DIT
Do It Together
Continual Learning Platform

AI That Actually
Learns

Every call builds your knowledge. Every response gets smarter. An OpenAI-compatible API that compounds over time.

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0Clusters
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Two Ways to Access

Whether you are building an AI-powered app or supercharging your coding agent, DIT has you covered.

For Developers

Continual Learning API

OpenAI-compatible endpoint that learns from every call. Your knowledge, compounding.

  • Drop-in OpenAI SDK replacement
  • Automatic knowledge extraction
  • Context injection in responses
  • Private corpus dashboard
Get API Key
For AI Agents

MCP Server

Give Claude, Cursor, or any MCP client direct access to verified playbooks.

  • Works with Claude Code & Desktop
  • Search 300+ canonical paths
  • Harvest from session logs
  • Contribute back to catalog
Add to Agent

Both products share the same knowledge base: browse the catalog

How It Works

We extract patterns from CLI sessions, git histories, research papers, and books—building a verified catalog of paths that work and paths that don't.

HARVEST

Extract problem→solution patterns from CLI logs, git histories, papers, and books

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Source Arcs

GARDEN

Cluster patterns by starting state, actions taken, and outcome

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Clusters

SYNTHESIZE

Verify which paths lead to success—and flag the ones that fail

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Canonical Paths
Proven Impact
1.28x
FASTER

Agents with access to the DIT Path Catalog complete tasks 28% faster than baseline in our benchmarks.

Measured on real-world engineering tasks using Claude with MCP integration.