tinh2
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- ▌ Disability Services · tinh2Analyze disability services software — IEP and ISP management, person-centered planning workflows, HCBS Settings Rule compliance, accommodation tracking, assistive technology integration, EVV (Electronic Visit Verification), caregiver and DSP scheduling, and outcome measurement.
- ▌ Disaster Prediction · tinh2Analyze disaster prediction and early warning systems — model accuracy for flood, earthquake, wildfire, hurricane, and tsunami hazards, data pipeline reliability from sensor networks and satellite feeds, alert distribution latency and channel coverage.
- ▌ Experiment Tracking · tinh2Audit 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 reproducibility scorecard (0-30) with actionable fixes for data science teams.
- ▌ Franchise Inventory · tinh2Analyze franchise inventory management for par level optimization, waste tracking and root cause analysis, and theoretical vs. actual usage variance.
- ▌ Internal Link Graph · tinh2Build the internal link graph for a site, run PageRank-style authority distribution, detect orphan pages, and recommend new internal links via embedding-based semantic similarity (not keyword matching)..
- ▌ Mobile Monetization · tinh2Audit mobile app revenue implementation -- in-app purchases, subscriptions, ad SDKs, paywall design, trial conversion funnels, and store billing compliance. Triggers: reviewing IAP flows, optimizing subscription conversion, checking ad mediation setup.
- ▌ Portfolio Optimizer · tinh2Audit investment portfolio management software for mean-variance optimization, Black-Litterman model, risk parity allocation, VaR/CVaR risk metrics, Brinson performance attribution, tax-loss harvesting rebalancing logic, Sharpe ratio calculations, efficient frontier accuracy.
- ▌ Pricing Sensitivity · tinh2Audit pricing research and sensitivity analysis systems for Van Westendorp price sensitivity meter (OPP/IDP/PMC/PME intersections), Gabor-Granger demand curves, Newton-Miller-Smith revenue extension, price elasticity econometric modeling, willingness-to-pay estimation.
- ▌ Rental Underwriting · tinh2Analyze a residential rental property as an investment — 1-4 unit single-family / duplex / triplex / quadplex, condo, townhome. Triggers: "rental analysis", "rental underwriting", "cap rate calculator", "BRRRR", "DSCR loan".
- ▌ Resource Estimation · tinh2Audit a mineral resource estimation system -- evaluate drillhole database integrity and QA/QC (CRMs, blanks, duplicates, umpire checks), geological and domain modeling quality, variogram analysis and grade interpolation methods (ordinary kriging, indicator kriging, IDW.
- ▌ Str Dynamic Pricing · tinh2Dynamic pricing engine for short-term rentals (Airbnb, VRBO, Booking.com, Direct) — sets nightly rates based on a comp set (40+ filters: bedrooms, bathrooms, amenities, location radius, rating tier), seasonality patterns (weekly + monthly + annual cycles per market).
- ▌ Vendor Coordination · tinh2Analyze vendor and contractor coordination systems for performance scoring, competitive bid evaluation, SLA compliance tracking, and vendor risk assessment.
- ▌ Prompt Engineering · tinh2Learn effective AI prompting through practice -- good vs bad prompts, context management, the STAR framework, and advanced techniques
- ▌ Workshop Generator · tinh2Generate complete workshop materials for teaching AI skills -- outlines, exercises, slides, and facilitator guides.
- ▌ Kiro Headless CI · tinh2Wire Kiro CLI into CI/CD pipelines using headless mode. Generates GitHub Actions workflows, custom agent definition files, and .kiro/skills/ slash-command skills for automated code review, dependency audits, doc generation, and PR summaries — no browser or interactive terminal required.
- ▌ MCP Apps Builder · tinh2Build MCP Apps — the interactive HTML UI primitive introduced in the 2026-07-28 MCP specification. Scaffolds UI templates, wires the JSON-RPC back-channel, declares tool manifests, and validates against the conformance suite. Use when adding visual interfaces (forms, data previews, approval flows) to an existing MCP server.
