feat(graph): continual-learning graph data model + dark-Bauhaus viz

Adds the team_model graph layer (the "it learned" view) and its visualization,
per docs/graph.md. Demo-backed first; built on origin/main conventions.

- shared: PodGraph / node / edge / metric types + GraphNodeDoc / GraphEdgeDoc
- backend/src/graph: demo graph data; Mongo store (loadPodGraph w/ demo
  fallback, seedGraph, reachFrom via $graphLookup); graph:seed script
- backend/src/server.ts: additive GET /api/pods/:id/graph + /graph/reach/:node
- frontend: dark-Bauhaus GraphView + fetch helper, reachable from a
  "Team memory" toggle in App.tsx
- docs/graph.md: spec (data model, $graphLookup, API, demo-first plan)

Demo-backed: the route serves a grounded demo graph when team_model has no
graph yet; graph:seed writes team_model + graph_nodes/graph_edges so the
$graphLookup traversal is real. Swap loadPodGraph to live team_model later.

Known follow-ups before merge: branch is based on 65a0791; origin/main is now
at 1294b84, so this needs a rebase + App.tsx conflict resolution (teammate
rewrote App.tsx with live room view / one-click join).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This commit is contained in:
sb-iam
2026-06-27 17:34:02 -07:00
parent 1294b8428d
commit 546aeeed70
11 changed files with 892 additions and 7 deletions
+1
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@@ -8,6 +8,7 @@
"dev": "tsx watch src/server.ts",
"dev:server": "tsx watch src/server.ts",
"dev:agent": "tsx watch src/agent.ts",
"graph:seed": "tsx src/graph/seed.ts",
"start": "node dist/server.js",
"build": "tsc -p tsconfig.json",
"typecheck": "tsc -p tsconfig.json --noEmit"
+250
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@@ -0,0 +1,250 @@
import type { PodGraph } from '@podman/shared';
/**
* Demo continual-learning graph, grounded in the demo-pod crew. Used as the
* served graph until the ingest pipeline populates `team_model.graph`, and as
* the seed for the `graph_nodes` / `graph_edges` collections. The hero path —
* Karti + Yahya editing auth.ts -> collision -> sync PR -> *learned: Karti owns
* auth* — is the continual-learning story the demo lights up.
*/
export function createDemoPodGraph(podId: string): PodGraph {
return {
podId,
generatedAt: new Date().toISOString(),
metrics: [
{
label: 'Learned owners',
value: '5',
detail: 'Ownership edges retained from accepted interventions.',
},
{
label: 'Open risk paths',
value: '2',
detail: 'auth.ts and the memory API have converging editors.',
},
{
label: 'Accept rate',
value: '86%',
detail: 'Interventions accepted this session (+14%).',
},
],
nodes: [
{
id: 'engineer:shakthi',
kind: 'engineer',
label: 'Shakthi',
summary: 'Owns the team-memory graph + visualization.',
weight: 0.8,
status: 'active',
x: 78,
y: 70,
},
{
id: 'engineer:karti',
kind: 'engineer',
label: 'Karti',
summary: 'Learned owner of auth; backend + DB wiring.',
weight: 0.9,
status: 'learned',
x: 78,
y: 188,
},
{
id: 'engineer:yahya',
kind: 'engineer',
label: 'Yahya',
summary: 'Editing auth.ts with unpushed changes.',
weight: 0.82,
status: 'risk',
x: 78,
y: 300,
},
{
id: 'engineer:ramis',
kind: 'engineer',
label: 'Ramis',
summary: 'On the memory store + agent pipeline.',
weight: 0.66,
status: 'stable',
x: 78,
y: 404,
},
{
id: 'engineer:zander',
kind: 'engineer',
label: 'Zander',
summary: 'Owns the realtime pod + capture.',
weight: 0.6,
status: 'stable',
x: 214,
y: 440,
},
{
id: 'file:auth.ts',
kind: 'file',
label: 'auth.ts',
summary: 'Hot file — two live editors before push.',
weight: 0.92,
status: 'risk',
x: 300,
y: 150,
