Integrating @amd-gaia/agent-email
@amd-gaia/agent-email embeds the GAIA email agent in a JS/TS app. It triages,
drafts, and sends email locally on AMD Ryzen AI — no cloud LLM. This package is
the client: it downloads a frozen native sidecar binary, spawns it, and
talks to it over local HTTP. There is no Python and no separate GAIA install.
Follow these steps to wire it into an app.
This file is NOT one of the agent's own skills. It is the integration playbook — how you wire this npm package into an app. The sidecar separately bundles six Agent Skills at
gaia_agent_email/skills/<name>/SKILL.md, which are instructions the email agent itself would load into its own prompt at runtime — currently disabled, so none of them loads. Same filename, different artifact: don't load those into your assistant, and don't ship this one as an agent skill. See Skill sets below.
1. Install
bashnpm install @amd-gaia/agent-email
The package is ESM-only ("type": "module"). Use import, not require. From
a CommonJS file, use await import("@amd-gaia/agent-email").
2. Pick the right entry point
- Node / main process → the default entry
@amd-gaia/agent-email. It can fetch the binary and spawn/own the sidecar (usesnode:fs,node:child_process). - Browser / Electron renderer → the
@amd-gaia/agent-email/clientsubpath. It has zero Node built-ins and only talks to an already-running sidecar over HTTP.
The desktop pattern: spawn the sidecar once from the Node/main process, then
drive it from the renderer via ./client.
3. Fetch the binary and start the sidecar (Node)
tsimport { fetchBinary, startSidecar, shutdown } from "@amd-gaia/agent-email"; // Build time (or first run): download + SHA-256-verify the platform binary. const { binaryPath } = await fetchBinary({ outDir: "resources" }); // Runtime: spawn -> wait for /health -> version-check, in one call. const sidecar = await startSidecar({ binaryPath, port: 8131 }); // ... use sidecar.client ... await shutdown(sidecar); // graceful stop — auto-cleanup also reaps on exit
fetchBinarywrites a verified binary intooutDir. SHA-256 is mandatory; a bad download is rejected and not left on disk. Run it at build time or guard it to run once.startSidecarthrows if the binary can't start, never becomes healthy, or the contract MAJOR version mismatches — and cleans up so a failed start leaks nothing. If the port is already taken (e.g. aplaygroundstill running) it throwsPortInUseErrorwithout spawning; to reuse a running server, useconnectSidecar({ baseUrl })instead.- The sidecar is auto-reaped when your process exits, crashes, or is signalled
(default
autoCleanup), so a missedshutdownwon't orphan the frozen binary's child.shutdown(sidecar)is the graceful, awaited stop;autoCleanup: falseopts out. If the sidecar survives the forced kill,shutdownrejects with an error naming the pid and the command to kill it — catch it and surface it rather than ignoring it.
4. Call the typed client
tsconst res = await sidecar.client.triage({ payload: { kind: "single", principal: { email: "me@example.com" }, message: { message_id: "m1", from: { name: "Sarah Chen", email: "sarah@example.com" }, subject: "Prod incident follow-up", body: "Please review the report and reply by Friday.", }, }, }); console.log(res.result.category, res.result.summary);
To classify many messages at once, use triageBatch — an items array (1–100) in,
a parallel results array out, order-preserved. It's additive (the single triage
above is unchanged). Per-item failures isolate, so an HTTP 200 can still carry
errored items — inspect each results[].error, never just the status:
tsconst batch = await sidecar.client.triageBatch({ items: [ { kind: "single", principal: { email: "me@example.com" }, message: { message_id: "m1", from: { email: "sarah@example.com" }, subject: "Prod incident", body: "Reply by Friday." } }, ], }); for (const r of batch.results) { if (r.error) console.warn(`item ${r.index} failed: ${r.error.message}`); else console.log(`item ${r.index}:`, r.result!.category); }
The interface:
| Call | Needs | Notes |
|---|---|---|
triage(req) | Local LLM only | Classify / summarize / extract action items + phishing signals on the message you pass. No mailbox read. Action items also persist to the sidecar's local task list (keyed by message_id, de-duplicated on re-triage) — the response shape is unchanged. |
triageBatch(req) | Local LLM only | Same as triage for an items array (1–100). Parallel results array; per-item failures isolate (200 can carry errored items — inspect results[].error). |