- ▌ Acp Multi Agent · tinh2Sets up and orchestrates multi-agent workflows via the Agent Client Protocol (ACP) inside Devin Desktop or any ACP-compatible editor. Configures Claude Code, Codex, Devin Local, and custom agents with shared Spaces context, then validates the setup with an end-to-end smoke test.
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- ▌ Kiro Quick Plan · tinh2Fast single-pass spec-and-execute loop that mirrors Kiro 0.12's Quick Plan Mode. Triggers: you want spec-driven rigor without the three-gate approval workflow — spikes, small features.
- ▌ Session Handoff · tinh2Compress the current working session into a handoff document that a fresh session (or another person) can resume from without re-discovery. Triggers: you say "hand off this session", "write a handoff", "save context before I close this".
- ▌ Windsurf Spaces · tinh2Sets 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.
- ▌ Government Compliance · tinh2Audit government and federal software for FedRAMP authorization readiness (Low/Moderate/High), NIST 800-53 controls (AC, AU, CM, IA, SC, SI families), FISMA compliance, Section 508 / WCAG 2.1 AA accessibility, FOIA search and redaction, NARA records retention, FIPS 140-2 cryptography.
- ▌ Regulatory Compliance · tinh2Audit codebases for cross-industry regulatory compliance across SOX, GDPR, HIPAA, PCI-DSS, CCPA/CPRA, FedRAMP, FISMA, COPPA, and FERPA.
- ▌ Agent Authorization · tinh2Audits and implements authorization controls for production AI agent systems — policy definition, tool-call enforcement, immutable audit trails, least-privilege scoping, and MCP-layer governance. Use when shipping agents that touch production data or act on behalf of real users.
- ▌ Cursor Agent Safety · tinh2Audits and hardens Cursor agent run mode settings for Cursor 3.6+. Reviews the current run mode, writes project-appropriate classifier instructions (agent-policy.md), builds a terminal allowlist from the project's actual command usage.
- ▌ Alert Prioritization · tinh2Analyzes SIEM alert pipelines for rule optimization, alert fatigue reduction, criticality scoring, asset-based prioritization, and correlation rule design using NIST CSF and detection engineering principles..
- ▌ Catastrophe Modeling · tinh2Analyze catastrophe modeling systems for natural disaster exposure, PML estimation, and reinsurance optimization. Use when: 'assess cat model', 'evaluate disaster exposure', 'review PML calculations', 'audit reinsurance program', 'check exposure data quality', 'analyze hurricane/earthquake risk models', 'evaluate Oasis or RMS setup'.
- ▌ Clinical Data Review · tinh2Review clinical data models and APIs for HL7 FHIR conformance, terminology standards, interoperability, and clinical workflow correctness. Triggers: 'check FHIR compliance', 'review clinical data model', 'audit HL7 conformance', 'validate medical terminology codes'.
- ▌ Curriculum Optimizer · tinh2Audit curriculum management software for learning outcome alignment, pacing guide optimization, standards coverage mapping (Common Core, NGSS, state standards), differentiation support, assessment design quality, and content gap detection across grade levels and subjects..
- ▌ Defense Supply Chain · tinh2Analyze defense supply chain systems — DFARS compliance assessment, CMMC cybersecurity readiness, sole-source and DMSMS risk identification, counterfeit parts prevention per SAE AS6171, ITAR export control verification, and supplier tier mapping.
- ▌ Inventory Allocation · tinh2Analyze an inventory allocation system for demand-driven distribution accuracy, store clustering methodology, safety stock optimization, markdown timing, replenishment logic, and omnichannel inventory visibility..
- ▌ Litigation Predictor · tinh2Audit litigation analytics and case outcome prediction systems -- ML outcome models (logistic regression, gradient boosting, neural nets with temporal train/test splits), settlement range modeling (Monte Carlo simulation, comparable case matching, BATNA analysis).
- ▌ Material Forecasting · tinh2Analyze material forecasting and requirements planning systems including MRP/MRP II logic evaluation, BOM explosion accuracy, supplier lead time variability tracking, seasonal demand pattern detection, fabric yield and marker efficiency optimization, MOQ aggregation strategies.
