tinh2

Audit e-discovery and litigation document review systems -- data collection pipelines (PST, MBOX, SharePoint, Slack), document processing (OCR via Tesseract/ABBYY, metadata extraction, deduplication), Technology Assisted Review (TAR 1.0/2.0/CAL with recall/precision tracking), privilege detection (attorney roster matching, keyword flagging, privilege log generation), PII redaction (SSN, credit car

Generate a bias-free, ATS-optimized, skills-based job description for 2026. Runs a banned-word filter on gender-coded ("rockstar/ninja/guru/aggressive/dominate"), age-coded ("digital native/young/recent grad"), and ability-coded ("walk the floor") language; enforces skills-based requirements (drops "5+ years required" to "3 years preferred" unless regulatory); auto-injects pay transparency block f

Configure over-the-air mobile updates — Shorebird for Flutter, CodePush or EAS Update for React Native — with update channels, staged rollout, forced vs optional update policies, rollback procedures, crash-rate monitoring, and CI integration

Analyze energy load forecasting systems including demand prediction models (ARIMA, Prophet, LSTM), weather API integration, peak shaving strategies, demand response program optimization, renewable intermittency handling, net load duck curve management, model validation with MAPE/RMSE accuracy metrics, and time-series data pipeline quality for utility and ISO/RTO operations.

Analyze vendor management systems for performance scorecards, third-party risk assessment, SLA enforcement, vendor rationalization, and relationship governance. Evaluates vendor tiering strategies, risk taxonomy (financial, cyber, compliance, geopolitical), continuous monitoring with BitSight/SecurityScorecard, ITIL supplier management alignment, diversity program tracking, and lifecycle managemen

Analyze commodity pricing and trading systems including forward curves, option models, position management, risk metrics, and regulatory reporting. Use when: 'review pricing models', 'audit trading system', 'evaluate VaR implementation', 'check commodity risk management', 'assess ETRM system', 'review derivatives valuation', 'analyze energy trading platform', 'evaluate hedge accounting'.

Audit demand forecasting models and inventory optimization logic -- forecast accuracy (MAPE, bias), safety stock calculations, reorder point strategies (EOQ, ROP, min/max), ABC/XYZ classification, demand signal pipelines, and multi-location network optimization. Use when reviewing supply chain software, warehouse management systems, or any codebase with SKU-level demand prediction and replenishmen

Review game code architecture for component coupling, ECS vs OOP design, update loop organization (deltaTime, fixed timestep, frame budget), state machine quality (boolean soup, string states), save/load serialization (versioning, migration, corruption handling), input handling (action-based abstraction, buffering, remapping), and anti-patterns (god objects, find-in-update, tight loop allocation,

Online research agent that searches the live web for any topic, fetches the strongest sources, and produces an easy-to-digest formatted report with citations. Triggers: 'research X online', 'find me info about X', 'search the web for X', 'look up X', 'what are the most used Y', 'who is doing Y now', 'compare X vs Y online', 'find references for X', 'is there a tool that does X', 'what's the curren

Find and safely remove dead code: unreachable paths, unused exports, unused functions, unused variables, unused CSS selectors, unused npm/pip/cargo dependencies, unused env vars, and commented-out code blocks. Builds full import graph, verifies no dynamic references before removal, runs build and tests after cleanup. Use when trimming bloat, removing unused dependencies, cleaning up after a refact

Audit e-commerce and retail product return systems for return rate reduction strategies, reverse logistics efficiency, refurbishment routing, fraud detection in returns, and return reason analytics. Use when reviewing order management systems, RMA workflows, warehouse return processing, disposition engines, or retail loss prevention tools.

Audit a healthcare software codebase for HIPAA Privacy and Security Rule compliance, HITECH breach notification readiness, 21st Century Cures Act interoperability requirements, and state-level regulatory gaps. Produces severity-rated findings with remediation priorities. Use when building EHR/EMR systems, patient portals, telehealth platforms, clinical decision support, or any software that handle