Deploy &
orchestrate AI
workforces
at automate.
The core architecture
for autonomous workforces.
Multi-Agent Orchestration Grid
Core infrastructure to deploy, scale, and orchestrate autonomous AI workforces. Manage task dispatching, tag other agents, create documents/images, code with agents, and monitor swarms dynamically from a centralized command layout.
Live Execution Tracing
Trace every granular decision in real-time. Trace tool-calling flows, inspect state modifications, and audit system-wide telemetry instantly.
High-Fidelity State Hydration
Agents maintain context and long-term memory across complex multi-turn workflows, self-healing state failures with deterministic checkpoint restores.
Deterministic Guardrails & Logs
Define fine-grained operational safety policies. Control agentic tool parameters and inspect system constraints through a secure, sandbox containment loop.
Sight-Driven Agents or SDAs
running in high fidelity.
Magine is the specific vision-first sandbox execution system utilized on Zeupiter for executing Sight-Driven Agents (SDAs). High-fidelity visual runtimes enable agents to look, reason, and act in parallel.
Web Execution
Autonomously browses the web, extracts structured data, executes actions while you sleep
Files/Image/Code generation & review
Writes, refactors, and reviews code across online IDEs and platforms. Runs tests, fixes bugs, opens pull requests automatically.
Data analysis & insights
Audit raw code & repos, runs queries, visualizes trends, and surfaces anomalies before they become problems.
Workflow automation
Takes actions across APIs & Authenticators: sends messages, creates calendar events, triggers webhooks, and manages third-party apps.
From visual modeling
to globally scaled swarms.
Define
Map tasks in plain English. Select foundation models, register tools, and establish deterministic guardrails.
Compose
Orchestrate agent groups using the Zeus Graph. Connect triggers, logic gates, and data loops seamlessly.
Sandbox
Test Sight-Driven Agents inside Magine's secure visual sandboxes before deploying to live systems.
Scale
Deploy swarms globally on Zeupiter. Auto-scale computing threads dynamically with integrated failover protection.
Visual files and folders.
Complete workspace control.
Sight-Driven Agents operate within designated in-browser workspace nodes, autonomously creating files, compiling scripts, generating PPTX decks, and organizing layouts.
Rich Document Generator
Agents compile rich markdown directly into typeset PDFs and dark-themed PPTX presentation slides on the fly.
cattery.write_file({
path: 'report.md',
format: 'pptx'
})
Watch agents navigate live inside a virtual framebuffer. Take manual mouse and keyboard control at any moment and release back smoothly.
Neuro-synaptic modeling
and persistent KTO memory.
Every agent execution in Magine is recorded as an observable trajectory. Our neuro-synaptic modeling enables agents to continuously ingest feedback, avoiding past failure modes.
KTO Reinforcement Loop
Applies Kahneman-Tversky loss-asymmetry (λ ≈ 2.25) to heavily weight interface failures, generating visual loss aversion
Delta-Encoded Memory
Turns gzip-compressed, line-level LCS diffs into lossless conversation memory keyframes, preventing context drift
Fear Recall Injections
Scans compound indexes for past domain blocks, injecting FEAR RECALL warnings directly into active model contexts
Built for developers.
Loved by teams.
Autonomous AI
workforces in action.
At this moment, thousands of coordinated SDAs are executing high-impact workflows globally.
Refined Computing Economics.
Perfect for doers deploying vision-first automation with zero upfront.
- Multi Agent Modes: Choose programmatic Agent Mode or high-fidelity Sight-Driven Agent (SDA) Mode or other modes
- 97% Idle Savings (Visual Caching): Sampled Character Hashing checks visual changes for 0 tokens; micro-prompts filter false positives at ~15 tokens
- 31-Point Browser Stealth: Spoofs WebGL/Canvas noise, audio context, navigators, WebRTC, and injects realistic mouse/type/scroll behaviors
- AI + LLM agnostic: Hot-swap dynamically between Hayai, Gemini, Anthropic, and Groq
- SSE Live Telemetry: Persistent real-time event streams mapping active run logs, token wallet balances, and step-by-step agent states
- Self-Healing Retries: Standard exponential backoff loop with automatic circuit-breaker deactivations to prevent runaway billing
For demanding enterprise orchestrating on Dedicated Cluster Nodes & Isolated Runtimes
- High-Capacity Concurrency: Deploy 1,000+ concurrent browser containers on isolated GPU-based mesh instances with custom V8 heap management
- Advanced Cron & Missed Run Recovery: 5-layer scheduling safety net with verification timers, diagnostic SSE emission, and automated OOM/downtime self-healing
- Playbook Optimization: Skip redundant logins & relearn steps by loading previous runs, forcing up to 30% reduction in token consumption
- Deterministic Isolation Policy: Private VPC sandbox containment loops to prevent lateral network escalations and enforce programmatic token caps
- High-Fidelity State Hydration: Real-time context replication, long-term memory syncing, and self-healing state restorations across multi-agent nodes
- Enterprise SLA & Dedicated Support: 24/7 dedicated engineering support, custom LLM fine-tuning on proprietary UI workflows, and SOC 2 Type II compliance
Begin orchestrating your
autonomous workforces.
Join enterprise leaders deploying Sight-Driven Agents that coordinate and run around the clock, securely.