Integrate canonical architecture: two-process backend + LiveKit agent

Promote all 12 staged canonical files from docs/generated/files/ to their
live paths, creating the full PodMan architecture:

Backend:
- server.ts: HTTP service (token mint, sync-PR, outcome recording, /health, WS relay)
- agent.ts: worker joining LiveKit room, grabbing screenshare frames at ~1fps
- agent/podman.ts: orchestrator loop (vision -> collision detection -> intervention)
- env.ts: flat env var accessors replacing nested stub
- vision/gemini.ts: JPEG -> Gemini vision -> EngineerContext (real implementation)
- collision/detector.ts: fused vision+GitHub collision detection (the moat)
- github/client.ts: Octokit wrapper with caching + sync PR creation
- memory/store.ts: extended with recordObservation/recordCollision/recordIntervention/recordOutcome helpers
- memory/vectors.ts: stub for Voyage+Atlas vector recall (Loop A)
- memory/policy.ts: stub for intervention policy gate (Loop B)
- voice/live.ts: stub for Gemini Live TTS voice output

Shared:
- messages.ts: LiveKit data-channel wire protocol (DataMessage, InterventionOutcome, TeamModel, LocalGitReport)
- index.ts: re-exports messages module

Frontend:
- livekit/useScreenPublish.ts: hook for joining pod and publishing screenshare
- livekit/useInterventions.ts: hook for receiving collision cards and responding
- lib/api.ts: fetchToken + postOutcome HTTP helpers

Database:
- database/init.ts: MongoDB Atlas collections + indexes + vector search index

Infra:
- infra/.do/app.yaml: DO App Platform spec (static_site + service + worker)

Retire stubs superseded by canonical decomposition:
- backend/src/index.ts (replaced by server.ts)
- backend/src/intervention/engine.ts (logic now in agent/podman.ts)
- backend/src/livekit/token.ts (token minting now in server.ts)

Install missing dependencies: @livekit/rtc-node, sharp, mongodb, ws, @types/ws

Type error fixes:
- vision/gemini.ts: use MediaResolution.MEDIA_RESOLUTION_LOW enum value (not string literal)
- agent/podman.ts: wrap SuggestedActionKind into { kind: action } SuggestedAction object

All packages pass pnpm -r typecheck and pnpm -r build.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
Kartikeya
2026-06-27 14:27:14 -07:00
parent 253c7438fb
commit da5b2622b2
23 changed files with 1369 additions and 190 deletions
+10 -3
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@@ -5,23 +5,30 @@
"type": "module",
"main": "./dist/index.js",
"scripts": {
"dev": "tsx watch src/index.ts",
"start": "node dist/index.js",
"dev": "tsx watch src/server.ts",
"dev:server": "tsx watch src/server.ts",
"dev:agent": "tsx watch src/agent.ts",
"start": "node dist/server.js",
"build": "tsc -p tsconfig.json",
"typecheck": "tsc -p tsconfig.json --noEmit"
},
"dependencies": {
"@google/genai": "^2.10.0",
"@livekit/rtc-node": "^0.13.29",
"@podman/shared": "workspace:*",
"cors": "^2.8.6",
"dotenv": "^17.4.2",
"express": "^5.2.1",
"livekit-server-sdk": "^2.15.5",
"octokit": "^5.0.5"
"mongodb": "^7.4.0",
"octokit": "^5.0.5",
"sharp": "^0.35.2",
"ws": "^8.21.0"
},
"devDependencies": {
"@types/cors": "^2.8.19",
"@types/express": "^5.0.6",
"@types/ws": "^8.18.1",
"tsx": "^4.22.4"
}
}
+79
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@@ -0,0 +1,79 @@
import {
Room,
RoomEvent,
TrackKind,
TrackSource,
VideoStream,
VideoBufferType,
dispose,
type RemoteTrack,
type RemoteTrackPublication,
type RemoteParticipant,
} from '@livekit/rtc-node';
import sharp from 'sharp';
import { AccessToken } from 'livekit-server-sdk';
import { env } from './env.js';
import { PodMan } from './agent/podman.js';
const POD_ROOM = process.env.POD_ROOM ?? 'demo-pod';
const SAMPLE_INTERVAL_MS = 1000; // ~1 fps to the vision model
async function agentToken(room: string): Promise<string> {
const at = new AccessToken(env.LIVEKIT_API_KEY, env.LIVEKIT_API_SECRET, {
identity: 'podman-agent',
name: 'PodMan',
ttl: '4h',
});
at.addGrant({ roomJoin: true, room, canPublish: true, canSubscribe: true, canPublishData: true });
return at.toJwt();
}
async function main() {
const room = new Room();
const podman = new PodMan(room, POD_ROOM);
await room.connect(env.LIVEKIT_URL, await agentToken(POD_ROOM), {
autoSubscribe: true,
dynacast: true,
});
await podman.start();
console.log(`[agent] PodMan joined room ${POD_ROOM}`);
const lastSent = new Map<string, number>();
room.on(
RoomEvent.TrackSubscribed,
