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v4.2 — Neural orchestration online

InterfacespoweredbyAIintelligence.

If you can think it, we can build it.

Build, deploy and scale intelligent agents on a unified runtime. Real-time pipelines, multi-model routing and cinematic dashboards — all in a single, beautifully animated control plane.

0%
Uptime SLA
0ms
Avg latency
0+
Models routed
Agent fleet · live
4 online
Scribe
Editing report.docx
Parsing section 3.2
Rewriting executive summary
Inserting tracked changes
Atelier
Retouching image
Masking subject layer
Color-grading midtones
Removing background noise
Theorem
Solving mathematics
∫ e^(−x²) dx · series expansion
Diagonalizing 512×512 matrix
Proving lemma 4 by induction
Catalyst
Computational chemistry
DFT · B3LYP/6-31G(d)
Optimizing geometry · C₆H₅OH
Computing HOMO–LUMO gap
Inference
0%
accuracy on prod traffic
GPU load
0%
Errors
0.0%
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Live Telemetry

A control plane that breathes.

Every metric is animated, every state is alive. Watch your fleet of agents respond in real time.

0%
Throughput
0%
Cache hit
0%
GPU mem
0%
Routing
Requests / minute
+12.4% vs yesterday
Capabilities

Everything you need to ship intelligence.

Multi-model routing

Route requests across 50+ models with cost & latency optimization built in.

Visual workflows

Drag-and-drop pipeline editor with live previews and one-click rollback.

Edge inference

Sub-50ms responses globally with adaptive caching and warm pools.

AI Agents

A workforce of specialists.

Each agent is purpose-built, composable, and ready to plug into any workflow.

S
Scribe
Document author
live

Drafts, edits and formats long-form Word & PDF documents.

A
Atelier
Image artist
live

Generates, retouches and upscales visuals at production quality.

T
Theorem
Mathematician
live

Solves symbolic math, linear algebra and numerical PDEs.

C
Catalyst
Computational chemist
live

Runs DFT, MD trajectories and ligand-protein docking.

L
Ledger
Data analyst
live

Cleans datasets, builds dashboards and answers SQL questions.

O
Orator
Voice agent
live

Handles real-time speech, transcription and multilingual replies.

S
Sentinel
Code reviewer
live

Audits diffs for security, performance and style regressions.

C
Concierge
Support agent
live

Triages tickets, drafts replies and escalates with context.

Developer Experience

Declarative agents in a few lines.

Typed tools, validated args, and replayable runs. Define an agent once — plainhand handles planning, routing, execution and observability.

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import { agent, tool } from "@operant/sdk";
import { z } from "zod";
 
// Typed tools. Args validated. Side-effects logged.
const searchTickets = tool({
name: "search_tickets",
schema: z.object({ query: z.string(), limit: z.number().default(10) }),
async handler({ query, limit }) {
return await linear.issues.search({ query, limit });
},
});
 
// Declare the agent. plainhand handles plan, route, execute, replay.
export const triageAgent = agent({
name: "sev1-triage",
goal: "Triage P1 incidents and draft a postmortem skeleton.",
tools: [searchTickets, pagerDuty, github, datadog],
policy: "approval-required-for-writes",
budget: { tokens: 120_000, usd: 2.50 },
});
 
await triageAgent.run({ incident: "INC-4821" });
Workflow Engine

Pipelines you can see.

workflow / production-rag live
IngestEmbedClassifyVector DBRouteLLM CallRespond
inputprocessdecisionoutput

Ship intelligence, not infrastructure.

Custom AI solutions, crafted end-to-end for teams that demand precision.