search(req) | A connected mailbox | Read-only inbox search by query/labels; returns message metadata (id, subject, sender, snippet, labels), no body. No token. No mailbox → 503, two+ → 400. |
prescan(req?) | A connected mailbox | Read-only inbox pre-scan → triage-card envelope (kind: "email_pre_scan"), whose needs_you (schema 2.11) is the ONE worklist the card renders — up to 5 things that need you, plus bulk for the filtered remainder. Also carries suspicious/suspicious_total (schema 2.13): the phishing/spam-flagged subset of actionable, each item tagged is_phishing/is_spam. No mailbox connected → 503; 2+ → 400. Heuristic-only, no Lemonade call. NeedsYouItem.detail is reserved on the wire but always empty today on every surface — see CHANGELOG.md. |
draft(req) | Nothing external | Returns a single-use confirmation token. Optional attachments (schema 2.2): { filename, mime_type, content_base64 } each, ≤ 25 MB decoded. |
send(req) | Draft token + a connected mailbox | Gate fires first: no/invalid draft token → 403; valid token but no mailbox connected on the host → 503. Attachments must exactly match the confirmed draft's (the token binds their content digests). |
confirmAction(req) | Nothing external | Mints a single-use token for "archive"/"quarantine", bound to the (action, message_id). |
archive(req) | confirm token + a connected mailbox | Removes from inbox. Gate fires first (no/invalid token → 403). Returns a batch_id undo handle (+ post_archive_id for the Outlook id change). |
unarchive(req) | A connected mailbox | Restores within the 30s window (ungated — pass batch_id); expired/unknown → 409. |
quarantine(req) | confirm token + a connected Gmail mailbox | Applies GAIA_PHISHING_QUARANTINE + archives a phishing message. Refuses is_phishing:false → 400; Gmail-only (Outlook → 400). |
unquarantine(req) | A connected mailbox | Restores prior labels within the 30s window (ungated — pass action_id); expired/unknown → 409. |
listCalendarEvents(opts?) | Connected mailbox + calendar scope | Read-only view of the primary calendar. Optional timeMin/timeMax — omitting both defaults to a forward window (now → +30 days); provider only when >1 account. Missing scope → 403 + reconnect CTA. |
previewCalendarEvent(req) | Nothing external | Mints a single-use confirmation token bound to the event (calendar analogue of draft). |
createCalendarEvent(req) | Preview token + connected calendar | Token gate fires first: no/invalid token → 403, then the calendar checks. |
respondToCalendarEvent(req) | Connected calendar | RSVP accepted/declined/tentative to an existing invite. |
query(req) | A connected mailbox (for mailbox tools) | The agent loop (schema 2.4): async iterator of the seven typed SSE events. You mint run_id; push the transcript slice in context. See "Canonical agent-loop query" below. |
cancelQuery(runId) | Nothing external | Cancel an in-flight query() run between steps (pass the run_id you minted). Not in flight → 404. |
Build the standalone surface (triage, draft, confirmAction,
previewCalendarEvent) with zero connector setup. The read-only search and
prescan read the live inbox (a connected mailbox, no token); send, the mailbox
actions (archive / quarantine), and the calendar actions (view / create / respond)
need a connected mailbox whose relevant scope was granted. Mint the gate token with
draft (for send), confirmAction (for archive / quarantine), or
previewCalendarEvent (for createCalendarEvent); archive and quarantine are
reversible inside a 30s window via the ungated unarchive / unquarantine. Every
non-2xx response throws HttpError (status, url, bodyText) — handle it; there is
no silent null.
Scheduled daily briefing (#1608, REST-only): the sidecar can run prescan on a
daily timer with no prompt. Off by default — launch with
startSidecar({ env: { GAIA_EMAIL_BRIEFING_ENABLED: "true" } }) (fire time
GAIA_EMAIL_BRIEFING_TIME, 24h local HH:MM, default 08:00), then pull the latest
run from GET /v1/email/briefing with plain fetch (no client wrapper yet). 404
until the first scheduled run; an invalid env value fails sidecar startup loudly.
The response is a cached run, so it also carries cache_age_seconds and stale
(#2759) — stale is true once the briefing is at least 24 hours old. Read them
and say the age before you show the contents; the endpoint labels an old briefing
rather than refusing it or regenerating it, so a host that ignores those two fields
presents last week's inbox as this morning's.