(track: RemoteTrack, pub: RemoteTrackPublication, participant: RemoteParticipant) => {
if (track.kind !== TrackKind.KIND_VIDEO || pub.source !== TrackSource.SOURCE_SCREENSHARE) return;
const id = participant.identity;
const stream = new VideoStream(track);
void (async () => {
for await (const event of stream) {
const now = Date.now();
if (now - (lastSent.get(id) ?? 0) < SAMPLE_INTERVAL_MS) continue; // THROTTLE
lastSent.set(id, now);
const rgba = event.frame.convert(VideoBufferType.RGBA);
const jpeg = await sharp(Buffer.from(rgba.data), {
raw: { width: rgba.width, height: rgba.height, channels: 4 },
})
.resize({ width: 1280, withoutEnlargement: true })
.jpeg({ quality: 70 })
.toBuffer();
await podman.onScreenFrame(id, jpeg);
}
})();
},
);
const shutdown = async () => {
await room.disconnect();
await dispose();
process.exit(0);
};
process.on('SIGINT', shutdown);
process.on('SIGTERM', shutdown);
}
main().catch((e) => {
console.error('[agent] fatal', e);
process.exit(1);
});
+75
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@@ -0,0 +1,75 @@
import { RoomEvent, type Room } from '@livekit/rtc-node';
import type { EngineerContext, Collision, Intervention, DataMessage } from '@podman/shared';
import { DATA_TOPIC } from '@podman/shared';
import { analyzeFrame } from '../vision/gemini.js';
import { detectCollisions } from '../collision/detector.js';
import { getGithubState } from '../github/client.js';
import { recordObservation, recordCollision, recordIntervention } from '../memory/store.js';
import { recallSimilar } from '../memory/vectors.js';
import { shouldIntervene, preferredAction } from '../memory/policy.js';
import { speak } from '../voice/live.js';
export class PodMan {
private contexts = new Map<string, EngineerContext>();
private encoder = new TextEncoder();
constructor(
private room: Room,
private podId: string,
) {}
async start(): Promise<void> {
// Tier-2 optional ground-truth + engineer ACKs arrive over the data channel.
this.room.on(RoomEvent.DataReceived, (payload) => {
try {
const msg = JSON.parse(new TextDecoder().decode(payload)) as DataMessage;
if (msg.type === 'GIT_REPORT') {
const c = this.contexts.get(msg.report.engineerId);
if (c) c.hasUnpushedChanges = msg.report.unpushedCount > 0 || msg.report.dirtyFiles.length > 0;
}
} catch { /* ignore malformed */ }
});
}
async onScreenFrame(engineerId: string, jpeg: Buffer): Promise<void> {
const ctx = await analyzeFrame(engineerId, this.podId, jpeg);
this.contexts.set(engineerId, ctx);
await recordObservation(ctx);
const github = await getGithubState(); // cached
const collisions = detectCollisions([...this.contexts.values()], github);
for (const collision of collisions) await this.handle(collision);
}
private async handle(collision: Collision): Promise<void> {
const prior = await recallSimilar(collision); // Loop A: vector recall raises confidence
if (prior) collision.severity = 'critical';
if (!shouldIntervene(collision, prior)) return; // Loop B: policy gate
await recordCollision(collision);
const action = preferredAction(collision, prior);
const names = collision.engineers.join(' and ');
const message = `${names} are both editing ${collision.file}` +
(collision.githubState?.unpushed ? ' and one has unpushed changes.' : '.') +
(prior ? ` I've seen this conflict pattern before.` : '');
const intervention: Intervention = {
id: `int_${Date.now()}`,
collisionId: collision.id,
podId: this.podId,
kind: 'card',
message,
suggestedAction: { kind: action },
status: 'pending',
createdAt: new Date().toISOString(),
};
await recordIntervention(intervention);
const data: DataMessage = { type: 'COLLISION', collision, intervention };
await this.room.localParticipant?.publishData(
this.encoder.encode(JSON.stringify(data)),
{ reliable: true, topic: DATA_TOPIC },
);
await speak(this.room, message); // gemini-3.1-flash-live voice into the room
}
}
+22 -32
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@@ -1,50 +1,40 @@
import type { Collision, EngineerContext, GithubStateSnapshot } from '@podman/shared';
import type { EngineerContext, Collision, GithubStateSnapshot } from '@podman/shared';
function normalize(path?: string): string | undefined {
if (!path) return undefined;
return path.replace(/^\.?\/?(src\/)?/, 'src/').toLowerCase();
}
/**
* Fuse live engineer contexts (from vision) with GitHub state to find overlaps:
* two or more engineers editing the same file — especially when unpushed.
