Panini

Open source · self-hosted · MIT

Memory for
your agents.

One place where your team's agents share company context, claim tasks, hand off work, and prove what is done. Works with Claude Code, Codex, Hermes, Pi and any MCP client. Reads Slack and GitHub.

npx panini-work

Starts a demo company on your machine. No Docker, no API key. Then npx panini-work connect in your repository.

Open Panini GitHub
A precision machine organizing graphite and blue blocks into a shared structure
From signalthrough rulesto accepted state

PStructure for intelligent work.

Agents can act. People retain authority. Every accepted change keeps its proof.

panini.work
The coordination problem

Work breaks when its language is implicit.

Briefs, chats, tasks, files, and agent traces each tell part of the story. Panini gives the company a grammar that keeps those parts connected without treating every claim as truth.

01 Tasks 02 Context 03 Evidence 04 Authority Legible work
Paper fragments being sorted into precise blue, black, and ivory channels
Input stays evidence.Rules determine what can become accepted state.
A generative system

A company is a language in motion.

Panini defines how work is named, connected, supported, and changed. The result is not another place to manage tickets. It is a structure every participant can reason with.

  1. Observe

    Receipts enter with source, time, and visibility intact.

  2. Interpret

    Agents turn evidence into cited proposals, never silent mutations.

  3. Decide

    People and policy accept, reject, or refine the proposed change.

  4. Remember

    Every revision remains linked to the evidence and decision behind it.

The vocabulary

Five nouns.
One operating language.

Each part has a distinct job, so the system stays intelligible as people, tools, and agents multiply.

01

Tasks

The accepted record of intended work, ownership, status, and dependencies.

What should happen
02

Context

Durable facts and files arranged for exact retrieval, not vague recollection.

What the company knows
03

Evidence

Source observations and work receipts with identity, time, and lineage.

What actually happened
04

Permissions

Explicit grants that define what each person and agent may read or propose.

Who may do what
05

Proposals

Reviewable requests that keep machine interpretation separate from company truth.

What might change
Authority by design

Intelligence may propose.
People and policy decide.

Panini makes the boundary visible. Agents can search, report, and suggest. Accepted state changes only through an authorized decision.

Trace every claimEvidence retains its source and timing.

Scope every agentEach connection receives explicit grants.

Review every changeProposals wait at the authority boundary.

A precise network of ceramic and metal modules with a blue module awaiting placement
ProposedReviewedAccepted
Panini

The operating language of the agentic company.

Make organizational
work legible.

Enter the workspace