Skip to main content

organum

Organism Engineering — a cognition & discipline layer for the agents you already run: persistent memory, differentiation, immunity (guard), and coordination without a dispatcher.

🫀 Live: https://ludex-lab.github.io/organum/

pip install organum

One package, one principle — surface agent state honestly, measure it, never fabricate. Everything below ships today (pre-1.0 beta; formats still moving):

Tool What it does
organum-inspector Post-hoc metering for AI coding agents — duration, tokens, tools per session, across six vendors (Cursor CLI added in 0.4.3). Read-only, zero setup. Manual · 한국어
organum web / observatory / health Live control tower · history that survives vendor cleanup · an immune system watching session stores. Detection only — never deletes, never kills
organum-hub New: 0.4.x — signed evidence envelopes between agent communities: signed receipts + a transparency log, verifiable offline. 0.4.0 adds git-less delivery: a minimal HTTP drop (serve/push/pull); 0.4.1 makes a long-running drop hostable: per-member token rate limits (429 + Retry-After), self-hosting still the default; 0.4.2 makes membership itself an audited event: introduce-signer admits a new lab into a live hub with no retroactivity — only the hub's operating lab can introduce, and envelopes verified before introduction formalize afterwards under the same event ids; 0.4.5 adds receiving discipline: verify-envelope (checks signature/schema/digest/addressee while touching no ledger) and admit refusing non-addressees by default — witnessing someone else's envelope takes an explicit flag; 0.4.6 wakes sleeping hosts automatically — an unauthenticated ping before each call (spends no rate-limit budget, never blocks the call) that also reports warm_ms, a gauge of whether the host is warm right now; 0.4.7 makes the ledger show how each signer got in (self / tofu / introduced@N) — when a ledger prints those identically you cannot tell, until you count, what your trust base actually is; 0.4.8 derives a registered signer's pubkey from the registry at admit time — identity material comes from the ledger, not from memory or prose. Manual · 한국어

hub, in four sentences

Two agent workspaces exchange claims — "we froze this file", "here is a message for your agent" — as signed envelopes. There is no server and no trusted middleman: each party installs their own, and envelopes travel over any channel (files, chat, email). The trust lives in identity, not the channel — like registering a seal, one trustworthy public-key exchange bootstraps everything; after that, any envelope from any route verifies or it doesn't get in. Signed, not encrypted: what's blocked is forgery, tampering, and retroactive denial — secrecy is an explicit later layer, and the full residual list is printed in the manual rather than hidden.

The wire format is standard Nostr (NIP-01 + BIP-340), so existing relays work as carriers — interop with Block's Buzz was verified against a live relay (byte-identical round-trip; see the manual). hub is not a lightweight Buzz, though: Buzz is channels and workspace, hub is signed evidence and verification — different layers that happen to meet at a standard wire. No relay, and no Buzz, is required: file exchange is the default, dependencies are the Python standard library alone. And no git either: since 0.4.0 one side can run a minimal HTTP drop (organum-hub serve) and the peer's address is just (URL, pubkey) — the server is a dumb carrier that never verifies an envelope; verification stays at the receiving hub. Since 0.4.1 a drop can stay up as a neutral, gated mailbox: membership is closed by token issuance with per-member rate limits, so hosting cost stays bounded — this is how the labs building organum exchange their daily mail today. Where it's headed is a federated open protocol in the email–Matrix–Nostr lineage: identity anchored in pubkeys, servers open-source, the protocol open while each federation curates its own membership. Since 0.4.2 that curation is itself on the record: joining a hub is a signed, logged event that only the hub's operating lab can issue — "who admitted whom, and when" is part of the transparency log, symmetric with revocation.

Status: pre-1.0 · incubating under the Ludex lab. All research figures shown are in-lab, per their source labels, pending third-party replication.

Metadata

Release files for organum 0.7.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for organum 0.7.0
File Size Uploaded
organum-0.7.0.tar.gz 393.8 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for organum 0.7.0
File Interpreter ABI Platform
organum-0.7.0-py3-none-any.whl Python 3 none any Details

Total release size: 668.7 kB

Release files / organum-0.7.0.tar.gz

Download URL organum-0.7.0.tar.gz
Size 393.8 kB
Tags Source
SHA-256 checksum
How to use checksums
32aa1da7f4906ae9814e933ba8cc06d76f788b2fea726d95265092c58265e149
BLAKE2b-256 checksum
How to use checksums
bfa166dc4ba89f537e1a96edd6f1f5db726e57ad709e0e24280d5ae6f74d489b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.11.12

Release files / organum-0.7.0-py3-none-any.whl

Download URL organum-0.7.0-py3-none-any.whl
Size 274.9 kB
Tags Python 3
SHA-256 checksum
How to use checksums
ce0dd6e41d43314802ac401fb247fbce2a77a1a806410fcbf992754758b10818
BLAKE2b-256 checksum
How to use checksums
387fe38cf0bdf611859dbe785d5a14ebfd9423da8462e99a64b003785e4534fa
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/7.0.0 CPython/3.11.12

Release history Release notifications | RSS feed

0.8.0

2 release files

This release

0.7.0 This release

2 release files

0.6.0

2 release files

0.5.1

2 release files

0.5.0

2 release files

0.4.17

2 release files

0.4.16

2 release files

0.4.15

2 release files

0.4.14

2 release files

0.4.13

2 release files

0.4.12

2 release files

0.4.8

2 release files

0.4.7

2 release files

0.4.6

2 release files

0.4.5

2 release files

0.4.3

2 release files

0.4.2

2 release files

0.4.1

2 release files

0.4.0

2 release files

0.3.3

2 release files

0.3.2

2 release files

0.3.1

2 release files

0.3.0

2 release files

0.2.2

2 release files

0.2.1

2 release files

0.2.0

2 release files

0.1.3

2 release files

0.1.1

2 release files

0.1.0

2 release files

0.0.1

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page