*
* Pure function: easy to unit-test, no I/O. Callers supply the GitHub snapshot.
*/
export function detectCollisions(
contexts: EngineerContext[],
githubStateByFile: Record<string, GithubStateSnapshot> = {},
now: string = new Date().toISOString(),
github: GithubStateSnapshot,
): Collision[] {
const byFile = new Map<string, EngineerContext[]>();
for (const ctx of contexts) {
if (!ctx.currentFile) continue;
const list = byFile.get(ctx.currentFile) ?? [];
list.push(ctx);
byFile.set(ctx.currentFile, list);
for (const c of contexts) {
const f = normalize(c.currentFile);
if (!f) continue;
(byFile.get(f) ?? byFile.set(f, []).get(f)!).push(c);
}
const collisions: Collision[] = [];
const out: Collision[] = [];
for (const [file, group] of byFile) {
if (group.length < 2) continue;
const engineers = [...new Set(group.map((g) => g.engineerId))];
if (engineers.length < 2) continue;
const github = githubStateByFile[file];
const unpushed = group.some((g) => g.hasUnpushedChanges) || github?.unpushed === true;
const sharedSymbol = group.every(
(g) => g.currentSymbol && g.currentSymbol === group[0]!.currentSymbol,
)
? group[0]!.currentSymbol
: undefined;
const anyUnpushed =
group.some((g) => g.hasUnpushedChanges) || github.unpushed === true;
if (!anyUnpushed) continue; // the crux GitHub alone cannot answer
collisions.push({
id: `${group[0]!.podId}:${file}:${engineers.sort().join(',')}`,
out.push({
id: `col_${file}_${Date.now()}`,
podId: group[0]!.podId,
file,
symbol: sharedSymbol,
symbol: group.find((g) => g.currentSymbol)?.currentSymbol,
engineers,
severity: unpushed ? 'critical' : sharedSymbol ? 'warn' : 'info',
githubState: github,
detectedAt: now,
severity: 'warn',
githubState: { ...github, unpushed: anyUnpushed },
detectedAt: new Date().toISOString(),
});
}
return collisions;
return out;
}
+29 -33
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@@ -1,39 +1,35 @@
import 'dotenv/config';
/** Reads an env var, throwing if it is required but missing. */
function read(name: string, required = false): string {
const value = process.env[name] ?? '';
if (required && !value) {
throw new Error(`Missing required env var: ${name}`);
}
return value;
function req(name: string): string {
const v = process.env[name];
if (!v) throw new Error(`Missing required env var: ${name}`);
return v;
}
function opt(name: string, fallback = ''): string {
return process.env[name] ?? fallback;
}
export const env = {
port: Number(process.env.PORT ?? 8787),
livekit: {
url: read('LIVEKIT_URL'),
apiKey: read('LIVEKIT_API_KEY'),
apiSecret: read('LIVEKIT_API_SECRET'),
},
gemini: {
apiKey: read('GEMINI_API_KEY'),
visionModel: process.env.GEMINI_VISION_MODEL ?? 'gemini-3.5-flash',
liveModel: process.env.GEMINI_LIVE_MODEL ?? '',
},
github: {
token: read('GITHUB_TOKEN'),
repo: read('GITHUB_REPO'),
},
mongo: {
uri: read('MONGODB_URI'),
},
voyage: {
apiKey: read('VOYAGE_API_KEY'),
},
// LiveKit
LIVEKIT_URL: req('LIVEKIT_URL'),
LIVEKIT_API_KEY: req('LIVEKIT_API_KEY'),
LIVEKIT_API_SECRET: req('LIVEKIT_API_SECRET'),
// Gemini
GEMINI_API_KEY: req('GEMINI_API_KEY'),
GEMINI_VISION_MODEL: opt('GEMINI_VISION_MODEL', 'gemini-3.5-flash'),
GEMINI_LIVE_MODEL: opt('GEMINI_LIVE_MODEL', 'gemini-3.1-flash-live-preview'),
// GitHub
GITHUB_TOKEN: req('GITHUB_TOKEN'),
GITHUB_REPO: req('GITHUB_REPO'), // owner/name
// Mongo + Voyage
MONGODB_URI: req('MONGODB_URI'),
VOYAGE_API_KEY: opt('VOYAGE_API_KEY'),
// Server
PORT: Number(opt('PORT', '8787')),
} as const;
export function repoParts(): { owner: string; repo: string } {
const [owner, repo] = env.GITHUB_REPO.split('/');
if (!owner || !repo) throw new Error('GITHUB_REPO must be "owner/name"');
return { owner, repo };
}
+39 -18
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@@ -1,25 +1,46 @@
import { Octokit } from 'octokit';
import type { GithubStateSnapshot } from '@podman/shared';
import { env } from '../env.js';
import { env, repoParts } from '../env.js';
export const octokit: Octokit = new Octokit({ auth: env.github.token });
const gh = new Octokit({ auth: env.GITHUB_TOKEN });
let cache: { at: number; state: GithubStateSnapshot } | null = null;
const TTL_MS = 5000;
/**
* Pull the GitHub state relevant to a file in the pod's repo: open branches
* and PRs touching it. Fused with vision contexts by the collision detector.
