Metadata-Version: 2.5
Name: awask
Version: 0.2.4
Summary: Your agent asks you a question — and acts on your answer. Durable decision cards for agents: a structured ask, delivered wherever you are, whose answer steers the run that raised it.
Project-URL: Homepage, https://aitherium.com
Project-URL: Source, https://github.com/Aitherium/awask
Author-email: Aitherium <hello@aitherium.com>
License: 
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License-File: LICENSE
Keywords: agents,approval,claude-code,cli,decisions,human-in-the-loop
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Software Development :: Libraries
Requires-Python: >=3.9
Provides-Extra: chat
Requires-Dist: httpx>=0.25.0; extra == 'chat'
Description-Content-Type: text/markdown

# awask — your agent asks you a question, and acts on your answer

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

**[Docs](https://aitherium.github.io/awask/)**  ·  [Source](https://github.com/Aitherium/awask)  ·  `pip install awask`  ·  [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; **awask** is one of its 71 bricks — each installs on its own, runs offline, and needs no account. 5 more are in development and 15 are planned.
>
> **Start here:** Ask a human a question from a script, and keep working on their answer.

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

An agent that needs a human has one channel today: prose in a terminal. That channel
loses. The deciding sentence sits in paragraph four, you are in another window, and
the run sits idle for forty minutes because nothing told you it was waiting.

`awask` makes the ask a **thing** instead of a line of text: a small structured card
in a durable store, rendered by every surface, whose answer is carried back into the
run that raised it.

```bash
pip install awask
```

Python 3.9+. **Zero dependencies** — standard library only. The store is a directory
of JSON files, so this is the entire setup: no server, no login, no network, nothing
to start before it works.

## Ask something

```bash
awask ask "Ship the migration now, or hold for review?" \
  --summary "Tests pass. The rollback path is untested." \
  --fact "312 rows affected" \
  --fact "rollback has never been run against prod data" \
  --option "ship|Ship it|live in ~2 min, rollback unproven" \
  --option "hold|Hold for review|no risk, blocks tonight's release" \
  --recommend hold --default hold --urgency high
```

Returns immediately. Your agent keeps working; you answer at your own pace.

```bash
awask list                      # what is waiting on you
awask show <id>                 # one card in full
awask answer <id> hold          # pick an option
awask steer <id> "check the FK constraint first"   # guidance; card stays open
awask cancel <id>               # withdraw it — you solved it yourself
```

Use `|` as the option separator, never `:` — a Windows path in a consequence
(`C:\data`) silently mangles with the colon form.

## Close the loop in Claude Code

The CLI alone gives you cards when an agent types the command, and delivers your
answer at your next prompt. To make it automatic:

```bash
awask install-hooks          # this project
awask install-hooks --user   # every project
awask install-hooks --dry-run
```

That writes three hooks and merges three entries into `settings.json`:

| event | hook | what it does |
|---|---|---|
| `Stop` | `stop_awask_cards.py` | holds the turn open ~50s so your answer resumes the run |
| `UserPromptSubmit` | `awask_mailbox_drain.py` | **carries your answer INTO the session** |
| `Notification` | `awask_notification_card.py` | "the agent is waiting" becomes a card |

**The middle one is the one people skip and the one that matters.** Without it you can
answer a card and the agent never learns you did — the card renders, you click, the
store records a resolution, and the run carries on as though nobody replied. Every
component reports success.

Your existing `settings.json` is **merged, never replaced**; re-running is a no-op;
a malformed settings file is refused rather than overwritten; and every hook is run
with `--self-test` after being written, because a copy is not an install.

## The five fields that make a card decidable

A card that cannot be answered from a phone lock screen is not finished.

1. **Title** — one line, the whole ask. If it needs two, raise two cards.
2. **Facts** — what you *measured*, not what you guess. Highest-value field here.
3. **Options** — each with a **consequence**. A label says what a choice is called; a
   consequence says what happens to your machine. Only the consequence lets someone
   decide without reading the code.
4. **`--recommend`** — say what you would do. A card with no recommendation pushes
   your thinking onto the human.
5. **`--default`** — what happens if nobody ever answers. **Required**: a card is only
   safe to ignore if it says what ignoring it does. An agent that cannot name a
   default is not blocked on a decision, it is blocked on doing its own thinking.

## When to raise one — the bar is high

**A card is an interruption. The default is to keep working.** Raise one only when
all three hold:

1. The answers lead to **materially different work**, and
2. **A wrong guess costs real work** to undo — time, money, data, or something
   outward-facing, and
3. **You cannot settle it yourself** by reading, measuring, or taking the
   conventional default.

If any clause fails: decide it, say so in one line, keep going. "Should I continue?"
is the anti-pattern.

## From Python

```python
from awask import DecisionCard, DecisionOption, get_store

card = get_store().create(DecisionCard(
    title="Two schema designs, both defensible",
    options=[
        DecisionOption(key="a", label="Single table", consequence="faster reads, wide rows"),
        DecisionOption(key="b", label="Join table", consequence="normalized, extra hop"),
    ],
    recommend="b", default="b",
))
print(card.id)
```

## Answering from elsewhere

`awask list/show/answer/cancel` read the store on local disk directly, so a fresh
install works with nothing running. Reaching those cards from another device — a
phone, a browser, a dashboard — needs a small local HTTP daemon serving the same
store, bound to loopback and fronted by a private tunnel or an authenticated proxy.
Never publish that port: it serves the queue that steers an agent with filesystem
access.

