Marketplace

Use when creating, updating, suspending or deleting Google Workspace users, groups, org units or licences at scale via the Admin SDK Directory API.

Use when auditing a Google Workspace tenant: admin roles, 2SV coverage, third-party OAuth grants, external Drive sharing and login anomalies.

Use when a task needs domain-wide Google Workspace API access (Directory, Reports, Gmail, Drive) and credentials are missing or returning unauthorized_client.

Diagnose visual bugs in Godot 4 — invisible objects, blurry sprites, black materials, transparency sorting, shadow and shader faults — using measured evidence.

Use when building or hardening a GCP organization: folder/project hierarchy, Shared VPC, org policies, least-privilege IAM, log sinks, billing guardrails.

Design and implement ML feature stores: online/offline serving, feature freshness, training-serving skew prevention, and feature discovery.

Design ML experiment tracking: hyperparameter logging, model versioning, reproducibility, and experiment comparison workflows.

Design statistically rigorous A/B tests: hypothesis formation, sample size calculation, metric selection, and guardrail setup.

Design event-driven systems: event schema design, broker selection, idempotency, ordering guarantees, and event sourcing.

Invoke when an AI system touches the EU market and you must classify its EU AI Act risk tier and output the obligations and article citations that follow.

Design and scaffold idempotent, observable extract-transform-load pipelines with safe retries, backfills, and quality gates; use when building data pipelines.

Audit error handling across a codebase: unhandled rejections, swallowed exceptions, missing retries, and inconsistent error types.

Use before running untrusted or model-generated code, installs, or binaries: stand up a disposable, network-restricted sandbox, run it, then tear it down.

Use when onboarding, transferring, disabling or offboarding Microsoft Entra ID users, their group memberships and their licenses through Microsoft Graph.

Use when designing, staging or rolling out Microsoft Entra Conditional Access policies without locking the tenant out.

Use when a task needs Microsoft Graph access: register an Entra app, pick delegated vs application permissions, grant admin consent, authenticate.

Choose embedding models and strategies: dimensionality, domain-specific models, multi-modal embeddings, and evaluation.

Design document processing pipelines: OCR, layout analysis, information extraction, classification, and human review.

Use when a Dockerfile builds slowly, produces oversized images, or needs hardening; rewrites it for smaller, faster, and more secure builds.

Design disaster recovery strategies: RTO/RPO targets, backup automation, failover procedures, and DR testing.

Deploy and manage DigitalOcean infrastructure: Droplets, App Platform, Kubernetes, managed databases, spaces, and networking via doctl CLI.

Use when deploying or operating apps on DigitalOcean App Platform and Managed Databases: app specs, secrets, PRE_DEPLOY migrations, domains, scaling, cost.

Design and implement design systems: token architecture, component APIs, documentation patterns, and governance.

Manage API and feature deprecations safely: sunset timelines, migration guides, usage tracking, and forced upgrade paths.