighted options and STOPS for the expert manager to choose. Advisory not prescriptive: surfaces options with full reasoning and dissent, never auto-commits a squad/XI/captain/transfer/chip. Manages the tou

The tournament-theory pillar of the FIFA World Cup Fantasy backroom. Rates per-team fixture difficulty for the round (and across the horizon), estimates progression probabilities (group qualification + each knockout round) via reference-class base rates updated Bayesianly on form, flags weak-group mismatches (powerhouse vs minnow -> attacker captain candidates + defender clean-sheet locks) and fixture SWINGS to plan transfers around. Emits a `fixture` signal that feeds wc-fitness-eval's progress

Estimates the field for FIFA World Cup Fantasy — public ownership and EFFECTIVE ownership (EO = field_own% × (1 + captaincy_share)), the template set vs the differential list, where the field is OVER-CONCENTRATED (a fade opportunity) and where it is UNDER-REACTING to fixture/rotation news (a get-there-first edge), plus coarse tracking of the visible mini-league rivals for leverage moves relative to specific opponents rather than the global field. Emits an `ownership` signal that feeds wc-fitness

Constraint-and-value specialist for FIFA World Cup Fantasy. In the VERIFY stage, red-teams the evolution engine's recombined offspring for BB6 feasibility (budget, nation cap, valid 2-5-5-3 with >=1 legal XI) and value-per-million, emitting a keep/annotate/kill `verify` verdict. During transfer windows and squad builds, generates concrete transfer plans — evaluating transfer ROI against the free-transfer budget and any points hit, handling elimination-driven forced swaps, and scoping the group->

A single population member in the FIFA World Cup Fantasy evolution engine. Spawned once per archetype (genotype) and run in parallel with its siblings by wc-director. Develops its assigned archetype philosophy into ONE complete, valid candidate — a full 15-man squad, a full matchday plan (XI/captain ladder/bench/subs), or a transfer plan — by weighting the shared scout/EV/fixture/ownership signals according to its genotype, then self-stress-tests it with an internal advocate/critic pass before e

The dedicated LENS fan-in reconciler for the FIFA World Cup Fantasy system, spawned by the Director (main thread). Reads the K verify/judgement artifacts a lens fan-out produced (a specialist run once per lens — advocate/critic/…) and INTEGRATES them into one reconciled verdict plus the residual dissent that does not resolve — it never argmaxes ("pick the best one"). Can also reconcile several specialists' reconciled verdicts into a cross-specialist read for the board. Writes a `synthesis` signa