5. From a renderer (Electron / browser)
The sidecar serves same-origin only — no CORS. A renderer on a different origin
cannot fetch http://127.0.0.1:8131 directly; the browser blocks it. So:
- Recommended: spawn the sidecar in the Electron main process (step 3) and
expose
triage/draftto the renderer over your own IPC. Don't call the sidecar from the renderer directly. - The
./cliententry (zero Node built-ins) is only usable from a same-origin or proxied page:
tsimport { EmailClient } from "@amd-gaia/agent-email/client"; // Pass the sidecar's session token (from sidecar.authToken in the main process, // forwarded over IPC) — without it every /v1/email/* call is 401. const client = new EmailClient({ baseUrl: "http://127.0.0.1:8131", authToken });
Canonical agent-loop query (POST /v1/email/query, schema 2.6)
The v2 keystone (#2016): NL request in, the agent reasons and chains its tools, the
canonical Server-Sent Event types out — status / token / tool_call /
tool_result / needs_confirmation / needs_input / final / error, terminated by
exactly one final or error. This is the one loop every v2 front-door relays to. The host
mints run_id and pushes the transcript slice in context, so the sidecar
stays stateless. The typed client wraps it (#2097): query() returns an async
iterator of typed QueryEvents; cancelQuery(runId) stops the run between steps:
tsconst runId = crypto.randomUUID(); // host-minted; also the cancel handle for await (const ev of sidecar.client.query({ query: "Triage my inbox", run_id: runId, context: [], // pushed transcript slice; [] for a fresh conversation })) { switch (ev.type) { case "status": console.log(ev.message); break; case "token": process.stdout.write(ev.delta); break; case "tool_call": console.log(`→ ${ev.tool}`, ev.args); break; case "tool_result": console.log(`← ${ev.tool}`, ev.data); break; case "needs_confirmation": break; // run then ends with a final refusal (D1) case "needs_input": // PAUSED — answer, then keep iterating await sidecar.client.respondToQuery(runId, ev.request_id, await askUser(ev)); break; case "final": console.log(ev.answer); break; // terminal case "error": console.error(ev.detail); break; // terminal, verbatim default: console.warn("unsupported event", ev); // future additive type } } // Mid-run, from anywhere that knows runId: // await sidecar.client.cancelQuery(runId);
Rules an integration must respect:
- Mint
run_idyourself (crypto.randomUUID()) and keep it — it is the cancel handle, valid from the instant the request is sent. - Exactly one terminal event. A terminal
erroris yielded (surfacedetailverbatim); transport/contract failures throw (HttpErrornon-2xx,QueryStreamErrorfor a non-SSE response / malformed event / stream that closes without a terminal). Never treat iterator completion without afinalas success — the client already throws for you. - Gate
can_answer_questionson the peer's version. Callversion()first: a sidecar belowapiVersion2.6 does not know the field and answers422to every request carrying it — includingfalse. Omit it below 2.6 and treat mid-run questions as unavailable. - Declare
can_answer_questionshonestly. It defaults tofalse. Set ittrueonly when a human is watching a UI that renders the question; a one-shot or batch job must leave it off, and then gets an immediate actionable refusal instead of a run parked on a question nobody can see. - Answer
needs_input, do not restart. The run is parked on the SAME stream. CallrespondToQuery(runId, ev.request_id, value)and keep iterating the existing iterator — issuing a freshquery()abandons the paused run.valueis an option'svalue(itslabelalso works) or free text whenallow_free_text. Render every option'sdescription: the label alone does not tell the user what they are agreeing to. Whensensitiveis set, mask the input and never log it. Ignoring the question is safe but wasteful — the run ends with anerroraftertimeout_seconds. - Handle the
defaultbranch. Atypeoutside the canonical vocabulary arrives as{ type: "unknown", eventType, raw }— render an "unsupported event" placeholder or log it; it is never silently dropped. - Long runs are normal.
timeoutMsbounds time-to-first-response only. To abort from the client side passquery(req, { signal })AND callcancelQueryso the sidecar stops the loop, not just the socket.
A confirmation-requiring step (a destructive tool such as send_now) emits
needs_confirmation then ends with a final refusal pointing at the fixed-function
route — mint a token via draft(), then send() (stateless stub, epic decision D1;
confirm_url omitted). That is an approval and stays terminal and deny-by-default;
a question (needs_input) is the resumable one. Do not treat them alike.
