awdit
An append-only audit trail whose gaps are DETECTABLE.
What it does
An audit log you can silently delete from is decoration. Most are. The property that matters is not "it records" but "a missing record is visible".
What matters survives the test.
Overview
An audit log you can silently delete from is decoration. Most are. The property that matters is not "it records" but "a missing record is visible".
awdit
Docs · Source · pip install awdit · The Aither World
The Aither World is an operating system for agents — a Linux you can hand to one, the runtimes it works in, and the tools it works with. awnix is the Linux underneath it; awdit is one of its 67 bricks — each installs on its own, runs offline, and needs no account.
Start here: Write one sensitive action to it and then try to remove the record.
An append-only audit trail whose gaps are detectable.
```bash
pip install awdit
```python
from awdit import append, verify
append("audit.log", "deploy", service="veil", by="david")
r = verify("audit.log")
if not r:
for problem in r.problems:
print(problem)
```bash
awdit append audit.log deploy --field service=veil
awdit verify audit.log # 0 verified · 1 a real problem · 2 could not judge
awdit tail audit.log -n 20
What it actually proves
Records are hash-chained: each one binds the digest of the one before it, so
altering or reordering history breaks the chain at the point of the edit
and verify names the record. That much is ordinary.
The part usually got wrong is truncation. A hash chain proves the records you are holding follow one another. It says nothing about records that used to be on the end and are not there now — and cutting the tail off a chained log leaves a perfectly valid shorter chain. That is exactly the edit someone who has just done something wants to make, and exactly the one a naive "tamper-evident log" permits in silence.
So the anchor is part of the format, not an add-on. append() maintains a
sidecar holding the head digest and the record count, and verify compares
against it:
```
TRUNCATED: anchor records 3 entries, log holds 2 — 1 removed from the end
Three failures, reported as three different things, because during an incident they call for different responses:
| verdict | meaning |
|---|---|
ALTERED |
a record's content no longer matches its own hash |
REORDERED |
a record's prev does not match the previous record's hash |
TRUNCATED |
the chain is internally perfect but shorter than the anchor |
What it does not prove — stated, not papered over
If the anchor is on the same disk as the log, an attacker with write access
edits both. The anchor turns truncation from undetectable into detectable
by anyone who has a copy of the head. To get a real guarantee, put the head
somewhere the writer cannot reach: another host, a signed artifact
(awseal), a transparency log, a
sentence in a chat channel.
A security property whose limits nobody can state is not one you can rely on, so: this detects tampering, it does not prevent it, and its truncation detection is exactly as strong as the independence of the anchor.
verify also reports NO ANCHOR as a warning that is not a pass — a chain
with no anchor is self-consistent and truncatable, and reporting "ok" there
would convert a missing record into a positive assurance.
Design notes
- No dependencies. An audit log that needs an install before it can be read
is one nobody reads during an incident;
hashlibandjsonare the whole requirement. - The record lands before the anchor moves. If the process dies between the two, verification reports an anchor behind the log — recoverable and obvious. The other order loses a record while claiming completeness.
- Digests are taken over canonical JSON (sorted keys, no whitespace), so a log rewritten by a different writer does not read as tampered. An alarm that fires on formatting is an alarm nobody keeps.
- An unparseable line is reported as itself, not skipped — a silently dropped line becomes a chain gap blamed on the next record.
Tests
Every claim has a mutation that breaks it, including one asserting that a truncated chain with the anchor removed verifies clean — the proof that the anchor is load-bearing rather than decoration.
```bash
pip install -e ".[dev]" && pytest
Part of the aw family: awgit ·
awgraph ·
awseal ·
awdk ·
awnode
Apache-2.0.
The aw family
Standalone tools that share one idea: replace something you would otherwise have to trust with something you can check.
