Vertex.AI

Map. Profile. Resolve.

Enterprise-grade architectural synthesis. Extract codebases into 3D WebGL, isolate algorithmic bottlenecks, and let the Multi-Agent engine resolve vulnerabilities.

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Phase 01

Map.

We don't read text.
We compile geometry.

Vertex.AI ingests raw repositories and shatters flat file trees into multi-dimensional Abstract Syntax Trees (AST). See the true spatial footprint of your architecture.

server.ts
AST: ROOT24 EDGES
auth/guard.ts
AST: MIDDLEWARE8 EDGES
db/schema.prisma
AST: MODEL14 EDGES
app/layout.tsx
AST: REACT5 EDGES
api/webhook.ts
AST: ENDPOINT3 EDGES
Phase 02

Profile.

Millisecond telemetry.
Zero overhead.

We trace the runtime execution path of your graph, overlaying live performance metrics directly onto the architecture to pinpoint exact O(N²) bottlenecks.

AGENTS_DISPATCHED4,092
NODES_TRAVERSED142K/SEC
HEURISTICSDEEPSEEK-V3
STATUSHUNTING_THREAT_LOCK
utils/parser.ts
lib/logger.ts
types/index.d.ts
api/webhook.ts
O(N²)
export async function handle(req) {
const users = await getUsers();
users.forEach(user => {
// Bottleneck: DB query inside loop const logs = await getLogs(user.id);
});
}
THREAT DETECTED
> Profiling AST paths...
> Analyzing runtime complexity...
[CRITICAL] SQL query embedded in array iteration (Line 142). Execution time scales exponentially (O(N²)) with user payload.
Phase 03

Resolve.

We don't just alert you.
We synthesize the patch.

Once an architectural vulnerability is flagged, the Auto-Healer agent rewrites the algorithmic flow, resolves dependencies, and pre-compiles the optimal O(1) patch for a 1-click merge.

AST PARSED
FLAW ISOLATED
O(1) PATCH SYNTHESIZED
VIRTUAL TESTS
PATCH READY
api/webhook.ts
- 4 deletions+ 5 additions
140export async function handle(req) {
-const users = await getUsers();
-users.forEach(async (user) => {
-// [CRITICAL] Database Query inside loop
-const logs = await getLogs(user.id);
-});
+const users = await getUsers();
+const userIds = users.map(u => u.id);
+// [SYNTHESIZED] O(1) Batch Lookup
+const logsMap = await getLogsBatch(userIds);
+users.forEach(user => {
+const logs = logsMap.get(user.id);
147}
PATCH SYNTHESIZEDREADY TO MERGE

Deploy the Swarm.

Input your repository. Let the AI map the architecture, isolate the bottlenecks, and synthesize the optimal patches.

vertex-cli — bash
$ Initializing Vertex.AI Engine v2.0...
$ Awaiting target repository...
➜~vertex map