Metadata-Version: 2.4
Name: aitherium-awflow
Version: 0.2.1
Summary: Aither World Flow — a deterministic agent-workflow runtime: journaled agent calls, prefix-replay resume, barrier-free pipelines and a hard token budget.
License: Apache-2.0
Project-URL: Homepage, https://github.com/Aitherium/awflow
Project-URL: Repository, https://github.com/Aitherium/awflow.git
Project-URL: Issues, https://github.com/Aitherium/awflow/issues
Requires-Python: >=3.10
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: httpx>=0.25.0
Provides-Extra: schema
Requires-Dist: jsonschema>=4.0.0; extra == "schema"
Dynamic: license-file

# awflow — Deterministic Workflow Runtime

<!-- aither-header:start GENERATED from the ecosystem registry. Edits here are overwritten; change the registry instead. -->

**[Docs](https://aitherium.github.io/awflow/)**  ·  [Source](https://github.com/Aitherium/awflow)  ·  `pip install awflow`  ·  [The Aither World](https://aitherium.github.io/)

> **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](https://github.com/Aitherium/awnix) is the Linux underneath it; **awflow** is one of its 55 bricks — each installs on its own, runs offline, and needs no account.
>
> **Start here:** Chain parallel and sequential agent calls with deterministic ordering, a persistent journal, and hard budget enforcement. Replay from the journal at any breakpoint.

<!-- aither-header:end -->

Lightweight multi-agent orchestration engine for the AitherOS fleet.

## What is it?

awflow is a **workflow interpreter** that runs deterministic, journaled multi-agent scripts on the local fleet. It provides:

- **Deterministic replay**: Call hashing + journaling means re-running the same script returns cached agent answers, not new LLM calls
- **Resume from interruption**: Stop a workflow mid-execution and resume later from the exact point where it diverges
- **Concurrency primitives**: `agent()` (serial LLM call), `parallel()` (concurrent, barrier sync), `pipeline()` (concurrent, no barrier)
- **Budget enforcement**: Hard token ceiling with no backpression — exceeding it raises immediately
- **Live journaling**: JSONL-format audit trail of every call, response, and decision

## Why?

ExpeditionManager (365KB) already orchestrates agent phases. SwarmCodingEngine (87KB) already dispatches agents. Six Pillars kernel already ticks. But nothing records **per-agent inputs/outputs in replay-resumable form**. awflow is that primitive — deliberately small, deliberately single-purpose — that those engines can adopt to gain determinism and resume.

The fleet models' 131k context window is big enough for the orchestrator-as-LLM trap to work. awflow is not that trap. It is the plumbing.

## Self-test

Verify the package imports and can execute a trivial script offline:

```bash
python -m AitherOS.lib.orchestration.awflow --self-test
```

This runs a stub workflow that:
1. Logs phases (no LLM calls)
2. Executes a concurrent fan-out (no barrier, no LLM calls)
3. Executes a serial pipeline stage (no LLM calls)
4. Verifies journaling, budget tracking, and determinism

Exit 0 means the package is functional.

## Schema validation

When you ask for a schema-constrained response, awflow:
1. Sends `response_format` to MicroScheduler (if backend supports it)
2. Validates the response against the schema locally (jsonschema)
3. Retries up to 3 times on validation failure (same prompt, same backend)
4. Returns None if all retries fail (caller filters Nones)

This belt-and-braces approach works whether or not the backend honors constrained decoding.

## Determinism guarantee

**Replay returns RECORDED answers, not LLM re-computation.** The call hash is deterministic (prompt + model + schema + effort + temperature + seed). The world is not. Fleet backend selection, sampling, and rate-limit state are environmental. When you resume a workflow, agent calls that exactly match their recorded hash return the recorded response; all others go live.

## Adoption by existing engines

ExpeditionManager already has `expedition.collect()` and `expedition.decisions()` for checkpoints. To adopt awflow:

1. Wrap the expedition in `await run_workflow(expedition.execute, budget_tokens=...)`
2. Inside the expedition, call `await awflow.agent()` instead of genesis `/chat`
3. On resume, pass the run_id to `resume_from=run_id`

Same complexity, now with determinism and resume.