- ▌ Medication Adherence · tinh2Analyze medication adherence and management platforms including dose tracking accuracy (MPR, PDC metrics), drug-drug and drug-food interaction checking completeness, refill prediction algorithms, dosage schedule optimization with conflict detection.
- ▌ Mental Health Clinic · tinh2Analyze mental health clinic and therapy practice software including appointment scheduling optimization with no-show backfill, therapist-client matching algorithms (specialization, modality, caseload balance), session documentation workflows (SOAP, DAP, BIRP templates).
- ▌ Procurement Analysis · tinh2Audit procurement and procure-to-pay systems for spend analytics (Pareto analysis, tail spend visibility), supplier consolidation opportunities, Kraljic matrix category management, maverick spending detection, contract compliance and utilization tracking, three-way PO matching.
- ▌ Production Budgeting · tinh2Audit film, television, and digital content production budgets for above-the-line (ATL) and below-the-line (BTL) cost accuracy, SAG-AFTRA/DGA/WGA/IATSE union rate compliance, fringe and payroll tax calculations, VFX bid variance analysis, post-production cost validation.
- ▌ Production Optimizer · tinh2Audit manufacturing production optimization systems for OEE (Overall Equipment Effectiveness) calculation accuracy, Six Big Losses categorization, job shop and flow shop scheduling algorithms (LP, MIP, constraint programming, genetic algorithm), Theory of Constraints bottleneck detection.
- ▌ Retirement Optimizer · tinh2Audit retirement planning software for projection model accuracy, asset allocation by age, Social Security optimization, tax-advantaged account strategy, withdrawal sequencing including Roth conversion ladders, Monte Carlo simulation quality, and inflation adjustment methodology..
- ▌ Returns Optimization · tinh2Audit 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.
- ▌ Kiro Custom Agent · tinh2Design, configure, and iterate on custom Kiro agents using the 1.0 Markdown agent format. Covers tool-access tags (read | write | shell | web), capability-based permissions.yaml, Natural Language Hooks, and inline MCP server declarations. Produces production-ready .kiro/agents/*.md files ready to commit.
- ▌ Perplexity Search · tinh2AI-powered web search and research using the Perplexity API (Sonar models). Performs deep web research with citations, fact-checking, competitive analysis, market research, and technical documentation lookup. Supports streaming responses, search domain filtering, and recency filtering.
- ▌ Ultracode Effort · tinh2Structured guide for deciding when to invoke Claude Code's ultracode mode, how to run a slice-first pilot, set token budgets, and switch effort levels per task. Prevents surprise token bills on wide codebase operations.
- ▌ Brand Safe Design Pass · tinh2 bundleRaise a site's perceived production value with a rigorous UI/UX pass while PROVING no user-facing word changed. Triggers: the user says "make it look expensive", "premium design pass", "make it feel designed", "rigorous design audit".
- ▌ Mobile Security Review · tinh2Audit mobile apps against OWASP Mobile Top 10 (M1-M10): credential hardcoding, supply chain dependencies, insecure auth/token storage (Keychain/Keystore), input validation (deep links, WebView XSS), certificate pinning (OkHttp, TrustKit, Alamofire), privacy (PII in logs, clipboard.
- ▌ Ad Yield Optimization · tinh2Analyzes advertising yield across programmatic and direct-sold inventory including CPM/CPC/CPA performance, header bidding efficiency, fill rate optimization, inventory monetization strategies, and compliance with IAB standards and OpenRTB protocols..
- ▌ AI Citation Optimizer · tinh2Rewrites existing landing pages, blog posts, and documentation so AI search engines (Google AI Overviews, ChatGPT, Perplexity, Claude, Gemini) cite them. Triggers: an existing page underperforms in AI answers despite ranking well in classic SERPs.
- ▌ Fundraising Optimizer · tinh2Analyze 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.
- ▌ Healthcare Compliance · tinh2Audit 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..