*
* TODO(github): list branches/PRs, diff files, map commits -> engineer logins.
*/
export async function getStateForFile(_file: string): Promise<GithubStateSnapshot> {
return { branches: {}, openPrs: [], unpushed: false };
export async function getGithubState(): Promise<GithubStateSnapshot> {
if (cache && Date.now() - cache.at < TTL_MS) return cache.state;
const { owner, repo } = repoParts();
const [{ data: branches }] = await Promise.all([
gh.rest.repos.listBranches({ owner, repo, per_page: 50 }),
]);
const state: GithubStateSnapshot = {
branches: Object.fromEntries(branches.map((b) => [b.name, b.commit.sha])),
openPrs: [],
unpushed: undefined, // vision/Tier-2 fills this; API cannot know
};
cache = { at: Date.now(), state };
return state;
}
/** Open a draft "sync PR" between two engineers' branches — the suggested action. */
export async function openSyncPr(_params: {
base: string;
head: string;
title: string;
}): Promise<{ number: number; url: string } | null> {
// TODO(github): octokit.rest.pulls.create({ ...env.github.repo, draft: true })
return null;
export async function remoteHasFile(path: string, ref = 'main'): Promise<boolean> {
const { owner, repo } = repoParts();
return gh.rest.repos
.getContent({ owner, repo, path, ref })
.then(() => true)
.catch(() => false);
}
export async function createSyncPr(input: { headBranch: string; file: string; summary: string }) {
const { owner, repo } = repoParts();
const { data: mainRef } = await gh.rest.git.getRef({ owner, repo, ref: 'heads/main' });
const branch = `podman-sync-${Date.now()}`;
await gh.rest.git.createRef({ owner, repo, ref: `refs/heads/${branch}`, sha: mainRef.object.sha });
const { data: pr } = await gh.rest.pulls.create({
owner,
repo,
title: `PodMan: sync ${input.file} before collision`,
head: branch,
base: 'main',
body: input.summary,
});
return pr;
}
-35
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@@ -1,35 +0,0 @@
import express from 'express';
import cors from 'cors';
import { env } from './env.js';
import { createPodToken } from './livekit/token.js';
const app = express();
app.use(cors());
app.use(express.json());
app.get('/health', (_req, res) => {
res.json({ ok: true, service: 'podman-backend' });
});
/**
* Mint a LiveKit token for an engineer to join a pod room.
* POST /pods/:podId/token { identity, name }
*/
app.post('/pods/:podId/token', async (req, res) => {
const { podId } = req.params;
const { identity, name } = req.body ?? {};
if (!identity) {
res.status(400).json({ error: 'identity is required' });
return;
}
try {
const token = await createPodToken(podId, identity, name);
res.json({ token, url: env.livekit.url });
} catch (err) {
res.status(500).json({ error: (err as Error).message });
}
});
app.listen(env.port, () => {
console.log(`[podman] backend listening on http://localhost:${env.port}`);
});
-27
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@@ -1,27 +0,0 @@
import type { Collision, Intervention } from '@podman/shared';
/**
* Compose PodMan's intervention for a collision — the message it speaks and the
* action it offers (e.g. "open a sync PR"). Severity drives voice vs card.
*
* TODO(brain): use Gemini to phrase the message naturally from the team model;
* tune thresholds from outcomes (the continual-learning policy).
