21 of 21 packages
GenAI Foundations
Transformers, attention, tokenization, inference, parameters, context windows, embeddings — how LLMs actually work
foundationtokenstransformersparameters
55 KB·Updated March 2026
LLM Landscape & Model Selection
GPT, Claude, Llama, Gemini, Phi — benchmarks, open vs proprietary, when to use what
foundationmodelsbenchmarksselection
47 KB·Updated March 2026
AI Glossary A–Z
200+ AI/ML terms defined — from ablation to zero-shot. The reference you keep open in another tab
foundationglossaryreferenceterms
31 KB·Updated March 2026
.github Agentic OS — 7 Primitives
The .github folder evolved into a full agentic OS. 7 primitives, 4 layers: instructions, prompts, agents, skills, hooks, workflows, plugins
foundationgithubagentic-oscopilotagentsskillshooks
18 KB·Updated March 2026
Prompt Engineering & Grounding
System messages, few-shot, chain-of-thought, structured output, guardrails, function calling
reasoningpromptsgroundingfew-shot
34 KB·Updated March 2026
RAG Architecture & Retrieval
Chunking, embeddings, vector search, Azure AI Search, semantic ranking, reranking, hybrid search
reasoningragretrievalembeddingssearch
67 KB·Updated March 2026
Making AI Deterministic & Reliable
Hallucination reduction, grounding techniques, temperature tuning, evaluation metrics, guardrails
reasoningdeterminismhallucinationgrounding
24 KB·Updated March 2026
Semantic Kernel & Orchestration
Plugins, planners, memory, connectors, comparison with LangChain, when to use SK
orchestrationsemantic-kernelpluginsplanners
58 KB·Updated March 2026
AI Agents & Agent Framework
Agent concepts, planning, memory, tool use, AutoGen, multi-agent patterns, deterministic agents
orchestrationagentsmulti-agentautogen
66 KB·Updated March 2026
MCP, Tools & Function Calling
Model Context Protocol, tool schemas, function calling patterns, A2A, MCP servers, registry
orchestrationmcptoolsfunction-calling
23 KB·Updated March 2026
Azure AI Platform & Landing Zones
AI Foundry, Model Catalog, deployments, endpoints, AI Landing Zone, enterprise patterns
operationsazureai-foundrylanding-zone
48 KB·Updated March 2026
AI Infrastructure & Hosting
GPU compute, Container Apps, AKS, App Service, model serving, scaling, cost optimization
operationsgpucontainer-appsakshosting
51 KB·Updated March 2026
Copilot Ecosystem & Low-Code AI
M365 Copilot, Copilot Studio, Power Platform AI, GitHub Copilot, extensibility
operationscopilotlow-codepower-platform
38 KB·Updated March 2026
Fine-Tuning & Model Customization
When to fine-tune vs RAG, LoRA, QLoRA, RLHF, DPO, evaluation, MLOps lifecycle
transformationfine-tuningloramlops
20 KB·Updated March 2026
Responsible AI & Safety
Content safety, red teaming, guardrails, Azure AI Content Safety, evaluation frameworks
transformationresponsible-aisafetyguardrails
49 KB·Updated March 2026
Production Architecture Patterns
Multi-agent hosting, API gateway for AI, latency optimization, cost control, monitoring, resilience
transformationproductionarchitecturemonitoring
20 KB·Updated March 2026
list_modules
Browse all 17 FROOT modules organized by layer — Foundations, Reasoning, Orchestration, Operations, Transformation
mcptoolbrowsemodules
MCP Tool·Updated March 2026
get_module
Read any module by ID (F1–T3). Optionally retrieve a specific section for targeted knowledge extraction
mcptoolreadcontent
MCP Tool·Updated March 2026
lookup_term
Look up any of 200+ AI/ML terms from the curated glossary. Returns precise definitions with context
mcptoolglossarylookup
MCP Tool·Updated March 2026
search_knowledge
Full-text search across all 18 modules. Returns ranked sections matching your query with module references
mcptoolsearchknowledge
MCP Tool·Updated March 2026
get_architecture_pattern
7 pre-built decision guides: RAG pipeline, agent hosting, model selection, cost optimization, deterministic AI, multi-agent, fine-tuning
mcptoolarchitecturepatterns
MCP Tool·Updated March 2026