Mailbox setup is the agent's job now (#2469). When the agent has no usable mailbox —
not connected, credentials broken, missing a scope, or connected-but-not-granted — it
asks the user about that specific problem via needs_input and fixes it, rather than
returning an error telling them to run a CLI command. Two cases are worth knowing:
the connected-but-not-granted case needs no browser at all (a local permission write),
and connecting Google still requires the user to supply their own OAuth client ID and
secret, so expect a sensitive: true question on that path.
Mail-required, calendar-optional (#2730). Every setup/reconnect path — this self-repair flow included — requests the full mail + calendar scope union at consent time, but only the mail scopes gate whether the flow reports success. A user who declines calendar still ends up with a working mailbox; calendar tools raise their own actionable error, naming the exact scope, the first time one is actually called. Do not "fix" a self-repair flow that requests only mail scopes — that narrower request is the bug this issue removed, not a simplification to reintroduce.
Stateful agent surface (/v1/email/agent/*, 0.4.0)
Everything above is stateless — you send a payload, the sidecar analyzes it, no
memory, no conversation. The sidecar also hosts a session-scoped, conversational
agent that runs the full EmailTriageAgent (memory, personalization, every agent
tool) over HTTP. This is the surface the Agent UI uses. It is not wrapped by the
typed EmailClient yet — call it directly with fetch against the sidecar's
baseUrl:
jsconst base = "http://127.0.0.1:8131"; // 1. Start a session (builds the agent; reports memory availability). await fetch(`${base}/v1/email/agent/session`, { method: "POST", headers: { "content-type": "application/json" }, body: JSON.stringify({ session_id: "s1" }), }); // 2. Run a turn — the reply streams back as Server-Sent Events. const res = await fetch(`${base}/v1/email/agent/query`, { method: "POST", headers: { "content-type": "application/json", accept: "text/event-stream" }, body: JSON.stringify({ session_id: "s1", message: "Triage my inbox" }), }); const reader = res.body.getReader(); const dec = new TextDecoder(); let buf = ""; for (;;) { const { value, done } = await reader.read(); if (done) break; buf += dec.decode(value, { stream: true }); let i; while ((i = buf.indexOf("\n\n")) >= 0) { const line = buf.slice(0, i).split("\n").find(l => l.startsWith("data: ")); buf = buf.slice(i + 2); if (!line) continue; const ev = JSON.parse(line.slice(6)); // {type: "thinking"|"step"|"permission_request"|"run_complete"|...} if (ev.type === "permission_request") { // a gated tool (send/forward/delete/...) is waiting await fetch(`${base}/v1/email/agent/confirm-tool`, { method: "POST", headers: { "content-type": "application/json" }, body: JSON.stringify({ session_id: "s1", approved: true }), }); } if (ev.type === "run_complete") console.log("answer:", ev.answer); } }
Other endpoints: POST /cancel, DELETE /session/{id}, GET /session/{id}/history,
and the runtime memory toggle POST /memory + GET /memory/{id} (enabling memory that
was never initialized returns 409, never a silent no-op). One turn at a time per
session — an overlapping /query returns 409. See SPEC.md for the full table.
Full autonomy (/v1/email/agent/autonomy/*)
The agent can run proactively at the earn_trust level: it archives low-signal
(promotional/spam) mail and marks FYI mail read on its own where your explicit
preferences already sanction it (a low-priority sender, or a category you default to
archive) or a sender/category has earned enough trust, and always asks before anything
destructive (send / forward / RSVP / quarantine). There is no permanent-delete — the
agent only ever moves mail to Trash, which is always reversible. Reply drafting is not yet
wired into this proactive loop (the policy layer supports it, but no candidate reaches it
today).
