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.
/secular-trends
Secular trends
Secular technology trends analysis — technology adoption cycles, disruption risk, strategic positioning
/turnaround
Turnaround
Turnaround vs stagnation analysis — performance inflection detection, operational metrics, leadership impact
/valuation-methods
Valuation methods
Valuation methods analysis — multiples, DCF inputs, PEG integration, valuation assumption extraction
/competitive-positioning
Competitive positioning
Porter-style competitive positioning analysis — strategic group mapping, differentiation analysis
/peer-bench
Peer bench
Peer benchmarking — multi-ticker financial comparison, growth/value matrix, z-score ranking
/sector-overview
Sector overview
Sector overview — TAM estimation, competitive concentration (HHI), regulatory landscape
/supply-chain
Supply chain
Supply-chain map — supplier/customer dependency, geographic concentration, bottleneck identification
/currency-analysis
currency-analysis
Currency Analysis — macro strategy analysis
/macro-regime
macro-regime
Macro Regime — macro strategy analysis
/rate-cycle
rate-cycle
Rate Cycle — macro strategy analysis
/3-statement
3 statement
3-statement integrated financial model — IS/BS/CFS triangulation, 5 historical + 5 forecast years
/audit-xls
Audit xls
Audit an Excel workbook — formula errors, hardcoded cells, calculation arc cross-validation
/comps
Comps
Trading comps analysis — peer-group selection, trading-multiple triangulation, implied-valuation range
/dcf
Dcf
DCF valuation model — 5-10 year projection, WACC construction, sensitivity tables
/earnings-preview
Earnings preview
Earnings preview presentation — 4-6 slide deck with consensus estimates, historical surprises, forward catalysts
/lbo
Lbo
LBO model — sources & uses, debt schedule, exit-multiple analysis, sponsor IRR sensitivity
/pitch-deck
Pitch deck
Investment thesis pitch deck — 12-16 slide presentation with sourced footers
/sotp-valuation
Sotp valuation
Sum-of-the-parts valuation — segment-level multiples, conglomerate discount analysis
/xlsx-financials
Xlsx financials
XBRL-to-Excel — proper number formatting, frozen headers, named ranges, calculation arc cross-validation
/income-strategies
income-strategies
Income Strategies — options and derivatives analysis
Make any song you can imagine
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