jaalayour knowledge grows A Samvit AI Labs product

Changelog

Coming up

Next is what we are working on now. After follows once those land. Later has no date yet.

Across all three

  • Actors. Next. AI helpers you put in charge of part of your graph. You review what they did.
  • Micro-models. After. Your curation trains a small model for each topic, on your machine. It then sorts, files and writes for you, with Claude as the backup, and later you can switch Claude off. The first micro-model has 137M parameters and was trained on a single Mac M3. Hand a topic to a colleague with its micro-model.

Capture

  • Images from your sessions. Next. Screenshots and images you paste into a session land in your graph, with the turn they belong to.
  • Web clients. Next. Pull data from a web page or an API and attach it to your graph.
  • Workflows in, with thoga. Later. Flows that build your graph from data in other places.

Curate

  • Auto-curation. Next. An actor tends a topic: new turns are sorted and consolidated as they land, and you review the result.

Create

  • Projections. After. Make things from your graph: context for your next session, prompts, specs, diagrams. Each one cites the nodes it came from. Summaries come first; more kinds follow.
  • jaala's own graph, open to read. After. Browse how jaala is designed, decision by decision.
  • Workflows out, with thoga. Later. Flows powered by your graph.

0.1 — Beta

21 October 2026

The first beta, opened by approval in waves. Free for approved users until 15 January 2027.

  • Capture. jaala reads your Claude Code and Codex session history from your machine and builds your graph from it. New sessions land as you work, word for word.
  • Organize. Sort a long session or a busy topic into named sub-topics. Nothing is rewritten or deleted.
  • Consolidate. Distill turns into briefs, decisions, options and constraints, each linked back to the turns it came from.
  • Find your way. A tree of your projects and topics, a canvas of cards with a graph view, and search across the whole graph.
  • Undo. Step back any organize or consolidate run from the node's menu.
  • Private by design. Your graph stays on your device in an AES-256 encrypted database. AI features run through your own Claude Code.
  • Sign in with Google or GitHub. Signed updates, checked before they install.
  • For macOS on Apple silicon (M1 or later), Windows 10 and 11, and Linux.