Each installs on its own, works offline, and needs no account.
| instead of trusting | you check | |
|---|---|---|
| awdk | a framework's idea of how your agents should run | one loop you can read, pointed at a backend you already pay for |
| awskills | that an agent knows your procedure | the procedure written down, versioned, and loadable by any agent |
| awpack | that the pack you want shipped inside somebody's SDK, under whatever licence that SDK happens to carry | the pack as its own versioned artifact, with its own licence, that any agent runtime can install |
| awm | that memory stayed in its lane | tenant:user:project scopes, so a write cannot cross a boundary |
| awdesk | that the agent is somewhere behind a browser tab | a tray icon, a face on your desktop, and the decision card that pops when it needs you |
| awnode | a vendor's cloud with every prompt | a local gateway routing to backends you chose |
| awgraph | that grep found everything | an AST + tree-sitter call graph an agent can traverse |
| awgit | that no one else is editing this file | a lease, refused at commit time if you do not hold it |
| awdelphi | one agent's confident take on a decision | the round trace, the anonymity, and who dissents |
| awclassify | a filename, a folder, or whoever last touched it | doc_type, visibility, audience and topics, with the evidence lines that decided each |
| awdecide | a hosted classifier's probability that never learns whether it was right | the decision, its probability, and the calibration curve from your own resolved outcomes |
| awtoll | that your tooling is saving you context | the measured token cost of each tool call, and what the alternative cost |
| awseal | that the artifact came from who you think | an Ed25519 seal — the key that verifies is not the key that forges |
| awshare | that the download is intact | content-addressed bundles, verified on fetch |
| awsuite | that an agent holding your mailbox will not send on its own | every send, draft, upload and create returns a dry-run until confirm is true |
| awnest | that there is a person on the other end | a verdict with evidence, where "we could not tell" is not "yes" |
| awrena | a leaderboard someone can edit, and votes nobody counted | a scored duel with both answers kept, and a result bound to them |
| awnboard | a share link anyone who sees it can use | an invitation addressed to one person, for one gate, revocable |
| awnix | that the box is what you left it as | an immutable image you built, with atomic rollback |
| awrecover | that the restore worked | a restore that fully lands or does not land at all |
| awstorage | a du you ran last month, and a peers file that says 3 TB free | an inventory snapshot per node with a diff since the last one, and each tree classified re-fetchable or not |
| awrelay | a SaaS in the middle of your agents | findings, alerts and coordination over your own transport |
| awask | that anyone read the paragraph where you asked | the ask itself, with a button that steers the session that raised it |
| awmail | a mailbox somebody else can read | mail your agents send and receive over your own server |
| awswarm | that a model either fits your GPU or it doesn't run at all | a placement plan and an acquisition-probability estimate before you spend on a run |
| awfind | one vendor's idea of the web | results from whichever providers you configured |
| awbrowse | that the page said what you were told | the render, the DOM and the requests it made |
| awvoice | that a cloud vendor may hold your audio | a transcript and a wav from a service you host |
| awvision | a filename and a caption somebody wrote | what a model actually reports about the pixels |
| awscreen | a selector that was true when the page was written | the elements actually rendered, by what they look like |
| awbeads | that a layout your users built survives the next deploy | the arrangement as data you can read back, diff, and hand to another surface |
| awbonsai | that inference always means a request left the machine | a WebGPU model answering on the tab's own GPU, with a consent record logged before it ever loaded |
| gawbbonet | the model to keep a 300-message campaign coherent by itself | campaign facts recalled from scoped memory you can list and edit |
| aitherkvcache | a vendor's quantisation defaults | sub-byte KV cache kernels you can benchmark yourself |
| awrtifact | a hand-rolled split script and a hand-edited worker manifest | byte-verified parts in a release, served with Range + CORS, sizes asserted by a live gate |
| AitherZero | a pile of scripts nobody has numbered | numbered, discoverable automation with declarative playbooks |
| AitherConnect | what a page tells your browser to do | a federated search and desktop bridge you host |
| awreason | a confident paragraph | the phases it went through, and every tool call it made to get there |