- ▌ Interview Kit Builder · tinh2Generate a complete structured interview kit for a role — 3-5 role-specific competencies, one behavioral (STAR-format) question per competency, 1-5 scoring rubric with explicit behavioral anchors at each level, per-panel scorecards, interviewer debrief template.
- ▌ Production Scheduling · tinh2Audit factory production scheduling systems for finite capacity planning, Drum-Buffer-Rope (DBR) Theory of Constraints implementation, dispatching rules (EDD, SPT, critical ratio), sequence-dependent changeover optimization, MRP integration.
- ▌ Underwriting Analysis · tinh2Analyze insurance underwriting systems for risk assessment accuracy, pricing adequacy, and portfolio exposure management.
- ▌ Analytics Tracking · tinh2Set up production-ready event tracking with Amplitude, Mixpanel, PostHog, or GA4. Triggers: you need analytics, event tracking, user tracking, product analytics, usage metrics.
- ▌ Push Notifications · tinh2Add push notifications to my app — set up FCM, APNs, or OneSignal for Flutter, React Native, Expo, or web with permission flows, foreground and background handlers, notification channels, topic subscriptions, deep link routing, and device token management
- ▌ Claude Agent Billing Audit · tinh2Audits your codebase for Claude Agent SDK usage affected by Anthropic's June 15 2026 billing split.
- ▌ Therapist Documentation · tinh2Audit therapy and behavioral health documentation platforms for clinical quality and regulatory compliance.
- ▌ App Store Optimization · tinh2Analyzes App Store and Play Store listing optimization -- keyword research, title optimization, screenshot conversion analysis, A/B testing setup, review sentiment analysis, competitor gaps, and localization coverage..
- ▌ Bookkeeping Automation · tinh2Analyze bookkeeping automation systems for transaction categorization, bank reconciliation, AP/AR efficiency, chart of accounts optimization, and month-end close using GAAP and double-entry accounting patterns..
- ▌ Caregiver Coordination · tinh2Analyze caregiver coordination platforms for scheduling optimization, task assignment, handoff communication, family/professional caregiver integration, care plan compliance, burnout prevention, and documentation workflows..
- ▌ Case Outcome Predictor · tinh2Audit legal case prediction systems for bias, fairness, accuracy, and ethical guardrails. Use when: 'check my prediction model for bias', 'audit case outcome fairness', 'evaluate legal ML model', 'review sentencing prediction ethics', 'analyze bail risk algorithm', 'fairness metrics for justice system AI'.
- ▌ Cost Overrun Predictor · tinh2Audit construction project management software for budget tracking accuracy, earned value management (EVM) formula correctness, risk factor modeling, schedule-cost integration, change order workflow completeness, and early warning detection..
- ▌ Customer Success Audit · tinh2Audit any product from a Customer Success Manager perspective -- evaluate onboarding flow completeness, self-service help infrastructure, customer health signal tracking, support channel accessibility, expansion and retention triggers, and customer communication systems.
- ▌ Franchise Benchmarking · tinh2Benchmark franchise locations by comparing top and bottom quartile performance across revenue, profitability, and operational scores.
- ▌ Maintenance Scheduling · tinh2Analyze preventive and predictive maintenance scheduling systems including CMMS/EAM work order optimization, asset condition scoring with Facility Condition Index, PM compliance tracking, maintenance backlog reduction, reliability-centered maintenance strategy.
- ▌ Pharma Quality Control · tinh2Audit pharmaceutical QC laboratory operations -- OOS/OOT investigations, stability program trending, analytical method validation status, release testing optimization, and specification compliance..
- ▌ Predictive Maintenance · tinh2Audit 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.
- ▌ Regulatory Submissions · tinh2Audit a pharmaceutical regulatory submission system -- evaluate eCTD backbone assembly and XML validation, CTD module completeness (Modules 1-5), FDA ESG and EMA CESP gateway integration, document authoring and publishing workflows, ICH M4/M8/E3 guideline compliance.