},
{
id: 'file:memory-store',
kind: 'file',
label: 'memory/store',
summary: 'Shared memory API surface.',
weight: 0.72,
status: 'active',
x: 250,
y: 330,
},
{
id: 'feature:continual-memory',
kind: 'feature',
label: 'continual memory',
summary: 'Atlas team_model + Voyage recall.',
weight: 1,
status: 'active',
x: 442,
y: 300,
},
{
id: 'feature:realtime-pod',
kind: 'feature',
label: 'realtime pod',
summary: 'LiveKit screen stream in.',
weight: 0.8,
status: 'active',
x: 360,
y: 418,
},
{
id: 'collision:auth',
kind: 'collision',
label: 'auth.ts overlap',
summary: 'Karti + Yahya editing auth.ts, unpushed — git cannot see it.',
weight: 0.95,
status: 'risk',
x: 440,
y: 118,
},
{
id: 'intervention:sync-pr',
kind: 'intervention',
label: 'sync PR',
summary: 'PodMan offered to open a draft sync PR.',
weight: 0.7,
status: 'learned',
x: 622,
y: 118,
},
],
edges: [
{
id: 'e1',
source: 'engineer:karti',
target: 'file:auth.ts',
kind: 'owns',
label: 'owns',
strength: 0.9,
},
{
id: 'e2',
source: 'engineer:yahya',
target: 'file:auth.ts',
kind: 'editing',
label: 'edits',
strength: 0.8,
},
{
id: 'e3',
source: 'engineer:karti',
target: 'collision:auth',
kind: 'collides',
label: 'in',
strength: 0.85,
},
{
id: 'e4',
source: 'engineer:yahya',
target: 'collision:auth',
kind: 'collides',
label: 'in',
strength: 0.85,
},
{
id: 'e5',
source: 'file:auth.ts',
target: 'collision:auth',
kind: 'touches',
label: 'hot',
strength: 0.7,
},
{
id: 'e6',
source: 'collision:auth',
target: 'intervention:sync-pr',
kind: 'warns',
label: 'nudges',
strength: 0.9,
},
{
id: 'e7',
source: 'intervention:sync-pr',
target: 'engineer:karti',
kind: 'learned_from',
label: 'learned: owns auth',
strength: 0.6,
},
{
id: 'e8',
source: 'engineer:ramis',
target: 'file:memory-store',
kind: 'editing',
label: 'edits',
strength: 0.7,
},
{
id: 'e9',
source: 'engineer:karti',
target: 'file:memory-store',
kind: 'editing',
label: 'edits',
strength: 0.5,
},
{
id: 'e10',
source: 'file:memory-store',
target: 'feature:continual-memory',
kind: 'touches',
label: 'persists',
strength: 0.8,
},
{
id: 'e11',
source: 'engineer:shakthi',
target: 'feature:continual-memory',
kind: 'owns',
label: 'models',
strength: 0.85,
},
{
id: 'e12',
source: 'engineer:zander',
target: 'feature:realtime-pod',
kind: 'owns',
label: 'owns',
strength: 0.75,
},
{
id: 'e13',
source: 'feature:realtime-pod',
target: 'file:memory-store',
kind: 'touches',
label: 'feeds',
strength: 0.55,
},
],
};
}
+19
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@@ -0,0 +1,19 @@
import { seedGraph } from './store.js';
/**
* Seed a pod's continual-learning graph into Mongo (team_model + graph_nodes +
* graph_edges). Usage: `pnpm graph:seed [podId]` (defaults to demo-pod).
*/
const podId = process.argv[2] ?? 'demo-pod';
seedGraph(podId)
.then((graph) => {
console.log(
`[graph] seeded ${graph.nodes.length} nodes / ${graph.edges.length} edges for pod "${podId}"`,
);
process.exit(0);
})
.catch((err: unknown) => {
console.error(`[graph] seed failed: ${(err as Error).message}`);
process.exit(1);
});
+88
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@@ -0,0 +1,88 @@
import type { PodGraph, GraphNodeDoc, GraphEdgeDoc } from '@podman/shared';
import { getDb } from '../memory/db.js';
import { createDemoPodGraph } from './demo.js';
interface TeamModelDoc {
podId: string;
graph?: PodGraph;
updatedAt?: string;
}
/**
* Load a pod's continual-learning graph. Reads the embedded `team_model.graph`;
* falls back to a grounded demo graph when none exists yet or Mongo is
* unreachable — so the demo path never depends on a populated DB.
