Go beyond single-player IDEs. Build, evaluate, and merge with scalable compute infrastructure.
System Architecture
Intent flows through the orchestrator, fans out to parallel environments, and converges at validated merge.
Intent
Natural language task definition
Orchestrator
Rust scheduler. Strategy dispatch. Sub-second boots.
Agent Runtimes
Parallel isolated environments
agent-01
agent-02
agent-03
agent-04
agent-05
Evaluator
Test runs. Diff analysis. Confidence scoring.
Git Merge
Best patch → PR. Git-native. No lock-in.
Isolated runtimes
Secure. Ephemeral. Per-task isolation.
Isolated namespaces
Network, process, and filesystem isolation.
Overlay filesystems
Read-only base + writable tmpfs. Ephemeral by design.
Sub-second provisioning
Pre-warmed pool. Zero cold-start penalty.
Zero-trust execution
No shared state. No credential leakage. No side effects.
Real-time telemetry
Per-agent CPU, memory, disk I/O, and network stats.
Platform Capabilities
Three composable layers that transform how engineering teams build software.
KATA MICROVM
Sub-second dispatch · 500+ agents
Capability 01
The Sandbox
Every agent runs inside a dedicated, ephemeral isolated environment. Each environment is fully isolated with dedicated resources — zero shared state, zero credential leakage, zero side effects. The filesystem is an overlay of a read-only base image plus a writable tmpfs layer that is destroyed on completion. No code, artifact, or execution trace survives beyond the task lifecycle.
Resource isolation
Per-task environment
Overlay filesystem
Auto-destroy
CHANGE GRAPH
Branching · Backtracking · Merge
Capability 02
The Graph
Visualize every agent's execution path as an interactive tree. Each node represents an approach — a branch in the exploration space. Test failures trigger automatic backtracking: the agent rewinds to the last known good state and tries an alternate strategy. The graph captures every decision, every test result, and every diff delta. Compare branches side by side, inspect reasoning chains, and promote the winning patch with a single click.
Branching logic
Auto-backtrack
Side-by-side diff
Confidence scores
Merge preview
RUST SCHEDULER
tokio · <125ms · 500+ VMs
Capability 03
The Engine
A purpose-built Rust scheduler drives every aspect of the platform. It manages a pre-warmed pool of environments and dispatches agent workloads with sub-second end-to-end latency. The engine handles hundreds of concurrent agents on a single node, each with independent CPU, memory, and I/O quotas. Resource overcommit protection, graceful degradation, and backpressure handling are built into the core scheduling loop — not bolted on as an afterthought.
Async runtime
Pre-warmed pool
Backpressure
I/O quotas
Graceful degradation
Ready to orchestrate?
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