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MLflow Lifecycle Tracker

Orchestra-Research/AI-Research-SKILLs

MLflow provides a framework-agnostic ML lifecycle toolkit for tracking experiments, logging models/artifacts, managing registries with versions/stages, and deploying across platforms so teams can reproduce and collaborate on PyTorch, TensorFlow, and Scikit-Learn workflows.

OpenRLHF High Performance Training

openrlhf-training

Orchestra-Research/AI-Research-SKILLs

OpenRLHF is a Ray-based RLHF framework that accelerates large-model PPO, GRPO, RLOO, and DPO training with vLLM inference and ZeRO-3 resource sharing, targeting distributed GPU clusters handling 7B-70B+ parameter models.

Sentence Transformers Embeddings

sentence-transformers

Orchestra-Research/AI-Research-SKILLs

High-quality Sentence Transformers framework that ships 5000+ pretrained models for multilingual, multimodal, and domain-specific embeddings; ideal for RAG, semantic search, clustering, and production vector stores without relying on external APIs.

RadixAttention Structured Serving

Orchestra-Research/AI-Research-SKILLs

High-performance LLM/VLM serving framework that caches radix-tree prefixes to accelerate structured JSON/regex decoding, agentic workflows, and multi-turn tool-enabled conversations.

Slime RL Training

slime-rl-training

Orchestra-Research/AI-Research-SKILLs

Guides LLM post-training with reinforcement learning using the Slime (Megatron + SGLang) framework, covering GLM-style training, custom data buffers, rollout management, and Megatron-LM integration for scalable policy tuning.

AgentFolio Agent Discovery

sickn33/antigravity-awesome-skills

Use AgentFolio to discover, compare, and research autonomous AI agents, frameworks, and tools before building or integrating your own. The directory helps you map capabilities, autonomy models, and deployment patterns while collecting concrete examples for positioning workflows or vendor evaluations.

PennyLane Quantum ML

K-Dense-AI/claude-scientific-skills

PennyLane is a hardware-agnostic quantum ML framework that lets you train parametrized quantum circuits with automatic differentiation, build hybrid quantum-classical models, and switch between simulators and hardware with tight PyTorch/JAX/TensorFlow integration.

PufferLib Reinforcement Learning

K-Dense-AI/claude-scientific-skills

PufferLib is a high-performance RL framework for fast parallel training, vectorized environments, and multi-agent workflows; use it when you need million-step-per-second PPO training, custom environments, or integration with Gymnasium, Atari, Procgen, and other ecosystems.

Cognitive Pattern Profiler

K-Dense-AI/claude-scientific-skills

Analyzes any text through the DHDNA framework to surface its author’s cognitive fingerprint—scoring 12 thinking dimensions, revealing tensions, and clarifying reasoning, decision-making, empathy, and linguistic style.

BDI Mental State Modeling

bdi-mental-states

sickn33/antigravity-awesome-skills

Converts RDF context into belief-desire-intention structures so agents can track perceptions, deliberate plans, and emit explainable RDF, supporting BDI frameworks or LLMs needing structured cognition.

Real-Time Multimodal Pipeline

sickn33/antigravity-awesome-skills

Documentation for the Pipecat-powered Daily framework that guides agents through building production-ready real-time voice and multimodal AI pipelines, covering low-latency audio/video/text flows, transport choices, LLM/tool orchestration, and turn/context management.

AI Search GEO Optimization

AgriciDaniel/claude-seo

Provides a generative engine optimization framework to tune content for AI Overviews, ChatGPT, Perplexity, and similar experiences, covering citation scoring, structural readability, media signals, authority cues, crawler allowances, and licensing readiness.

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