*/
export function composeIntervention(
collision: Collision,
now: string = new Date().toISOString(),
): Intervention {
const kind = collision.severity === 'critical' ? 'voice' : 'card';
return {
id: `intervention:${collision.id}`,
collisionId: collision.id,
podId: collision.podId,
kind,
message: `Heads up — ${collision.engineers.join(' and ')} are both in ${collision.file}.`,
suggestedAction: {
kind: collision.severity === 'critical' ? 'open_sync_pr' : 'ping_teammate',
},
status: 'pending',
createdAt: now,
};
}
-25
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@@ -1,25 +0,0 @@
import { AccessToken } from 'livekit-server-sdk';
import { env } from '../env.js';
/**
* Mint a LiveKit access token so an engineer's browser can join a pod room
* and publish screen + mic + cam tracks.
*/
export async function createPodToken(
podId: string,
identity: string,
name?: string,
): Promise<string> {
const at = new AccessToken(env.livekit.apiKey, env.livekit.apiSecret, {
identity,
name,
});
at.addGrant({
room: podId,
roomJoin: true,
canPublish: true,
canSubscribe: true,
canPublishData: true,
});
return at.toJwt();
}
+23
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@@ -0,0 +1,23 @@
import type { Collision, SuggestedActionKind } from '@podman/shared';
/**
* Policy gate: decides whether PodMan should intervene.
* Stub: always intervene on warn/critical.
*/
export function shouldIntervene(
collision: Collision,
_prior: unknown,
): boolean {
return collision.severity !== 'info';
}
/**
* Preferred action selection based on collision + prior history.
* Stub: open sync PR for critical, ping teammate otherwise.
*/
export function preferredAction(
collision: Collision,
_prior: unknown,
): SuggestedActionKind {
return collision.severity === 'critical' ? 'open_sync_pr' : 'ping_teammate';
}
+24 -4
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@@ -1,12 +1,10 @@
import type { EngineerContext, Intervention } from '@podman/shared';
import type { EngineerContext, Collision, Intervention } from '@podman/shared';
import type { InterventionOutcome } from '@podman/shared';
/**
* Continual-learning memory: persist observations + intervention outcomes to
* MongoDB Atlas and embed file/feature notes into Voyage vectors so later
* sessions are sharper ("more useful the more you use it").
*
* TODO(memory): connect Atlas, store observations, record outcomes, embed via
* Voyage, and expose retrieval for the PodMan brain.
*/
export interface PodMemory {
recordObservation(ctx: EngineerContext): Promise<void>;
@@ -25,3 +23,25 @@ export function createInMemoryStore(): PodMemory {
},
};
}
// Standalone helpers used by the PodMan orchestrator and HTTP server.
const _observations: EngineerContext[] = [];
const _collisions: Collision[] = [];
const _interventions: Intervention[] = [];
const _outcomes: InterventionOutcome[] = [];
export async function recordObservation(ctx: EngineerContext): Promise<void> {
_observations.push(ctx);
}
export async function recordCollision(collision: Collision): Promise<void> {
_collisions.push(collision);
}
export async function recordIntervention(intervention: Intervention): Promise<void> {
_interventions.push(intervention);
}
export async function recordOutcome(outcome: InterventionOutcome): Promise<void> {
_outcomes.push(outcome);
}
+10
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@@ -0,0 +1,10 @@
import type { Collision } from '@podman/shared';
/**
* Vector-based recall of prior collision patterns (Loop A).
* Stub: returns null until Voyage + Atlas Vector Search are wired.
*/
export async function recallSimilar(_collision: Collision): Promise<Collision | null> {
// TODO(memory): embed collision.file via Voyage, query Atlas vector index
return null;
}
+59
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@@ -0,0 +1,59 @@
import express from 'express';
import { createServer } from 'node:http';
import { WebSocketServer } from 'ws';
import { AccessToken } from 'livekit-server-sdk';
import { env } from './env.js';
import { createSyncPr } from './github/client.js';
import { recordOutcome } from './memory/store.js';
import type { InterventionOutcome } from '@podman/shared';
const app = express();
app.use(express.json());
app.get('/health', (_req, res) => res.json({ ok: true }));
// Mint a LiveKit token for an engineer joining a pod.
app.post('/api/token', async (req, res) => {
const { room, identity, name, githubLogin } = req.body ?? {};
if (!room || !identity) return res.status(400).json({ error: 'room+identity required' });
const at = new AccessToken(env.LIVEKIT_API_KEY, env.LIVEKIT_API_SECRET, {
identity,
name,
ttl: '4h',
metadata: JSON.stringify({ githubLogin: githubLogin ?? name }),
});
at.addGrant({ roomJoin: true, room, canPublish: true, canSubscribe: true, canPublishData: true });
res.json({ token: await at.toJwt(), url: env.LIVEKIT_URL });
});
// PodMan's hero action: open a real sync PR on the PUBLIC repo.