*/
export async function loadPodGraph(podId: string): Promise<PodGraph> {
try {
const db = await getDb();
const doc = await db.collection<TeamModelDoc>('team_model').findOne({ podId });
if (doc?.graph) return doc.graph;
} catch (err) {
console.warn(`[graph] loadPodGraph fell back to demo: ${(err as Error).message}`);
}
return createDemoPodGraph(podId);
}
/**
* Seed a pod's graph into Mongo: embed it in `team_model` and mirror nodes/edges
* into `graph_nodes` / `graph_edges` so `$graphLookup` traversal is real, not a
* mock. Idempotent — safe to run repeatedly.
*/
export async function seedGraph(podId: string): Promise<PodGraph> {
const db = await getDb();
const graph = createDemoPodGraph(podId);
const nodes = db.collection<GraphNodeDoc>('graph_nodes');
const edges = db.collection<GraphEdgeDoc>('graph_edges');
await Promise.all([
nodes.createIndex({ podId: 1, id: 1 }, { unique: true }),
edges.createIndex({ podId: 1, source: 1 }),
db.collection('team_model').createIndex({ podId: 1 }, { unique: true }),
]);
await db
.collection<TeamModelDoc>('team_model')
.updateOne(
{ podId },
{ $set: { podId, graph, updatedAt: new Date().toISOString() } },
{ upsert: true },
);
await Promise.all([nodes.deleteMany({ podId }), edges.deleteMany({ podId })]);
if (graph.nodes.length) await nodes.insertMany(graph.nodes.map((n) => ({ ...n, podId })));
if (graph.edges.length) await edges.insertMany(graph.edges.map((e) => ({ ...e, podId })));
return graph;
}
export interface ReachResult {
start: string;
reaches: GraphEdgeDoc[];
}
/**
* Walk the directed edge chain from a node with MongoDB `$graphLookup` — answers
* "what does this node's work reach?" (engineer -> file -> collision ->
* intervention). This is the graph-database traversal that powers the risk path.
*/
export async function reachFrom(podId: string, startNodeId: string): Promise<ReachResult> {
const db = await getDb();
const rows = await db
.collection<GraphEdgeDoc>('graph_edges')
.aggregate<{ reaches: GraphEdgeDoc[] }>([
{ $match: { podId, source: startNodeId } },
{
$graphLookup: {
from: 'graph_edges',
startWith: '$target',
connectFromField: 'target',
connectToField: 'source',
as: 'reaches',
restrictSearchWithMatch: { podId },
},
},
])
.toArray();
return { start: startNodeId, reaches: rows.flatMap((r) => r.reaches) };
}
+18
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@@ -18,6 +18,7 @@ import {
seedDefaultPods,
} from './pods/store.js';
import { getPresence } from './livekit/rooms.js';
import { loadPodGraph, reachFrom } from './graph/store.js';
import type { InterventionOutcome } from '@podman/shared';
const app = express();
@@ -137,6 +138,23 @@ app.delete('/api/pods/:id/members/:name', async (req, res) => {
res.json(pod);
});
// --- Continual-learning graph (team_model view) ---
app.get('/api/pods/:id/graph', async (req, res) => {
try {
res.json(await loadPodGraph(req.params.id));
} catch (e) {
res.status(500).json({ error: (e as Error).message });
}
});
app.get('/api/pods/:id/graph/reach/:node', async (req, res) => {
try {
res.json(await reachFrom(req.params.id, req.params.node));
} catch (e) {
res.status(500).json({ error: (e as Error).message });
}
});
const http = createServer(app);
// ws relay: the agent pushes collision/intervention JSON here; PWAs subscribed by pod receive it.