## Example

See `examples/hello_fleet.py` for a three-agent workflow:

1. Phase: "Planning"
2. Parallel: two agents brainstorm
3. Phase: "Summarizing"
4. Serial: schema-constrained summary

Run it locally (if a test MicroScheduler is available):

```bash
python AitherOS/lib/orchestration/awflow/examples/hello_fleet.py
```

<!-- aither-ecosystem:start GENERATED from the ecosystem registry. Edits here are overwritten; change the registry instead. -->

## 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](https://github.com/Aitherium/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](https://github.com/Aitherium/awskills) | that an agent knows your procedure | the procedure written down, versioned, and loadable by any agent |
| [awpack](https://github.com/Aitherium/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](https://github.com/Aitherium/awm) | that memory stayed in its lane | tenant:user:project scopes, so a write cannot cross a boundary |
| [awdesk](https://github.com/Aitherium/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](https://github.com/Aitherium/awnode) | a vendor's cloud with every prompt | a local gateway routing to backends you chose |
| [awgraph](https://github.com/Aitherium/awgraph) | that grep found everything | an AST + tree-sitter call graph an agent can traverse |
| [awgit](https://github.com/Aitherium/awgit) | that no one else is editing this file | a lease, refused at commit time if you do not hold it |
| [awdelphi](https://github.com/Aitherium/awdelphi) | one agent's confident take on a decision | the round trace, the anonymity, and who dissents |
| [awtoll](https://github.com/Aitherium/awtoll) | that your tooling is saving you context | the measured token cost of each tool call, and what the alternative cost |
| [awseal](https://github.com/Aitherium/awseal) | that the artifact came from who you think | an Ed25519 seal — the key that verifies is not the key that forges |
| [awshare](https://github.com/Aitherium/awshare) | that the download is intact | content-addressed bundles, verified on fetch |
| [awnest](https://github.com/Aitherium/awnest) | that there is a person on the other end | a verdict with evidence, where "we could not tell" is not "yes" |
| [awrena](https://github.com/Aitherium/awrena) | a leaderboard someone can edit, and votes nobody counted | a scored duel with both answers kept, and a result bound to them |
| [awnboard](https://github.com/Aitherium/awnboard) | a share link anyone who sees it can use | an invitation addressed to one person, for one gate, revocable |
| [awnix](https://github.com/Aitherium/awnix) | that the box is what you left it as | an immutable image you built, with atomic rollback |
| [awrecover](https://github.com/Aitherium/awrecover) | that the restore worked | a restore that fully lands or does not land at all |
| [awstorage](https://github.com/Aitherium/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](https://github.com/Aitherium/awrelay) | a SaaS in the middle of your agents | findings, alerts and coordination over your own transport |
| [awask](https://github.com/Aitherium/awask) | that anyone read the paragraph where you asked | the ask itself, with a button that steers the session that raised it |
| [awmail](https://github.com/Aitherium/awmail) | a mailbox somebody else can read | mail your agents send and receive over your own server |
| [awfind](https://github.com/Aitherium/awfind) | one vendor's idea of the web | results from whichever providers you configured |
| [awbrowse](https://github.com/Aitherium/awbrowse) | that the page said what you were told | the render, the DOM and the requests it made |
| [awvoice](https://github.com/Aitherium/awvoice) | that a cloud vendor may hold your audio | a transcript and a wav from a service you host |
| [awvision](https://github.com/Aitherium/awvision) | a filename and a caption somebody wrote | what a model actually reports about the pixels |
| [awscreen](https://github.com/Aitherium/awscreen) | a selector that was true when the page was written | the elements actually rendered, by what they look like |
| [gawbbonet](https://github.com/Aitherium/gawbbonet) | the model to keep a 300-message campaign coherent by itself | campaign facts recalled from scoped memory you can list and edit |
| [aitherkvcache](https://github.com/Aitherium/aitherkvcache) | a vendor's quantisation defaults | sub-byte KV cache kernels you can benchmark yourself |
| [awrtifact](https://github.com/Aitherium/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](https://github.com/Aitherium/AitherZero) | a pile of scripts nobody has numbered | numbered, discoverable automation with declarative playbooks |
| [AitherConnect](https://github.com/Aitherium/AitherConnect) | what a page tells your browser to do | a federated search and desktop bridge you host |
| [awreason](https://github.com/Aitherium/awreason) | a confident paragraph | the phases it went through, and every tool call it made to get there |
| [awrecurse](https://github.com/Aitherium/awrecurse) | that everything you pasted in was actually read | which slices it opened, and what it concluded from each |
| [awprism](https://github.com/Aitherium/awprism) | the first explanation that fits | the ranked alternatives, and the observation that separates them |
| [awrepl](https://github.com/Aitherium/awrepl) | what the agent believes the value is | the value, printed from the live session |
| [awresearch](https://github.com/Aitherium/awresearch) | a summary of pages nobody opened | every claim against the source it came from |
| [awfocus](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/awpredict) | a model because it trained without erroring | its prediction against a self-updating lookup, on the rows that are actually novel |
| [awsh](https://github.com/Aitherium/awsh) | that you already know the name of the command | what it decided your line meant, before it acts on it |
| [awrise](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/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](https://github.com/Aitherium/awavatar) | a cloud 3D vendor's opaque task id | a manifest with a sha256, a licence and a rig-audit verdict per file |