app.post('/api/sync-pr', async (req, res) => {
try {
const { headBranch, file, summary } = req.body ?? {};
const pr = await createSyncPr({ headBranch, file, summary });
res.json({ url: pr.html_url, number: pr.number });
} catch (e) {
res.status(500).json({ error: (e as Error).message });
}
});
// Outcome ACK -> closes the continual-learning policy loop.
app.post('/api/outcome', async (req, res) => {
await recordOutcome(req.body as InterventionOutcome);
res.json({ ok: true });
});
const http = createServer(app);
// ws relay: the agent pushes collision/intervention JSON here; PWAs subscribed by pod receive it.
const wss = new WebSocketServer({ server: http, path: '/api/events' });
const clients = new Set<import('ws').WebSocket>();
wss.on('connection', (ws) => {
clients.add(ws);
ws.on('close', () => clients.delete(ws));
ws.on('message', (buf) => {
// fan out agent->PWA events; (auth/pod-scoping omitted for hackathon brevity)
for (const c of clients) if (c !== ws && c.readyState === 1) c.send(buf.toString());
});
});
http.listen(env.PORT, '0.0.0.0', () => console.log(`[server] :${env.PORT}`));
+46 -13
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@@ -1,20 +1,53 @@
import { GoogleGenAI, MediaResolution, Type } from '@google/genai';
import type { EngineerContext } from '@podman/shared';
import { env } from '../env.js';
/**
* Turn a sampled screen frame into a structured EngineerContext using Gemini
* vision. This is the headline capability: it produces the pre-push signal
* (which file/symbol an engineer is editing) that GitHub cannot see.
*
* TODO(vision): wire @google/genai, downscale frames, sample ~1fps/on-change.
*/
export async function frameToContext(
_frame: Uint8Array,
meta: { engineerId: string; podId: string },
const ai = new GoogleGenAI({ apiKey: env.GEMINI_API_KEY });
const SCHEMA = {
type: Type.OBJECT,
properties: {
currentFile: { type: Type.STRING, description: 'open file path if visible, e.g. src/auth/session.ts' },
currentSymbol: { type: Type.STRING, description: 'function/class under the cursor' },
activity: { type: Type.STRING, description: 'editing | reading | debugging | terminal | PR review' },
hasUnpushedChanges: { type: Type.BOOLEAN, description: 'dirty git gutter / modified markers visible' },
confidence: { type: Type.NUMBER, description: '0..1 confidence in this read' },
},
propertyOrdering: ['currentFile', 'currentSymbol', 'activity', 'hasUnpushedChanges', 'confidence'],
} as const;
export async function analyzeFrame(
engineerId: string,
podId: string,
jpeg: Buffer,
): Promise<EngineerContext> {
const res = await ai.models.generateContent({
model: env.GEMINI_VISION_MODEL,
contents: [
{
role: 'user',
parts: [
{ text: "You are PodMan watching an engineer's screen. Identify what file/symbol they are working on and whether there are uncommitted edits. JSON only." },
{ inlineData: { mimeType: 'image/jpeg', data: jpeg.toString('base64') } },
],
},
],
config: {
responseMimeType: 'application/json',
responseJsonSchema: SCHEMA,
thinkingConfig: { thinkingBudget: 0 }, // minimal thinking: low latency/cost for ambient loop
mediaResolution: MediaResolution.MEDIA_RESOLUTION_LOW,
},
});
const parsed = JSON.parse(res.text ?? '{}') as Partial<EngineerContext>;
return {
engineerId: meta.engineerId,
podId: meta.podId,
confidence: 0,
engineerId,
podId,
currentFile: parsed.currentFile,
currentSymbol: parsed.currentSymbol,
activity: parsed.activity,
hasUnpushedChanges: parsed.hasUnpushedChanges,
confidence: parsed.confidence ?? 0.5,
observedAt: new Date().toISOString(),
};
}
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import type { Room } from '@livekit/rtc-node';
/**
* Speak a message into the LiveKit room using Gemini Live voice.
* Stub: logs until Gemini Live audio track wiring is complete.
