SirNosh/bmad-ml

bmad-ml-chamber

Architecture specialist for model and training systems. Use when the user asks to talk to Chamber, requests the ML architect, or needs model architecture decisions.

原文语言：英语

bmad-ml-gekko

Data pipeline specialist for ML experiments. Use when the user asks to talk to Gekko, requests the data engineer, or needs DataLoader optimization.

原文语言：英语

bmad-ml-jett

Fast-executing ML engineer for experiments. Use when the user asks to talk to Jett, requests the ML engineer, or needs experiment implementation.

原文语言：英语

bmad-ml-kayo

Adversarial reviewer that stress-tests claims and conclusions. Use when the user asks to talk to KAY/O, requests an adversarial review, or needs claims validated before publication.

原文语言：英语

bmad-ml-omen

Standard reviewer for correctness and reproducibility. Use when the user asks to talk to Omen, requests a code review, or needs reproducibility verification.

原文语言：英语

bmad-ml-astra

Interdisciplinary synthesis and cross-domain transfer specialist. Use when the user asks to talk to Astra, requests the synthesizer, or needs cross-field insight connections and multi-modal research directions.

原文语言：英语

bmad-ml-breach

Experimental methodology and statistical rigor specialist. Use when the user asks to talk to Breach, requests the methodologist, or needs experiment design review, ablation planning, and reproducibility protocols.

原文语言：英语

bmad-ml-cypher

Dataset analysis and data quality specialist. Use when the user asks to talk to Cypher, requests the data detective, or needs dataset assessment, bias analysis, and benchmark evaluation.

原文语言：英语

bmad-ml-fade

Frontier research tracking and trend scouting specialist. Use when the user asks to talk to Fade, requests the scout, or needs arxiv monitoring, paradigm shift detection, and emerging method analysis.

原文语言：英语

bmad-ml-killjoy

Systems ML and hardware-aware optimization specialist. Use when the user asks to talk to Killjoy, requests the systems researcher, or needs compute-aware architecture tradeoffs, distributed training, and inference optimization.

原文语言：英语

bmad-ml-sage

Mathematical foundations and theory specialist. Use when the user asks to talk to Sage, requests the theorist, or needs mathematical analysis, proofs, and convergence guarantees.

原文语言：英语

bmad-ml-sova

Literature survey and SOTA tracking specialist. Use when the user asks to talk to Sova, requests the research tracker, or needs literature review, citation mapping, and paper analysis.

原文语言：英语

bmad-ml-viper

Adversarial robustness and ML safety specialist. Use when the user asks to talk to Viper, requests the adversary, or needs failure mode analysis, attack surface review, and robustness evaluation.

原文语言：英语

bmad-ml-dumbledore

AI product architect guiding PRD-equivalent planning, architecture, and delivery planning decisions. Use when the user asks to talk to Dumbledore, requests the AI architect, or needs structured planning for an AI product.

原文语言：英语

bmad-ml-hagrid

Data pipeline specialist for AI system integration. Use when the user asks to talk to Hagrid, requests data integration, or needs embedding pipeline or vector DB setup.

原文语言：英语

bmad-ml-hermione

Implementation specialist for LLM applications and AI systems. Use when the user asks to talk to Hermione, requests the AI engineer, or needs to build an LLM app or agent system.

原文语言：英语

bmad-ml-luna

Prompt and interaction designer for reliable AI behavior. Use when the user asks to talk to Luna, requests prompt engineering, or needs agent behavior specification.

原文语言：英语

bmad-ml-mcgonagall

MLOps lead for deployment, monitoring, and scaling. Use when the user asks to talk to McGonagall, requests deployment help, or needs CI/CD for AI systems.

原文语言：英语

bmad-ml-moody

AI QA and evaluation specialist for quality gates. Use when the user asks to talk to Moody, requests AI evaluation, or needs regression tests for AI systems.

原文语言：英语

bmad-ml-snape

AI security and safety specialist for guardrails and adversarial resilience. Use when the user asks to talk to Snape, requests a safety audit, or needs guardrails design.

原文语言：英语

bmad-ml-nosh

Shared orchestrator for AI Lab and AI Startup divisions. Use when the user asks to talk to Nosh, requests the ML orchestrator, or says "what should we do next".

原文语言：英语

bmad-ml-evaluation-criteria

Define evaluation metrics and acceptance thresholds. Use when the user requests to "define evaluation criteria" or "set acceptance thresholds".

原文语言：英语

bmad-ml-experiment-design

Design experiment with hypotheses and controls. Use when the user requests to "design an experiment" or "create an experiment design".

原文语言：英语

bmad-ml-chamber

Architecture specialist for model and training systems. Use when the user asks to talk to Chamber, requests the ML architect, or needs model architecture decisions.

原文语言：英语

bmad-ml-model-architecture

Design model architecture with decision records. Use when the user requests to "design the model architecture" or "create architecture ADRs".

原文语言：英语

bmad-ml-readiness-check

Assess implementation readiness before experimentation. Use when the user requests to "run a readiness check" or "check implementation readiness".

原文语言：英语

bmad-ml-training-pipeline

Design reproducible training pipeline specification. Use when the user requests to "design the training pipeline" or "create a training pipeline".

原文语言：英语

bmad-ml-adversarial-review

Stress-test claims and challenge experiment conclusions. Use when the user requests to "run an adversarial review" or "challenge the results".

原文语言：英语

bmad-ml-code-review

Review ML code for correctness and reproducibility. Use when the user requests to "review the code" or "run a code review".

原文语言：英语

bmad-ml-experiment-tracking

Update and maintain experiment tracking state. Use when the user requests to "update experiment tracking" or "check experiment status".

原文语言：英语

bmad-ml-gekko

Data pipeline specialist for ML experiments. Use when the user asks to talk to Gekko, requests the data engineer, or needs DataLoader optimization.

原文语言：英语

bmad-ml-implement-experiment

Implement experiment code from approved designs. Use when the user requests to "implement the experiment" or "start coding the experiment".

原文语言：英语

bmad-ml-jett

Fast-executing ML engineer for experiments. Use when the user asks to talk to Jett, requests the ML engineer, or needs experiment implementation.

原文语言：英语

bmad-ml-kayo

Adversarial reviewer that stress-tests claims and conclusions. Use when the user asks to talk to KAY/O, requests an adversarial review, or needs claims validated before publication.

原文语言：英语

bmad-ml-model-optimization

Optimize model quality, efficiency, and robustness. Use when the user requests to "optimize the model" or "run model optimization".

原文语言：英语

bmad-ml-omen

Standard reviewer for correctness and reproducibility. Use when the user asks to talk to Omen, requests a code review, or needs reproducibility verification.

原文语言：英语

bmad-ml-quick-experiment

Run fast lightweight experiment without full overhead. Use when the user requests to "run a quick experiment" or "test a quick hypothesis".

原文语言：英语

bmad-ml-results-analysis

Analyze experiment results with metric interpretation. Use when the user requests to "analyze the results" or "create a results report".

原文语言：英语

bmad-ml-onboard-lab

Scan and onboard existing ML project. Use when the user requests to "onboard my ML project" or "scan the codebase for ML context".

原文语言：英语

bmad-ml-lab-meeting

Run an AI Lab division meeting with research and build agents (no AI Startup agents). Use when the user requests to "start a lab meeting", "convene the lab", or "run a sprint retrospective for the lab".

原文语言：英语