- ▌ Sustainability Metrics · tinh2Audit ESG reporting software and sustainability metric accuracy. Analyzes Environmental (Scope 1/2/3 emissions, water, waste, biodiversity), Social (workforce diversity, pay equity, human rights due diligence), and Governance (board composition, ethics, risk) data collection against GRI.
- ▌ Volunteer Coordination · tinh2Analyze volunteer management platforms for skill-based matching algorithms, shift scheduling optimization, availability tracking, and retention analysis.
- ▌ Workplace Risk Scoring · tinh2Audit workplace risk scoring systems and occupational safety programs -- evaluate job hazard analysis (JHA/JSA) methodology and task-level hazard identification, risk matrix calibration for likelihood and consequence scales, exposure assessment accuracy for chemical, noise, vibration.
- ▌ MCP Enterprise Auth · tinh2Audit and configure enterprise-managed MCP authorization (EMA) for organizations using Okta and Claude Team/Enterprise. Inventories current connector state, generates Okta provisioning configuration, validates scope assignments by IdP group, and produces a per-connector access report. Works across Claude Chat, Claude Code, and Cowork.
- ▌ AI Spend Optimizer · tinh2Audits your AI coding tool costs across GitHub Copilot, Claude Code, Cursor, Windsurf, and other subscriptions. Analyzes usage patterns, calculates real monthly costs under token-based billing, flags budget risk, and generates a concrete optimization plan — including when switching tools makes financial sense.
- ▌ Environmental Compliance · tinh2Audit environmental software for EPA reporting (CEDRI, NetDMR, RCRAInfo), Clean Air Act (Title V, NESHAP, CEMS, TRI), Clean Water Act (NPDES, SWPPP, SPCC), RCRA hazardous waste tracking (manifests, biennial reports), NEPA environmental impact assessment workflows, GHG reporting.
- ▌ Manufacturing Compliance · tinh2Audit manufacturing software for FDA 21 CFR Part 11 (electronic records, e-signatures, audit trails), ISO 9001/13485/14001/45001 quality management (document control, CAPA, nonconformance), GMP batch records and cleaning validation, lot/serial traceability (forward, backward, process.
- ▌ Behavioral Segmentation · tinh2Analyze behavioral segmentation systems for RFM scoring, cohort tracking, churn propensity, engagement scoring, persona clustering, and journey mapping using behavioral economics frameworks..
- ▌ Content Cannibalization · tinh2Detect content cannibalization on a site — multiple URLs ranking (or impressing) for the same query, splitting click-through, diluting authority, and confusing Google about which URL is canonical for the intent..
- ▌ Extraction Optimization · tinh2Optimize mining extraction operations by analyzing ore grade control, processing plant throughput, metallurgical recovery rates, energy consumption, and water balance.
- ▌ Merchandising Analytics · tinh2Analyze 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.
- ▌ Student Personalization · tinh2Audit adaptive learning and student personalization systems for pedagogical quality. Triggers: you need to evaluate learning path algorithms (branching, remediation, acceleration).
- ▌ Technician Productivity · tinh2Analyze field service technician productivity and workforce efficiency.
- ▌ Therapy Personalization · tinh2Evaluate physical therapy personalization and adaptive treatment systems.
- ▌ Gemini CLI Migration · tinh2Migrate Gemini CLI workflows to a new AI coding tool (Claude Code, Antigravity CLI, or Codex CLI). Triggers: Gemini CLI free-tier access ends June 18 2026 or when switching AI coding CLIs.
- ▌ Claude Model Router · tinh2Auto-select the optimal Claude model tier (Haiku 4.5, Sonnet 4.6, or Opus 4.8) for each task based on complexity signals, latency requirements, and budget constraints — minimizes cost without sacrificing output quality.
- ▌ Climate Risk Agriculture · tinh2Analyze agricultural climate risk systems for weather impact modeling, crop insurance, drought/flood prediction, soil moisture, and carbon tracking. Triggers: 'assess crop climate risk', 'evaluate weather yield models', 'review crop insurance integration'.