**Nothing starts that daemon for you, deliberately** — registering a background
service is a bigger ask than installing a CLI. The cost is worth naming: if it is
not running, remote surfaces have no cards to show, and an empty list looks exactly
like "nothing is waiting on you". A client that cannot reach it should say so.

## Delivery to a chat DM

`awask.channels` bridges cards to a Discord/Telegram/Slack **direct message** — your
bot, your token, bound to your user id. It is a DM bridge, not a channel bot, and
that is the entire security model: **a card answer steers an agent with filesystem
access**, so "who may answer" is an authorization decision. It fails closed at every
path — no config, no bound owner, a sender who is not the owner, or a message that
is not in a DM, all deny. A message in a public channel cannot answer a card even
when you typed it.

## Licence

Apache 2.0.

<!-- 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 |
| [awclassify](https://github.com/Aitherium/awclassify) | a filename, a folder, or whoever last touched it | doc_type, visibility, audience and topics, with the evidence lines that decided each |
| [awdecide](https://github.com/Aitherium/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](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 |
| [awsuite](https://github.com/Aitherium/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 |
| [awpermit](https://github.com/Aitherium/awpermit) | that an admitted agent will only do what its owner meant | an Ed25519 permit naming the agent, the principal, the door, the actions and the cap |
| [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** _(you are here)_ | 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 |
| [awdiscord](https://github.com/Aitherium/awdiscord) | a self-bot on someone's account, or a bot that acts without asking | slash commands, rate limits, and approval buttons only your operators can press |
| [awswarm](https://github.com/Aitherium/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](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 |
| [awbeads](https://github.com/Aitherium/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 |
| [awsprite](https://github.com/Aitherium/awsprite) | a chatbot with a face that resets every session | a knowledge base you can list, edit, and watch shape what it becomes |
| [awbonsai](https://github.com/Aitherium/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](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 |
| [awreport](https://github.com/Aitherium/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](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 |
| [awevolve](https://github.com/Aitherium/awevolve) | that your optimisation loop is finding anything | every version it kept, the score that version earned, and the edit that produced it |
| [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 |
| [awmine](https://github.com/Aitherium/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](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/) |
| [awpool](https://github.com/Aitherium/awpool) | The free half of the elastic work pool: dispatches public-safe work onto the free GitHub-hosted runners of the public aw* mirrors, so their idle CI minutes become compute. awrun remains the paid/self-hosted lane; this is its free twin | [docs](https://aitherium.github.io/awpool/) |
| [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/) |
| [awclassify](https://github.com/Aitherium/awclassify) | Classify any document -- what it is, who may read it, who it is for, what it is about | [docs](https://aitherium.github.io/awclassify/) |
| [awdecide](https://github.com/Aitherium/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 | [docs](https://aitherium.github.io/awdecide/) |
| [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/) |
| [awsuite](https://github.com/Aitherium/awsuite) | Your Google Workspace as agent tools, and no write happens without a yes | [docs](https://aitherium.github.io/awsuite/) |
| [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/) |
| [awpermit](https://github.com/Aitherium/awpermit) | Let an agent through your door with a scope, a spend cap, and someone accountable | [docs](https://aitherium.github.io/awpermit/) |
| [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** _(you are here)_ | 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/) |
| [awdiscord](https://github.com/Aitherium/awdiscord) | Put any agent on Discord as a real bot, with an operator in the loop | [docs](https://aitherium.github.io/awdiscord/) |
| [awnet](https://github.com/Aitherium/awnet) | The agentic web — agents host a mesh, and agents join one | [docs](https://aitherium.github.io/awnet/) |
| [awswarm](https://github.com/Aitherium/awswarm) | Run one model too big for any single GPU across a pool of small ones | [docs](https://aitherium.github.io/awswarm/) |
| [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/) |
| [awkit](https://github.com/Aitherium/awkit) | Render an agent panel from a tool result — one component, any React app | [docs](https://aitherium.github.io/awkit/) |
| [awbeads](https://github.com/Aitherium/awbeads) | A spatial canvas for a page — arrange things, connect them, and keep the arrangement | [docs](https://aitherium.github.io/awbeads/) |
| [awsprite](https://github.com/Aitherium/awsprite) | Hatch a companion that grows only from what you teach it, then take it home | [docs](https://aitherium.github.io/awsprite/) |
| [awbonsai](https://github.com/Aitherium/awbonsai) | Run a real model in the visitor's own browser — no server round trip, no upload | [docs](https://aitherium.github.io/awbonsai/) |
| [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/) |
| [awbrain](https://github.com/Aitherium/awbrain) | Your history as a wiki of linked markdown — claims pinned to the evidence | [docs](https://aitherium.github.io/awbrain/) |
| [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/) |
| [awreport](https://github.com/Aitherium/awreport) | File a bug report that has already scrubbed your secrets and collapsed the duplicate | [docs](https://aitherium.github.io/awreport/) |
| [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/) |
| [awevolve](https://github.com/Aitherium/awevolve) | Point an agent at a file and a command that scores it, and let it improve | [docs](https://aitherium.github.io/awevolve/) |
| [awsh](https://github.com/Aitherium/awsh) | Your terminal answers you -- type a question where a command would go | [docs](https://aitherium.github.io/awsh/) |
| [awmine](https://github.com/Aitherium/awmine) | Mine what your agents did -- outcomes, lessons and procedures out of the transcripts they left behind | [docs](https://aitherium.github.io/awmine/) |
| [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/) |
| [awrouter](https://github.com/Aitherium/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 | [docs](https://aitherium.github.io/awrouter/) |
| [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](https://github.com/Aitherium/awflow) | 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/) |

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