LLM Mart Basic
@llm-mart · Joined Jun 2026
Audit ML experiment tracking infrastructure for reproducibility gaps, parameter logging completeness, metric capture, artifact management, and pipeline orchestration. Covers MLflow, Weights and Biases, DVC, Sacred, Neptune, Hydra configs, model registries, and produces a reproduc
Optimize mining extraction operations by analyzing ore grade control, processing plant throughput, metallurgical recovery rates, energy consumption, and water balance.
Audit commercial building energy performance including HVAC optimization, ENERGY STAR scoring, utility cost analysis, demand response readiness, and sustainability compliance.
Analyze fleet maintenance programs for preventive maintenance scheduling effectiveness, parts inventory forecasting, vehicle downtime minimization, total cost of ownership modeling, and telematics integration.
Analyze fleet safety programs including driver behavior scoring, accident trend analysis, CSA BASIC score monitoring, DOT audit readiness, Hours of Service compliance, and drug and alcohol testing programs.
Manage the full Freedom of Information Act (FOIA) and state public records request lifecycle — intake form generation, agency-specific portal routing (FOIA.gov, FBI eFOIA, USCIS, FOIAonline successor portals).
Analyze food supply chain systems for waste reduction opportunities including shelf life prediction models, FIFO and FEFO inventory rotation enforcement, demand forecasting accuracy and bias, donation logistics workflows, cold chain temperature monitoring, and sustainability repo
Benchmark franchise locations by comparing top and bottom quartile performance across revenue, profitability, and operational scores.
Analyze franchise inventory management for par level optimization, waste tracking and root cause analysis, and theoretical vs. actual usage variance.
Analyze fraud detection systems including rule engines, ML scoring models, real-time transaction monitoring, alert triage workflows, false positive management, SAR/CTR regulatory reporting, adversarial robustness testing, and adaptive retraining pipelines for payment fraud, accou
Analyze fleet fuel optimization systems including MPG consumption analytics, eco-driving behavior scoring, route fuel cost modeling, idling detection and anti-idle programs, IFTA tax compliance reporting, alternative fuel transition planning, EV charging infrastructure readiness,
Analyze university and research institution funding allocation systems including RCM revenue attribution, performance-based budgeting, faculty startup package management, F&A indirect cost recovery distribution, equipment sharing and core facility recharge rates.
Analyze game AI systems including behavior trees, finite state machines, GOAP planning, utility AI scoring, A-star and NavMesh pathfinding, steering and flocking behaviors, perception and awareness models, dynamic difficulty adjustment, NPC dialogue trees and scheduling, boss AI
Analyze game design documents and implementations for core gameplay loop clarity and depth, XP leveling curves and unlock pacing, difficulty curve spikes and plateaus, skill tree viability, player motivation via Self-Determination Theory.
Analyze in-game economy systems including soft and hard currency source-sink balance, inflation projection modeling, loot table drop rate fairness and pity system evaluation, gacha probability disclosure, player marketplace health and price manipulation risks.
Analyze game monetization implementations including IAP purchase flow and server-side receipt validation, ad mediation waterfall and rewarded video placement, subscription lifecycle and grace period handling, battle pass XP progression.
Analyze game code for performance bottlenecks including draw call batching and overdraw, shader complexity and LOD strategy, per-frame GC allocation pressure, object pooling gaps, physics timestep and collision matrix tuning, spatial partitioning for entity queries.
Whole-codebase analysis powered by Gemini 2.5 Pro's 2M token context window. Triggers: bounded per-module analysis misses inter-module patterns or when you need a full-graph view before a major refactor.
Generative Engine Optimization (GEO) / Answer Engine Optimization (AEO) — make a site citable by ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews. Triggers: "GEO", "generative engine optimization", "AEO", "answer engine optimization", "AI search optimization".
Analyze grant management and sponsored research operations including proposal lifecycle tracking, pre-award routing and budget development, post-award expenditure monitoring and burn rate analysis, 2 CFR 200 Uniform Guidance cost allowability enforcement.
/fest-commit
fest-commit
Commit changes with festival traceability metadata
/fest-create
fest-create
Create a new festival, phase, sequence, or task
/fest-list
fest-list
List all festivals with their status and completion percentage
/fest-next
fest-next
Get the next actionable festival task with full context
/fest-show
fest-show
Show festival progression (in-progress tasks, roadmap, and dependency view)
/fest-status
fest-status
Show festival progress and current status
/fest-understand
fest-understand
Learn about the Festival Methodology (concepts, structure, rules, and workflows)
/fest-validate
fest-validate
Validate festival structure and find issues
/festival-plan
festival-plan
Turn one sentence of intent into a structured plan, sized correctly and planned through the loop
/MODE_SYNTAX
MODE SYNTAX
Canonical reference for invoking `agentii-investment-intelligence` slash commands across Claude Code, OpenCode, Goose, Codex, OpenClaw, and Claude Cowork. Frozen at v1.0 per the mode-addressability syntax + Round 4 Q12.
/operational-kpi
Operational kpi
Operational KPI dashboard — headcount trends, utilization rates, backlog/book-to-bill
/revenue-decomp
Revenue decomp
Revenue decomposition — segment breakdown, geographic split, product-line waterfall
/unit-economics
Unit economics
Unit economics analysis — CAC/LTV estimation, churn inference, gross margin per unit
/what-if
What if
What-if scenario analysis — scenario tree construction (bear/base/bull), sensitivity to macro variables
/business-model
Business model
Business model classification and structural analysis — product/service/platform, distribution channels, revenue composition, market sizing
/competitive
Competitive
Competitive landscape analysis — peer positioning, market-share dynamics, moat assessment
/earnings-sentiment
Earnings sentiment
Earnings sentiment analysis — analyst estimates vs. guidance, sentiment trends, surprise history
/growth-strategy
Growth strategy
Growth strategy analysis — organic/inorganic growth decomposition, pipeline analysis, execution tracking
/recent-quarter
Recent quarter
Recent quarter performance analysis — quarterly P&L, margin drivers, EPS, sequential momentum
/risk
Risk
Risk analysis — regulatory, competitive, macro, and technology risk assessment
Make any song you can imagine
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