| awrecurse | that everything you pasted in was actually read | which slices it opened, and what it concluded from each |
| awprism | the first explanation that fits | the ranked alternatives, and the observation that separates them |
| awrepl | what the agent believes the value is | the value, printed from the live session |
| awreport | that the report you pasted carried no token in it | a redacted report, and the duplicate it merged into instead of filing twice |
| awresearch | a summary of pages nobody opened | every claim against the source it came from |
| awfocus | twelve terminal tabs and a bad memory | one command that names every session, finds any transcript, and opens or steers the one you want |
| awgym | that a world model learned anything from the games it saw | transitions captured from real play, fed back, and the retrodiction score falling on grids it never saw |
| awpredict | a model because it trained without erroring | its prediction against a self-updating lookup, on the rows that are actually novel |
| awevolve | that your optimisation loop is finding anything | every version it kept, the score that version earned, and the edit that produced it |
| awsh | that you already know the name of the command | what it decided your line meant, before it acts on it |
| awmine | that a session's lesson survived the session | a row per outcome, a candidate per lesson, and the transcript line each one came from |
| awrise | that a scheduled agent ran at all, and ran exactly once | a durable record of every wake -- fired, skipped, overlapped or timed out -- each with its reason |
| awkno | that the docs site is up, or that you remember the family | the whole ecosystem in your terminal, with no network at all |
| awwall | that a service only talks to the hosts you think it talks to | an explicit egress allowlist, where a denial names the rule that denied it |
| awembed | a general-purpose embedder that has never seen your code | a held-out split of whole directories, scored teacher vs student vs int8 |
| awtax | a closed tax app's sealed file you can never read again | a plain, provider-neutral schema of every figure, with the page it came from |
| awsettings | that you will remember to re-approve the same thing on every box you work from | one profile, unioned rather than overwritten, with the credentials left behind |
| awavatar | a cloud 3D vendor's opaque task id | a manifest with a sha256, a licence and a rig-audit verdict per file |
awnix is the ground floor — A Linux you can hand to an agent — immutable base, capabilities included.
The Aitherium ecosystem
Every repository here is public. Each publishes an aither-manifest.json beside its page, so any surface can read every sibling's — the network is browsable from any node in it.
| repo | what it is | pages |
|---|---|---|
| awdk | Build AI agent fleets — 3 lines, any backend, local or cloud | docs |
| awskills | Portable agent skills — self-contained procedures an agent loads on demand | docs |
| awpack | First-party agent packs — the ones we build, versioned and installable on their own | docs |
| awm | A portable, scoped agent memory | docs |
| awdesk | Aither World Desk -- the desktop body of AitherOS Online: tray, avatars, decision cards, the Living Desktop as an overlay | docs |
| awnode | A lightweight local gateway — bridges your apps to the AI backends you chose | docs |
| awrun | A priority-aware queue and dispatcher for agentic runs and ad-hoc CI builds. It also judges whether the runner pool is big enough for the queue it is draining, and can ask a host to grow it -- reserving capacity is zero-sum, so a saturated pool needs more of it, not a different share of it | docs |
| awgraph | A semantic code graph for agents — AST + tree-sitter, call graphs | docs |
| awgit | Semantic version control on top of git — edit-ops and leases | docs |
| awdelphi | Anonymous multi-round expert panels — a converged answer with a trace | docs |
| awclassify | Classify any document -- what it is, who may read it, who it is for, what it is about | — |
| awdecide | One typed-decision contract -- choice / score / bool with a probability -- over a ladder of backends you already run (rules, tiny local models, an LLM's logprobs), fail-closed, with a Brier ledger that resolves every decision against its outcome | — |
| awtoll | What every tool call costs you in context, measured from your own transcripts | docs |
| awseal | Sign an artifact so a stranger can verify it | docs |
| awshare | Publish an artifact and fetch it back verified | docs |
| awsuite | Your Google Workspace as agent tools, and no write happens without a yes | — |
| awdit (you are here) | An append-only audit trail whose gaps are DETECTABLE | docs |
| awbac | Role-based access control that fails closed and explains itself | docs |
| awiam | Who is this caller? A directory and session store that fails honestly | docs |
