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Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.

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

Orienta Claude a ajudar profissionais de marketing B2B a planejar, produzir e distribuir pesquisas originais e conteúdo baseado em dados que constrói autoridade, gera backlinks e cobertura de RP.

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.

When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' 'partner program,' 'referral incentive,' 'how to get referrals,' 'customers referring customers,' or 'affiliate payout.' Use this whenever someone wants existing

运营总监（Paul Graham 思维模型）。当需要冷启动和早期用户获取、用户留存和活跃度提升、社区运营策略、运营数据分析时使用。

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

Identify and prevent target leakage in ML preprocessing pipelines.

Migrate a user's OpenClaw customization footprint into Zorro Agent. Imports Zorro-compatible memories, SOUL.md, command allowlists, user skills, and selected workspace assets from ~/.openclaw, then reports exactly what could not be migrated and why.