Desenvolvimento

Audit a rehabilitation scheduling system -- evaluate therapist productivity and utilization rates, PTA/COTA supervision compliance, patient flow and no-show management, equipment and treatment room allocation, insurance authorization tracking with expiration alerts, CMS therapy cap monitoring (KX modifier thresholds), payer-specific visit limits, session frequency optimization, and multi-disciplin

Run a review and CI loop around a pull request with explicit approval gates for code changes, remote writes, and follow-up actions.

End-to-end affordable housing compliance and risk audit: analyze property management and waitlist operations, predict eviction risk with early warning models, review Fair Housing Act and HUD regulatory compliance, and model rent burden and subsidy accuracy across the portfolio. Use when building or auditing a housing authority system, property management platform, Section 8 voucher program, LIHTC

Run independent work in parallel with explicit wave boundaries, lightweight coordination, and bounded verification. Use when latency matters and the work does not need a persistent completion loop.

Analyze nonprofit fundraising software for RFM donor segmentation, campaign performance modeling with A/B testing, recurring giving retention and failed payment recovery, major gift prospect scoring using capacity-affinity-propensity frameworks, event ROI calculation, multi-touch channel attribution, gift officer portfolio management, and donor data quality hygiene.

Complete testing pipeline — full test suite, test everything, automated and manual tests.

Identify and prevent target leakage in ML preprocessing pipelines.

Pre-submission audit for Apple App Store and Google Play Store compliance. Checks App Store Review Guidelines (safety, performance, business, design, legal sections) and Google Play Developer Policies (user data, permissions, deceptive behavior, monetization, store listing, content). Reviews In-App Purchase and Play Billing requirements, privacy policy and data collection disclosure, App Tracking

Turn vague implementation requests into testable requirements before coding.

Generate consumer-driven contract tests for APIs. Auto-detects framework (Express, Fastify, NestJS, Django, FastAPI, Go), selects Pact, OpenAPI validation, or schema snapshots, verifies backward compatibility, catches breaking changes before deploy, and configures CI verification. Use when you need to validate API schemas, prevent breaking changes, verify backward compatibility, or set up consumer

Check existing repo capability, external libraries, MCP options, and maintenance risk before writing custom code. Decide adopt/wrap/build with explicit criteria.

Safely analyze code impact before refactors, behavior changes, API changes, and cross-module edits.