[**awnix**](https://github.com/Aitherium/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](https://github.com/Aitherium/awdk) | Build AI agent fleets — 3 lines, any backend, local or cloud | [docs](https://aitherium.github.io/awdk/) |
| [awskills](https://github.com/Aitherium/awskills) | Portable agent skills — self-contained procedures an agent loads on demand | [docs](https://aitherium.github.io/awskills/) |
| [awpack](https://github.com/Aitherium/awpack) | First-party agent packs — the ones we build, versioned and installable on their own | [docs](https://aitherium.github.io/awpack/) |
| [awm](https://github.com/Aitherium/awm) | A portable, scoped agent memory | [docs](https://aitherium.github.io/awm/) |
| [awdesk](https://github.com/Aitherium/awdesk) | Aither World Desk -- the desktop body of AitherOS Online: tray, avatars, decision cards, the Living Desktop as an overlay | [docs](https://aitherium.github.io/awdesk/) |
| [awnode](https://github.com/Aitherium/awnode) | A lightweight local gateway — bridges your apps to the AI backends you chose | [docs](https://aitherium.github.io/awnode/) |
| [awrun](https://github.com/Aitherium/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](https://aitherium.github.io/awrun/) |
| [awgraph](https://github.com/Aitherium/awgraph) | A semantic code graph for agents — AST + tree-sitter, call graphs | [docs](https://aitherium.github.io/awgraph/) |
| [awgit](https://github.com/Aitherium/awgit) | Semantic version control on top of git — edit-ops and leases | [docs](https://aitherium.github.io/awgit/) |
| [awdelphi](https://github.com/Aitherium/awdelphi) | Anonymous multi-round expert panels — a converged answer with a trace | [docs](https://aitherium.github.io/awdelphi/) |
| [awtoll](https://github.com/Aitherium/awtoll) | What every tool call costs you in context, measured from your own transcripts | [docs](https://aitherium.github.io/awtoll/) |
| [awseal](https://github.com/Aitherium/awseal) | Sign an artifact so a stranger can verify it | [docs](https://aitherium.github.io/awseal/) |
| [awshare](https://github.com/Aitherium/awshare) | Publish an artifact and fetch it back verified | [docs](https://aitherium.github.io/awshare/) |
| [awdit](https://github.com/Aitherium/awdit) | An append-only audit trail whose gaps are DETECTABLE | [docs](https://aitherium.github.io/awdit/) |
| [awbac](https://github.com/Aitherium/awbac) | Role-based access control that fails closed and explains itself | [docs](https://aitherium.github.io/awbac/) |
| [awiam](https://github.com/Aitherium/awiam) | Who is this caller? A directory and session store that fails honestly | [docs](https://aitherium.github.io/awiam/) |
| [awtunnel](https://github.com/Aitherium/awtunnel) | Reach a service that has no public address | [docs](https://aitherium.github.io/awtunnel/) |
| [awnest](https://github.com/Aitherium/awnest) | Prove there is a human before you let them into the nest | [docs](https://aitherium.github.io/awnest/) |
| [awrena](https://github.com/Aitherium/awrena) | Put two agents head to head and get a verdict you can check | [docs](https://aitherium.github.io/awrena/) |
| [awnboard](https://github.com/Aitherium/awnboard) | A front gate you can put in front of anything, and hand someone the key to | [docs](https://aitherium.github.io/awnboard/) |
| [awnix](https://github.com/Aitherium/awnix) | A Linux you can hand to an agent — immutable base, capabilities included | [docs](https://aitherium.github.io/awnix/) |
| [awrecover](https://github.com/Aitherium/awrecover) | Labelled snapshots with an all-or-nothing restore | [docs](https://aitherium.github.io/awrecover/) |
| [awstorage](https://github.com/Aitherium/awstorage) | Every drive on every node, indexed, classified and diffed -- so you can see what you own before you delete it | [docs](https://aitherium.github.io/awstorage/) |
| [awrelay](https://github.com/Aitherium/awrelay) | Portable agent messaging — findings, alerts, coordination | [docs](https://aitherium.github.io/awrelay/) |
| [awask](https://github.com/Aitherium/awask) | Your agent asks you a question — and acts on your answer | [docs](https://aitherium.github.io/awask/) |
| [awmail](https://github.com/Aitherium/awmail) | Give an agent an email address — send, and actually receive | [docs](https://aitherium.github.io/awmail/) |
| [awnet](https://github.com/Aitherium/awnet) | The agentic web — agents host a mesh, and agents join one | [docs](https://aitherium.github.io/awnet/) |
| [awfind](https://github.com/Aitherium/awfind) | A portable search client — query, results, ranking | [docs](https://aitherium.github.io/awfind/) |
| [awbrowse](https://github.com/Aitherium/awbrowse) | A portable browser client — navigate, console, network, DOM, screenshot | [docs](https://aitherium.github.io/awbrowse/) |
