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We're building Robots for your Digital Infrastructure

You can no longer comprehend everything your infrastructure emits, so problems hide unnoticed. Our digital robots can — and act before it breaks.

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//What we do

We turn AI agents into robots

They read your live telemetry, act in real time, and bring a human in only when it counts.

GPU inference optimization

Cheapest safe LLM serving config before GPU spend explodes or latency breaks — a read-only config audit.

GPU cluster operations

Cheap preemptible accelerators when they're safe, guaranteed capacity when they're not — under your cost and SLO limits.

Kubernetes operations

Clusters kept healthy and right-sized from live system state, not static thresholds.

Rollout readiness

Is this service or rollout actually ready? Coverage, alerts, ownership and health checked before the incident, not after.

Release safety

Did the last release quietly break production? Langotime watches live telemetry after each deploy and eases the rollback call.

Build with us for your market

Operate a telemetry-heavy system of your own? We build and license a benchmarked module for your domain.
//Why it's different

Built on a Time Series World Model

Langotime is not a generic LLM. It runs on a Time Series World Model (TSWM) — trained on live streaming telemetry to model how operational systems behave in real time, not to chat about them. It learns:

This is AI for metrics, not text.
01How systems evolve over time
02Anomalies, propagation, and regime changes
03Cause → effect relationships
04What happens next if you act — before you act
How it works

From raw telemetry to a safe next action

01

Connect

Pull metrics, logs, traces, topology and deploys into one live operational state.

02

Explain

Trace the causal chain behind a KPI change or incident — root cause, not just correlated alerts.

03

Simulate

Project what happens if you scale, roll back, shift traffic or wait — before anyone acts.

04

Act

Hand agents and engineers a safer next action, grounded in telemetry, with a human in the loop.

The missing layer

Agents are the slow brain. Langotime is the fast brain.

AI agents — Codex, Claude, Cursor — are brilliant but slow, and they only see snapshots, not the live state of a system streaming past them. Langotime is the fast brain: the perception layer that turns the real-time telemetry stream into something they can act on. It works with the agents you already use.

Works with your agents — Codex, Claude, Cursor
Reads the live telemetry stream in real time — not snapshots
A perception layer for digital infra — like robotics, for the physical world
Predicts what an action will do before it runs
Robots watch the signals and bring humans the right view to inspect when it matters
A human stays in the approval loop
//Who it's for

If you…

01Run your own Kubernetes and GPU clusters — at a scale where idle spend and downtime actually hurt
02Drown in more telemetry than your SRE or platform team can ever watch
03Ship AI-generated code and infra changes faster than anyone can review them

Langotime is for you.

Your AI agents are already in production. Don't let them act blind.