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Curated deep dives on AI systems, commerce engineering, and shipping faster.

Browse hands-on guides, experiments, and templates. Jump into an AI search demo, explore RAG chatbots, or compare vector databases built in the pvakati-tech.ai lab.

AI catalog search

Ships with a synthetic 10k product catalog. For experimentation only — not medical advice.

Open full experience
Evaluation playbooksCommerce modernizationDeployment checklists

Explore clusters

Latest benchmark ➜

GenAI Systems

RAG blueprints, eval harnesses, and productionizing copilots.

RAG • Evaluation • Guardrails

LLM Apps

Conversational UX, agents, and orchestration frameworks for shipping fast.

Agent stacks • LangChain • Orchestration

Commerce & Cloud

Composable commerce, SAP Hybris modernization, and cloud reference patterns.

SAP • Composable • Platforms

AI Projects

Case studies and walkthroughs from client engagements and internal labs.

Playbooks • Templates • Lessons

Agentic AI

Autonomous planning patterns for merchandising, service, search, and operations.

Agents • Commerce • Automation

Agentic AI Architecture

Reference flows for planners, tools, guardrails, memory, and multi-agent execution.

Architecture • Flow diagrams • Patterns

Connecting to MCP Servers

Register local and remote MCP servers, expose tools, and verify client connectivity.

MCP • Tools • Client config