*/
export async function speak(_room: Room, message: string): Promise<void> {
// TODO(voice): use Gemini Live streaming TTS -> publish audio track into room
console.log(`[voice] ${message}`);
}
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import { MongoClient } from 'mongodb';
const uri = process.env.MONGODB_URI!;
const DB = 'podman';
async function main() {
const client = new MongoClient(uri);
await client.connect();
const db = client.db(DB);
await db.collection('pods').createIndex({ id: 1 }, { unique: true });
// High-volume observations expire after 6h to keep the cluster light.
await db.collection('observations').createIndex({ observedAt: 1 }, { expireAfterSeconds: 21600 });
await db.collection('observations').createIndex({ podId: 1, engineerId: 1 });
await db.collection('collisions').createIndex({ podId: 1, detectedAt: -1 });
await db.collection('interventions').createIndex({ id: 1 }, { unique: true });
await db.collection('team_model').createIndex({ podId: 1 }, { unique: true });
await db.collection('policy').createIndex({ pattern: 1 }, { unique: true });
// Atlas Vector Search index for collision-pattern recall (Voyage voyage-3 = 1024 dims).
try {
await db.command({
createSearchIndexes: 'memory_vectors',
indexes: [
{
name: 'vector_index',
type: 'vectorSearch',
definition: {
fields: [{ type: 'vector', path: 'embedding', numDimensions: 1024, similarity: 'cosine' }],
},
},
],
});
} catch (e) {
console.warn('vector index (create in Atlas UI if this errors):', (e as Error).message);
}
console.log('PodMan DB initialized.');
await client.close();
}
main().catch((e) => { console.error(e); process.exit(1); });
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import type { InterventionOutcome } from '@podman/shared';
const BACKEND_URL = import.meta.env.VITE_BACKEND_URL || 'http://localhost:8787';
/** Mint a LiveKit token from the backend. */
export async function fetchToken(params: {
room: string;
identity: string;
name: string;
githubLogin?: string;
}): Promise<{ token: string; url: string }> {
const res = await fetch(`${BACKEND_URL}/api/token`, {
method: 'POST',
headers: { 'content-type': 'application/json' },
body: JSON.stringify(params),
});
if (!res.ok) throw new Error(`token request failed: ${res.status}`);
return res.json() as Promise<{ token: string; url: string }>;
}
/** Record an intervention outcome for the policy learning loop. */
export async function postOutcome(outcome: InterventionOutcome): Promise<void> {
const res = await fetch(`${BACKEND_URL}/api/outcome`, {
method: 'POST',
headers: { 'content-type': 'application/json' },
body: JSON.stringify(outcome),
});
if (!res.ok) throw new Error(`outcome post failed: ${res.status}`);
}
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import { useEffect, useState, useCallback } from 'react';
import { RoomEvent, type Room } from 'livekit-client';
import type { DataMessage, Intervention, InterventionStatus } from '@podman/shared';
import { DATA_TOPIC } from '@podman/shared';
import { postOutcome } from '../lib/api';
export function useInterventions(room: Room | null) {
const [active, setActive] = useState<Intervention | null>(null);
useEffect(() => {
if (!room) return;
const onData = (payload: Uint8Array, _p: unknown, _k: unknown, topic?: string) => {
if (topic !== DATA_TOPIC) return;
const msg = JSON.parse(new TextDecoder().decode(payload)) as DataMessage;
if (msg.type === 'COLLISION') setActive(msg.intervention);
};
room.on(RoomEvent.DataReceived, onData);
return () => { room.off(RoomEvent.DataReceived, onData); };
}, [room]);
const respond = useCallback(
async (status: InterventionStatus, accepted: boolean) => {
if (!active) return;
await postOutcome({
interventionId: active.id,
collisionId: active.collisionId,
podId: active.podId,
wasRealCollision: true,
accepted,
recordedAt: new Date().toISOString(),
});
setActive(null);
return status;
},
[active],
);
return { active, respond };
}
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import { useCallback, useRef, useState } from 'react';
import { Room, Track, createLocalScreenTracks, VideoPresets } from 'livekit-client';
import { fetchToken } from '../lib/api';
export function useScreenPublish() {
const roomRef = useRef<Room | null>(null);
const [connected, setConnected] = useState(false);
const [sharing, setSharing] = useState(false);
const join = useCallback(async (pod: string, identity: string, name: string, githubLogin?: string) => {
const { token, url } = await fetchToken({ room: pod, identity, name, githubLogin });
const room = new Room({ adaptiveStream: true, dynacast: true });
await room.connect(url, token);
roomRef.current = room;
setConnected(true);
