tinh2

Runtime sweep that catches mobile-layout bugs: content clipped off the edge of a phone screen, touch targets smaller than 44×44px, text inside a button or input that overflows its visible width, and modals that extend past the viewport. Loads the running web app in headless Chromium at 360px / 390px / 768px and reports every offender with a screenshot crop and a concrete fix. TRIGGER whenever the

Audit manufacturing predictive maintenance systems for OPC-UA/MQTT sensor data pipelines, time-series storage retention, ML model lifecycle (training-serving skew, drift detection, retraining triggers), MTBF/MTTF/MTTR reliability calculations, Weibull survival analysis, RUL prediction accuracy, alert threshold tuning and false positive management, CMMS/ERP integration, spare parts demand forecasti

Audit a rehabilitation or physical therapy platform end-to-end -- evaluate recovery metrics tracking (ROM, strength, balance, gait), patient-reported outcomes (DASH, LEFS, NDI, ODI, PROMIS), home exercise program personalization and compliance tracking, setback prediction with risk stratification and plateau detection, therapist scheduling and caseload balancing, insurance authorization and 8-minu

Audit laboratory management systems -- chemical inventory (SDS, GHS, CAS tracking), equipment lifecycle and calibration scheduling, safety compliance (OSHA 29 CFR 1910.1450, Chemical Hygiene Plans, biosafety levels), hazardous waste management (EPA 40 CFR 260-270), training record enforcement, and SOP/protocol version control. Use when reviewing university, corporate, or government lab software ha

Generate an ASC 606 / IFRS 15 revenue recognition engine for SaaS — the five-step model (identify contract, identify performance obligations, determine transaction price, allocate to performance obligations, recognize as POs are satisfied) applied to subscription contracts, multi-element arrangements (subscription + implementation + training + support), contract modifications, ramp deals, usage-ba

Build a production-ready data API from scratch: scaffold REST endpoints with models and validation, generate integration tests that verify every route, then load test for scalability. Use when you need an API backend, data service, CRUD layer, or microservice with verified correctness and performance.

Analyze retail merchandising systems including planogram optimization (space-to-sales alignment, fair share index, sales per linear foot), visual merchandising effectiveness for in-store displays and e-commerce product pages, market basket analysis with association rule mining (Apriori, FP-Growth), cross-sell and upsell recommendation engine performance, seasonal calendar and event planning execut

Amplify safe, boring designs into visually confident interfaces. Increases contrast, adds dramatic typography, introduces bold color, and creates visual tension. Makes designs impossible to ignore.

Audit public sector and government resource allocation systems for budget optimization algorithms (zero-based, incremental, performance-based), service demand forecasting (ARIMA, Prophet, regression), equity-based distribution scoring (CDC SVI, environmental justice indices, disparate impact analysis), GIS geographic coverage and service gap analysis, workload-based staffing models, grant drawdown

Audit credit risk modeling software for scoring algorithm accuracy, regulatory compliance (ECOA, FCRA, SR 11-7), bias and disparate impact testing, model governance lifecycle, and explainability. Covers logistic regression, GBM, neural net evaluation, protected class proxy detection, adverse action notice generation, SHAP/LIME explainability, champion-challenger frameworks, and PSI drift monitorin

Analyze franchise expansion plans, model new market entry, score site selection candidates, map territory density, assess cannibalization risk, and build multi-year growth scenarios. Covers market feasibility scoring, Huff gravity models, trade area overlap analysis, white space identification, and unit-level investment returns for franchise development teams.

Analyze insurance underwriting systems for risk assessment accuracy, pricing adequacy, and portfolio exposure management. Evaluates predictive models (GLM, GBM), rating algorithms, loss ratio performance by line of business, guideline automation engines, regulatory compliance (NAIC, SERFF filings), and model governance following SR 11-7 standards across personal, commercial, and specialty lines.