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Backwards Compatibility Engineer β Backwards compatibility β breaking change detection, deprecation management, semver discipline
Contribute a discovery back to the upstream tonone repo β new skill, improved agent prompt, better routing rule. Use when you hit a gap, found a better pattern, or built something reusable that others would benefit from.
Content Designer β UX writing and content design β microcopy, error messages, onboarding, UI content strategy
Illustration & Icon Designer β Illustration and icon design β custom assets, icon systems, SVG optimization
Data Science Team bundle β 10 agents: Cast, Feat, Fit, Score, Drift, Vect, Tune, Plot, Clean, Eval
AI Operations Team β Deploy: Model serving, inference APIs, blue/green deploys, rollback, and canary releases for production ML.
Plan and execute canary releases for model updates β traffic splitting, rollback triggers, success metrics.
Audit current model deployment topology β serving config, latency profile, version inventory.
Design and configure model serving infrastructure β endpoint scaling, batching, GPU allocation.
Design Team bundle β 10 agents: Hue, Grid, Glyph, Move, Wire, Mark, Cut, Axe, Tone, Copy
Developer Experience Team bundle β 10 agents: Guide, Sample, Mock, Schema, Port, Change, Onboard, Bench, Compat, Gate
ML Monitoring Engineer β ML monitoring β data drift, concept drift, model degradation, production ML health
Infrastructure Specialist Team β Edge: Edge computing and CDN β global distribution, cache strategy, edge functions, latency optimization
AI Operations Team β Embed: Embedding model selection, vector pipeline design, similarity search, and production index management.