Home · Accelerator library · Loop Controller
Agentic AI · AI accelerator

Loop Controller

Bounded reasoning loops with safety + budget controls.

<0.5%
Runaway runs
−30 to −50%
Token spend
99%+
Unsafe actions blocked
2–4 months
Payback period
Lc
Loop Controller
AGT · No. 112 of 117
What it does

Loop Controller in production

  • Caps iterations, tokens and wall-clock time per run
  • Detects loops that stall or repeat themselves
  • Blocks unsafe tool calls with policy rules
  • Checkpoints state at every iteration
  • Halts gracefully and returns partial results
  • Emits budget alerts to the on-call channel

45-second film: the Loop Controller tile, an animated mockup and the KPI impact.

How it ships

Live in 6–9 weeks, inside your perimeter

Deployment options
On-premise (air-gapped)Private cloudManaged cloudHybrid
Integrates with
LangGraphTemporalPagerDutyDatadogOpen Policy AgentRedis
Technology stack
LangGraphAnthropic Claude toolsLlama 3.1 70BRedisPostgresvLLM
Compliance & security
GDPRDPDPSOC 2 Type IIISO 27001NIST AI RMF
Not ready for a call?

Get the MindMap capability deck

Not ready for a walkthrough of Loop Controller? The capability deck covers the platform, the accelerator library and how an engagement runs. Our team emails it within one business day.

See Loop Controller running inside your environment

A 20-minute technical walkthrough, no slides. Ships in 6–9 weeks.

Book a walkthrough →Browse the library →