| awtunnel | Reach a service that has no public address | docs |
| awnest | Prove there is a human before you let them into the nest | docs |
| awrena | Put two agents head to head and get a verdict you can check | docs |
| awnboard | A front gate you can put in front of anything, and hand someone the key to | docs |
| awnix | A Linux you can hand to an agent — immutable base, capabilities included | docs |
| awrecover | Labelled snapshots with an all-or-nothing restore | docs |
| awstorage | Every drive on every node, indexed, classified and diffed -- so you can see what you own before you delete it | docs |
| awrelay | Portable agent messaging — findings, alerts, coordination | docs |
| awask | Your agent asks you a question — and acts on your answer | docs |
| awmail | Give an agent an email address — send, and actually receive | docs |
| awnet | The agentic web — agents host a mesh, and agents join one | docs |
| awswarm | Run one model too big for any single GPU across a pool of small ones | — |
| awfind | A portable search client — query, results, ranking | docs |
| awbrowse | A portable browser client — navigate, console, network, DOM, screenshot | docs |
| awvoice | Hear and speak — transcribe audio, synthesize a voice | docs |
| awvision | See an image — describe it, ask it a question, compare two | docs |
| awscreen | See this machine — what is on screen, and where to click it | docs |
| awkit | Render an agent panel from a tool result — one component, any React app | — |
| awbeads | A spatial canvas for a page — arrange things, connect them, and keep the arrangement | — |
| awbonsai | Run a real model in the visitor's own browser — no server round trip, no upload | — |
| awknowledge | How to run a coding agent so the result survives — the laws, with evidence | docs |
| awbrain | Your history as a wiki of linked markdown — claims pinned to the evidence | — |
| gawbbonet | GobboNet campaigns with a real agent brain — scoped memory, graph recall | docs |
| aitherkvcache | Near-optimal KV cache quantization for LLM inference — sub-byte compression | docs |
| awrtifact | Deliberately chunk artifacts into GitHub release assets — the productized aitherkvcache mirror lane | docs |
| AitherZero | PowerShell 7+ automation framework — numbered, self-describing scripts | docs |
| AitherConnect | Browser extension — federated AI search, page context, and the Living OS overlay | docs |
| awreason | A portable reasoning client — sessions, phases, thoughts, and the chain that produced the answer | docs |
| awrecurse | Answer a question over a context far larger than the window — recursively, with the trace kept | docs |
| awprism | Turn a failure into ranked hypotheses — and say what would confirm each one | docs |
| awrepl | A REPL an agent can actually use — state that survives between turns | docs |
| awreport | File a bug report that has already scrubbed your secrets and collapsed the duplicate | — |
| awresearch | Ask a research question, get a cited report you can check | docs |
| awfocus | See, search and steer every Claude session from one command | docs |
| awgym | An ARC training gym — a game a world model can watch, and six roles that play through it | docs |
| awpredict | Predict what your environment does next, and how surprised you were | docs |
| awevolve | Point an agent at a file and a command that scores it, and let it improve | — |
| awsh | Your terminal answers you -- type a question where a command would go | docs |
| awmine | Mine what your agents did -- outcomes, lessons and procedures out of the transcripts they left behind | — |
| awrise | Wake an agent on a schedule, let it do one thing, and put it back to sleep | docs |
| awkno | The man page for the Aither World — every brick, stack and law, offline | docs |
| awwall | Say what a workload may reach, and watch everything else fail closed | docs |
| awrouter | OpenRouter for your own fleet: pick a model backend by cost/latency/ capability, fail over, fit the context window, stream. Standalone, OpenAI-compatible, no Aither-specifics required to be valuable | — |
| awembed | Train an embedding model that knows your corpus, and prove it beats the big one | docs |
| awtax | Turn any tax PDF -- returns, W-2, 1099, statements, even scans -- into structured data you can check | docs |
| awflow | A deterministic workflow runtime — chain agent calls with journal replay and budget control | docs |
| awsettings | Your agent's permissions and config, following you to the next machine | docs |
| awavatar | One character spec in, a rigged, animated, multi-style avatar pack out | docs |
Built on llama.cpp · vLLM · ComfyUI · CentOS Stream · Podman · Docker · LanceDB · WireGuard · FFmpeg · Blender + Rigify · headroom · SANA · Hunyuan3D · repowise · Playwright · Chromium · Next.js · React.
The Aitherium Ecosystem
Portable tools you adopt one at a time. Each one works alone.