| [awvoice](https://github.com/Aitherium/awvoice) | Hear and speak — transcribe audio, synthesize a voice | [docs](https://aitherium.github.io/awvoice/) |
| [awvision](https://github.com/Aitherium/awvision) | See an image — describe it, ask it a question, compare two | [docs](https://aitherium.github.io/awvision/) |
| [awscreen](https://github.com/Aitherium/awscreen) | See this machine — what is on screen, and where to click it | [docs](https://aitherium.github.io/awscreen/) |
| [awknowledge](https://github.com/Aitherium/awknowledge) | How to run a coding agent so the result survives — the laws, with evidence | [docs](https://aitherium.github.io/awknowledge/) |
| [gawbbonet](https://github.com/Aitherium/gawbbonet) | GobboNet campaigns with a real agent brain — scoped memory, graph recall | [docs](https://aitherium.github.io/gawbbonet/) |
| [aitherkvcache](https://github.com/Aitherium/aitherkvcache) | Near-optimal KV cache quantization for LLM inference — sub-byte compression | [docs](https://aitherium.github.io/aitherkvcache/) |
| [awrtifact](https://github.com/Aitherium/awrtifact) | Deliberately chunk artifacts into GitHub release assets — the productized aitherkvcache mirror lane | [docs](https://aitherium.github.io/awrtifact/) |
| [AitherZero](https://github.com/Aitherium/AitherZero) | PowerShell 7+ automation framework — numbered, self-describing scripts | [docs](https://aitherium.github.io/AitherZero/) |
| [AitherConnect](https://github.com/Aitherium/AitherConnect) | Browser extension — federated AI search, page context, and the Living OS overlay | [docs](https://aitherium.github.io/AitherConnect/) |
| [awreason](https://github.com/Aitherium/awreason) | A portable reasoning client — sessions, phases, thoughts, and the chain that produced the answer | [docs](https://aitherium.github.io/awreason/) |
| [awrecurse](https://github.com/Aitherium/awrecurse) | Answer a question over a context far larger than the window — recursively, with the trace kept | [docs](https://aitherium.github.io/awrecurse/) |
| [awprism](https://github.com/Aitherium/awprism) | Turn a failure into ranked hypotheses — and say what would confirm each one | [docs](https://aitherium.github.io/awprism/) |
| [awrepl](https://github.com/Aitherium/awrepl) | A REPL an agent can actually use — state that survives between turns | [docs](https://aitherium.github.io/awrepl/) |
| [awresearch](https://github.com/Aitherium/awresearch) | Ask a research question, get a cited report you can check | [docs](https://aitherium.github.io/awresearch/) |
| [awfocus](https://github.com/Aitherium/awfocus) | See, search and steer every Claude session from one command | [docs](https://aitherium.github.io/awfocus/) |
| [awgym](https://github.com/Aitherium/awgym) | An ARC training gym — a game a world model can watch, and six roles that play through it | [docs](https://aitherium.github.io/awgym/) |
| [awpredict](https://github.com/Aitherium/awpredict) | Predict what your environment does next, and how surprised you were | [docs](https://aitherium.github.io/awpredict/) |
| [awsh](https://github.com/Aitherium/awsh) | Your terminal answers you -- type a question where a command would go | [docs](https://aitherium.github.io/awsh/) |
| [awrise](https://github.com/Aitherium/awrise) | Wake an agent on a schedule, let it do one thing, and put it back to sleep | [docs](https://aitherium.github.io/awrise/) |
| [awkno](https://github.com/Aitherium/awkno) | The man page for the Aither World — every brick, stack and law, offline | [docs](https://aitherium.github.io/awkno/) |
| [awwall](https://github.com/Aitherium/awwall) | Say what a workload may reach, and watch everything else fail closed | [docs](https://aitherium.github.io/awwall/) |
| [awembed](https://github.com/Aitherium/awembed) | Train an embedding model that knows your corpus, and prove it beats the big one | [docs](https://aitherium.github.io/awembed/) |
| [awtax](https://github.com/Aitherium/awtax) | Turn any tax PDF -- returns, W-2, 1099, statements, even scans -- into structured data you can check | [docs](https://aitherium.github.io/awtax/) |
| **awflow** _(you are here)_ | A deterministic workflow runtime — chain agent calls with journal replay and budget control | [docs](https://aitherium.github.io/awflow/) |
| [awsettings](https://github.com/Aitherium/awsettings) | Your agent's permissions and config, following you to the next machine | [docs](https://aitherium.github.io/awsettings/) |
| [awavatar](https://github.com/Aitherium/awavatar) | One character spec in, a rigged, animated, multi-style avatar pack out | [docs](https://aitherium.github.io/awavatar/) |

<div id="aither-constellation" data-self="awflow"></div>
<script src="aither-constellation.js"></script>

<!-- aither-ecosystem:end -->
