What Changed in the MCP Spec
The MCP spec dropped sessions and the initialize handshake, added Multi Round-Trip Requests, and made list results cacheable. Here is who needs to act.
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Labyrinth Analytics
Agentic Workflow Consulting & Data Engineering
Illuminating the dark corners of your data.
Data engineering, warehouse architecture, and agentic AI workflows for organizations ready to find their way forward.
What We Do
Every dataset tells a story. Most of it is buried in the dark. We help you find it.
Data Pipeline Design
Your data sources are scattered and unreliable. We build pipelines that bring order to the chaos -- clean, dependable flows you can trust at 2 AM.
ETL & Data Warehouse
The vault where your data lives matters. We design warehouses built on dimensional modeling, incremental loads, and architecture that scales with your questions.
AI Workflow Design
From intelligent analytics to autonomous agent systems. We design AI workflows that range from LLM-powered validation to fully scheduled agentic pipelines with human review gates -- built to do the work, not just describe it.
Recent Thinking
Notes from the field on agentic workflows, data engineering, and the tools we build along the way.
LoreDocs
Your agent already knows which project this is
Stop paying the session-start token tax. LoreDocs vault prime and workspace-scoped auto-vaults load full project context in one deterministic call.
Read moreLoreConvo
Your agent's memory is an attack surface
Memory injection lets adversaries poison an LLM agent's memory store and shape its future reasoning. Here is what the research shows and what you can do.
Read moreOur memory layer for Claude just launched
Coming Soon
A lifetime deal on the Lore family
LoreConvo and LoreDocs, yours for good. Join the waitlist to be first through the door.
See the Lifetime DealReady to find your way through the labyrinth?
Whether you are untangling legacy systems or building from scratch, we would love to hear about the challenge.