Desenvolvimento

Analyze vehicle routing and fleet optimization systems for route planning algorithms, multi-stop sequencing, time window constraints, and last-mile delivery performance. Evaluates VRP solver strategies (OR-Tools, OptaPlanner, VROOM), CVRP/VRPTW constraint handling, FMCSA hours-of-service compliance, load balancing, fleet utilization metrics, cost-per-delivery tracking, and dynamic re-routing for d

Review SQL for business logic correctness, semantic drift, aggregation risk, and silent definition changes.

Review database schema design, query patterns, and data access layer for correctness and performance. Checks normalization balance, index coverage against actual queries, constraint completeness (NOT NULL, FK, unique, check, defaults), data type correctness (money as DECIMAL not FLOAT, timestamps with timezone), N+1 query detection, connection pooling configuration, transaction safety, and migrati

Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR cycle with test-first approach.

Full-spectrum product research pipeline. Runs competitive analysis, technology trend scouting, user feedback analysis, and feature ideation. Trigger on: research, competitive research, market research, feature discovery, what should we build next, technology trends, user feedback, app store reviews, GitHub issues analysis, competitive landscape, product strategy.

Analyze government benefits processing software for eligibility determination, application workflow efficiency, document verification, error rates, appeal tracking, multi-program coordination, and ADA/Section 508 compliance. USE THIS SKILL WHEN: user mentions benefits eligibility, SNAP, Medicaid, TANF, WIC, government assistance programs, social services software, eligibility rules engine, casewor

Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines - dottxt.ai's structured generation library

Use to diagnose tests that pass and fail intermittently without code changes.

Audit rural health network software for telehealth readiness, provider coverage mapping, patient transportation coordination, referral network optimization, Critical Access Hospital compliance, mobile clinic scheduling, and health equity metrics. Use when reviewing rural EHR systems, FQHC platforms, telehealth infrastructure, community health worker tools, HRSA-funded health systems, or remote car

Sets up and manages Windsurf Spaces for multi-agent workflows — discovers project context, creates properly-scoped Space configs, seeds shared context for agent sessions, and generates structured Devin handoff specs so cloud execution starts with complete, unambiguous requirements.

Monitor SAM.gov federal contract opportunities (and follow-on awards) by NAICS, PSC, agency, set-aside, and keyword — produces a daily pipeline report with pursue/no-pursue scoring, capture-management cadence, RFI / Sources-Sought pre-RFP signal tracking (engaging early on draft-stage notices wins later), team-incumbent intelligence (look up prior awardees via USAspending and SAM contract data), s

Migrate Gemini CLI workflows to a new AI coding tool (Claude Code, Antigravity CLI, or Codex CLI). Scans shell config, scripts, and CI pipelines for gemini calls, maps each to an equivalent command in the target tool, rewrites config files, and validates the migration. Use when Gemini CLI free-tier access ends June 18 2026 or when switching AI coding CLIs.