return room;
}, []);
const startSharing = useCallback(async () => {
const room = roomRef.current;
if (!room) throw new Error('join the pod first');
const tracks = await createLocalScreenTracks({
audio: true,
resolution: VideoPresets.h1080.resolution,
});
for (const t of tracks) {
await room.localParticipant.publishTrack(t.mediaStreamTrack, {
source:
t.kind === Track.Kind.Audio ? Track.Source.ScreenShareAudio : Track.Source.ScreenShare,
});
}
await room.localParticipant.setMicrophoneEnabled(true);
await room.localParticipant.setCameraEnabled(true);
setSharing(true);
}, []);
return { join, startSharing, connected, sharing, room: roomRef };
}
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name: podman
region: nyc
static_sites:
- name: web
github:
repo: <org>/Podman
branch: main
deploy_on_push: true
source_dir: frontend
build_command: corepack enable && pnpm install --frozen-lockfile && pnpm --filter @podman/shared build && pnpm --filter @podman/frontend build
output_dir: dist
routes:
- path: /
services:
- name: api
github:
repo: <org>/Podman
branch: main
deploy_on_push: true
source_dir: backend
build_command: corepack enable && pnpm install --frozen-lockfile && pnpm --filter @podman/shared build && pnpm --filter @podman/backend build
run_command: node dist/server.js
http_port: 8787
instance_size_slug: apps-s-1vcpu-1gb
instance_count: 1
routes:
- path: /api
envs:
- { key: LIVEKIT_URL, scope: RUN_TIME, type: SECRET }
- { key: LIVEKIT_API_KEY, scope: RUN_TIME, type: SECRET }
- { key: LIVEKIT_API_SECRET, scope: RUN_TIME, type: SECRET }
- { key: GITHUB_TOKEN, scope: RUN_TIME, type: SECRET }
- { key: GITHUB_REPO, scope: RUN_TIME, value: <org>/<public-repo> }
- { key: MONGODB_URI, scope: RUN_TIME, type: SECRET }
workers:
- name: podman-agent
github:
repo: <org>/Podman
branch: main
deploy_on_push: true
source_dir: backend
build_command: corepack enable && pnpm install --frozen-lockfile && pnpm --filter @podman/shared build && pnpm --filter @podman/backend build
run_command: node dist/agent.js
instance_size_slug: apps-s-1vcpu-1gb
instance_count: 1
envs:
- { key: LIVEKIT_URL, scope: RUN_TIME, type: SECRET }
- { key: LIVEKIT_API_KEY, scope: RUN_TIME, type: SECRET }
- { key: LIVEKIT_API_SECRET, scope: RUN_TIME, type: SECRET }
- { key: GEMINI_API_KEY, scope: RUN_TIME, type: SECRET }
- { key: GEMINI_VISION_MODEL, scope: RUN_TIME, value: gemini-3.5-flash }
- { key: GEMINI_LIVE_MODEL, scope: RUN_TIME, value: gemini-3.1-flash-live-preview }
- { key: GITHUB_TOKEN, scope: RUN_TIME, type: SECRET }
- { key: GITHUB_REPO, scope: RUN_TIME, value: <org>/<public-repo> }
- { key: MONGODB_URI, scope: RUN_TIME, type: SECRET }
- { key: VOYAGE_API_KEY, scope: RUN_TIME, type: SECRET }
- { key: POD_ROOM, scope: RUN_TIME, value: demo-pod }
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@@ -8,3 +8,4 @@ export type {
SuggestedAction,
SuggestedActionKind,
} from './intervention.js';
export * from './messages.js';
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import type { Collision } from './collision.js';
import type { Intervention, InterventionStatus } from './intervention.js';
/** Topics multiplexed over the LiveKit data channel. */
export const DATA_TOPIC = 'podman.intervention' as const;
/** Wire messages exchanged between the PodMan agent and engineer PWAs. */
export type DataMessage =
| { type: 'COLLISION'; collision: Collision; intervention: Intervention }
| { type: 'VOICE_CUE'; text: string }
| { type: 'ACK'; interventionId: string; status: InterventionStatus; note?: string }
| { type: 'GIT_REPORT'; report: LocalGitReport };
/** Outcome of an intervention — the supervision signal for policy learning. */
export interface InterventionOutcome {
interventionId: string;
collisionId: string;
podId: string;
/** Did the predicted collision turn out real? (engineer-confirmed or inferred). */
wasRealCollision: boolean;
/** Did the engineer accept the offered action (e.g. sync PR)? */
accepted: boolean;
recordedAt: string;
}
/** The continually-refined per-pod world model (Loop A). */
export interface TeamModel {
podId: string;
/** filePath/dir -> engineerId most associated with it (de-facto owner). */
ownership: Record<string, string>;
/** Pairs of files that historically collide, with a co-occurrence weight. */
hotspots: Array<{ files: [string, string]; weight: number }>;
updatedAt: string;
}
/** OPTIONAL Tier-2 ground-truth from a per-laptop git sidecar. */
export interface LocalGitReport {
engineerId: string;
branch: string;
/** Commits ahead of upstream (invisible to the GitHub API). */
unpushedCount: number;
/** Working-tree files with uncommitted edits. */
dirtyFiles: string[];
reportedAt: string;
}