Turn it on and inspect the earned trust:
js// Turn on full autonomy (levels: off | suggest | earn_trust | full; "off" = kill switch) await fetch(`${base}/v1/email/agent/autonomy`, { method: "POST", headers: { "content-type": "application/json" }, body: JSON.stringify({ session_id: "s1", level: "earn_trust" }), }); // Run one observe→decide→act cycle now (the daemon/scheduler drives this in production) const r = await fetch(`${base}/v1/email/agent/autonomy/run`, { method: "POST", headers: { "content-type": "application/json" }, body: JSON.stringify({ session_id: "s1", max_messages: 25 }), }); const report = await r.json(); // { level, executed:[…], proposals:[…], decisions:[…], skipped } // decisions[] explains EVERY candidate considered: { message_id, tool, action, outcome, reason, sender } // Inspect the earned-trust ledger — autonomy is never a black box const status = await (await fetch(`${base}/v1/email/agent/autonomy/s1`)).json(); // { level, enabled, trust_min_samples, trust_threshold, trusted_scope_count, scopes:[…] }
The agent learns from your corrections: undoing an auto-executed action —
POST /v1/email/agent/autonomy/undo with { session_id, action_id } from the executed[]
entry, or the conversational undo_archive_batch tool for a batch archive — is captured as
a negative outcome that pulls the sender/category back below the trust bar. (Positive-outcome
accrual — trust rising as suggestions are accepted or left standing — is not yet wired, so
today the ledger only ratchets trust down.) Every auto-action is reversible with undo. A bad
level returns 400; an unknown session returns 404; undoing an unknown/expired
action_id returns 409; /run while the level is off returns 409 too — it refuses
rather than returning the same 200 shape a real, found-nothing cycle would (#2528).
The Python host also ships a thin-client CLI over this same surface:
gaia email autonomy {status|set-level|pause|resume|run|trust|kill} (#2516).
Skill sets — disabled in this release
The sidecar bundles six Agent Skills (personal: inbox-triage,
newsletter-digest, travel-itinerary; work: inbox-triage,
meeting-scheduling, action-item-extraction, escalation-routing), but the
agent's manifest currently declares no sets, so none of them loads. A
personal and a work mailbox get identical behaviour. This is deliberate: the
skills are held back until an eval run shows they improve triage.
What that means for your integration:
- Do not pass
--skill-setorGAIA_EMAIL_SKILL_SET. Any value fails at startup with... but this agent declares no skill sets — Agent Skills are switched off in this build.There is no working name. This is fail-loud behaviour, not a bug to work around. GAIA_EMAIL_ACCOUNT_TYPEstill validates but selects nothing.- Nothing in the API changes either way — same endpoints, same tools, same
permissions. Re-enabling happens inside the agent's
gaia-agent.yaml; your code does not change.
Running in a server / long-lived app
fetchBinaryis a build step, not per request (network + SHA verify). Run it once;resolveBinaryPathat runtime.- Spawn once at boot, hold the
Sidecarhandle for the process lifetime — never per request. - Low concurrency. One local Lemonade model slot, so parallel
triagecalls serialize. Cap inflight calls. - Cleanup is automatic (default
autoCleanup): the sidecar's child is reaped on exit/crash/signal. Callshutdownfor a graceful stop (it rejects, naming the pid, if the sidecar survives the forced kill), orautoCleanup: falseto wire signals yourself. The package does not restart a crashed sidecar.
Fast local iteration (when you need to fix the agent, not just call it)
The steps above spawn a frozen binary — you can't edit it. To debug or improve the agent, run its Python source and attach the same client. The frozen binary is that source frozen, so the contract is identical; only the base URL changes.
bashpip install -e hub/agents/email/python # editable install gaia-agent-email serve --reload # source server on 127.0.0.1:8131, auto-reload
tsimport { connectSidecar } from "@amd-gaia/agent-email"; // Attaches (health + version check), spawns nothing, token off in dev: const dev = await connectSidecar({ baseUrl: "http://127.0.0.1:8131" }); await dev.client.triage({ payload: { /* … */ } }); // Edit the Python under gaia_agent_email/, save → reload → re-run. Seconds.
npx @amd-gaia/agent-email dev launches the serve process for you
(--python <path> to use a specific venv). There's no child on the returned
handle and nothing to shutdown() — you own the serve process (Ctrl+C). Switch
back to production by using startSidecar (frozen binary) instead of
connectSidecar; the client calls are unchanged.
Prerequisites — the agent needs a local model
The sidecar runs the LLM via Lemonade Server, which this package does not
install. Before triage/draft/send succeed, the host must have:
- A running Lemonade Server. GAIA's daemon starts and supervises one, so
gaia daemon startis normally all that is needed. - The model pulled (
gaia initinstalls Lemonade and downloads the default model).