- ▌ Research Data Management · tinh2Audit research data management infrastructure -- score FAIR principles compliance (Findable, Accessible, Interoperable, Reusable) across all sub-principles, evaluate data governance frameworks and lifecycle management, assess metadata schema quality (Dublin Core, DataCite, DDI.
- ▌ Copilot Model Routing · tinh2Intelligent task-to-model routing for GitHub Copilot's multi-lab model picker (2026).
- ▌ Opencode Model Router · tinh2Sets up and optimises an OpenCode terminal-agent project: installs the CLI, configures multi-provider routing (Claude for hard tasks, Qwen/open-weight for fast tasks, Ollama for offline/air-gap), wires LSP servers for your stack, and enforces a spending-cap policy.
- ▌ Dynamic Skill Loader · tinh2Auto-detects the current project's technology stack and hot-loads context-appropriate skills at session start using Claude Code's SessionStart hook with reloadSkills: true.
- ▌ Fallback Model Setup · tinh2Configures Claude Code's fallbackModel chain, --safe-mode troubleshooting protocol, and /cd workspace hygiene for production-resilient autonomous coding sessions. Audits current settings, installs the optimal three-model fallback chain, and documents a fast debugging loop. Requires Claude Code v2.1.166+.
- ▌ Gpt 5 6 Tier Routing · tinh2Autonomously selects the right GPT-5.6 tier (Sol / Terra / Luna) for each coding task based on scope, file count, and planning complexity — then applies explicit cache breakpoints for SKILL.md files and system prompts. Reduces monthly AI coding costs by 50–80% without sacrificing output quality on complex tasks.
- ▌ Sonnet5 Effort Tuner · tinh2Audits your active Claude Code sessions and CLAUDE.md projects, then recommends the optimal reasoning effort level (low/medium/high) for each workflow type. Configures claude-sonnet-5 as the pinned model with per-workflow effort settings, explains the token cost trade-offs, and validates the change is working as expected.
- ▌ Requirements Verification · tinh2Autonomous requirements analysis agent. Parses a spec file (SPEC.md, requirements doc, or any plain-text specification) and runs a structured pass to surface logical contradictions, ambiguous requirements, and underdefined gaps — before any implementation begins.
- ▌ MCP Protocol Migration · tinh2Migrates an MCP server from the original session-oriented protocol to the 2026 stateless spec (finalising July 28, 2026). Upgrades tool schemas to JSON Schema 2020-12, adds cloud-native routing headers, hardens OAuth 2.0/OIDC wiring, and wires W3C Trace Context for observability. Works on TypeScript and Python MCP SDK projects.
- ▌ Copilot Credits Audit · tinh2Audits GitHub Copilot AI Credit usage patterns before the June 2026 flex-billing transition.
- ▌ Cursor Seat Optimizer · tinh2Audits your Cursor Teams usage data and produces a right-sized Standard vs Premium seat assignment plan, saving typical teams 20–40% vs blanket Premium upgrades.
- ▌ Gpt 5 5 Agentic Setup · tinh2Migrates your agentic coding pipeline to GPT-5.5 — audits the current model config, switches the API endpoint, validates tool-call compatibility (including parallel-call race conditions), runs Terminal-Bench-style smoke tests, and rewrites system prompts for GPT-5.5's agentic strengths. Safe to run on existing projects.
- ▌ Image Storage Optimization · tinh2Audits and implements mandatory image resizing and compression for all uploaded user images to reduce storage costs while preserving visual quality.
- ▌ Public Resource Allocation · tinh2Audit 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.
- ▌ Claude Code Hooks Setup · tinh2Autonomous Claude Code hooks configurator. Audits your project's existing .claude/settings.json hook setup, then installs a production-grade suite: PreToolUse safety enforcement (blocks rm -rf, sudo writes, secret leaks), PostToolUse auto-formatting and lint gates.
- ▌ Background Agent Pr Driver · tinh2Configures Claude Code's July 2026 async workflow: background agents that auto-commit, push, and open draft PRs when worktree tasks finish.