Until then the binary boots, but the first triage returns HTTP 502.
Gotchas (read before debugging)
- Every
/v1/email/*call needs the session token (#1706).sidecar.clientcarries it automatically; a client you construct yourself must passauthToken(fromsidecar.authToken) or every call is 401. Absent or non-loopbackHost→ 400, non-loopback browserOrigin→ 403./health·/version·/v1/email/spec·/v1/email/playgroundare exempt. health()is liveness-only. A green/healthmeans the REST surface is up, NOT that triage will work. For real readiness callinit()(GET /v1/email/init, #1795) — it probes Lemonade + the triage model and returns theInitResponseon both the ready (200) and not-ready (503) paths, so branch on.ready/ read.hint.POST /v1/email/initstreams a model-pull (no wrapper yet).- HTTP 502 from
triage→ Lemonade isn't running/reachable, or the model isn't pulled. It is not a bug in this package. - Addresses are objects, not strings.
to(andtriage'sfrom/principal) are{ email, name? };tois a non-empty array of them. A plain string → 422. sendneeds the draftconfirmation_token(missing/invalid → 403), but it takes no OAuth token — the mailbox is resolved from the host's GAIA connector store (no mailbox connected → 503). The read-onlysearch/prescanresolve the mailbox the same way (503 with none, 400 with 2+). Triage and draft need no connector.- Attachments bind to the token (schema 2.2). Re-send the exact
attachmentsarray you drafted with — the metadata-onlydraftecho has nocontent_base64, so spreading the echo intosendloses the files. A swapped/extra/missing attachment → 403; bad base64, a malformed MIME type, or > 25 MB decoded → 422; Outlook additionally rejects files over 3 MB (Graph simple-attach limit). archive/quarantineare gated likesend, but their token comes fromconfirmAction(notdraft) and is bound to the(action, message_id)— a token for one can't authorize the other. Undo withunarchive(pass the returnedbatch_id) /unquarantine(pass theaction_id) within 30s; past the window the reversal returns 409 (restore manually in the mail client). For Outlook, use thepost_archive_idfrom the archive response — the folder move changes the id.- Cleanup is automatic by default — the sidecar is reaped on exit/crash/signal;
only
autoCleanup: false(or a hardSIGKILLof your process) can orphan the child.shutdownstays the graceful stop. - OAuth forward-out is daemon-only (sidecar contract 2.5, #2154). The
/v1/connections/{provider}intake exists for the GAIA Agent UI daemon to forward short-lived access tokens to the sidecar (the sidecar never holds the refresh token). A standalone integrator using this package does not call it — keep resolving the mailbox from the host's GAIA connector store as before. There is noclient.forwardConnection()method, by design. - Some capabilities are agent-loop-only — no REST endpoint, no client method.
Scheduled send / snooze (#1609), voice / style-matched drafting (#1607 —
build_voice_profilelearns a local style profile from Sent mail so drafts come out in the user's own voice), follow-up tracking (#1606 —check_followupsflags sent mail still awaiting a reply, detection only), and waiting-on-you detection (#2581 —list_waiting_on_youflags INBOUND mail awaiting the user's reply; it only qualifies a message that has both a genuine ask/meeting-time signal and corroboration that it's real correspondence) all run in the agent tool loop. The REST contract has no routes for them yet, so don't look forclient.scheduleSend()/client.snooze()/ a voice, follow-up, or waiting-on-you method — they don't exist (and none of these movesSCHEMA_VERSION). --skill-set/GAIA_EMAIL_SKILL_SETalways fail right now. Agent Skills are disabled in this release, so the agent declares no sets and every name is invalid. Don't wire either into your spawn options.- ESM-only.
require("@amd-gaia/agent-email")fails; useimport/ dynamicimport().
Verify the integration
A green path looks like: fetchBinary succeeds → startSidecar resolves →
client.triage(...) returns a result with a category and summary. If
triage 502s, start Lemonade and pull the model, then retry — the rest of your
integration is fine.
To eyeball the agent by hand without writing any code, run
npx @amd-gaia/agent-email playground — it fetches the binary, starts the sidecar,
and opens an interactive page where you can fire triage/draft and see a stack-health
check.
For the full endpoint list, lifecycle internals, and connector details, see
SPEC.md next to this file.


