AIOps agents
for ML teams.
Y CombinatorSOC 2 Type I & IIBUILT BY VETERANS FROM
See the fleet the agents are babysitting.
One surface for the GPU estate: what's running, what's failing, where capacity is stranded, and what the agents are doing about it.
Ask in Slack. Get the ops done.
Chambie takes the tedious infra work off researchers — triaging failures, proposing typed fixes, packing idle GPUs — and only asks a human when risk is high.
The ops AI scientists shouldn’t do — watching runs, chasing failures, and keeping experiments moving without a human in the loop.
Diagnoses what broke, applies a typed fix, reruns from checkpoint, and stays on the job until the run is healthy again.
Sees when accelerators sit idle through CPU stretches, packs stranded capacity, and makes existing nodes earn their keep.
Every incident and every healthy run teaches the agents. Your cluster gets a teammate that compounds over time.
Works where you work — Slack · CLI · Python SDK · web console · webhooks
Built for GPU fleets — not a generic chat agent.
From high-level infra babysitting down to phase-level packing on the node, Chamber agents are wired into a live model of your cluster — workloads, failure modes, and blast radius. That's why they can act safely while researchers stay in the science.
Live workload graph
Every run is structured state — topology, checkpoints, configs, owners, GPU/CPU phases, cost — kept current in real time. Agents reason over the fleet, not over raw logs.
Pattern bank of failure modes
OOMs, NCCL timeouts, ECC errors, stragglers. Every incident Chamber resolves becomes a matched signature with a known-good fix — your cluster inherits them on day one.
Phase-aware packing
When a job is in a CPU-heavy stretch, GPUs sit idle. Chamber sees those phases and packs work so expensive accelerators stay busy on the nodes you already own.
Guardrailed remediation
Fixes are typed actions — requeue, reconfig, rerun from checkpoint — with blast-radius limits and rollback. Autonomous at 3am, safe enough for auditors.
AI scientists didn't sign up to do ops.
Watching runs. Keeping them correct. Triaging failures. Packing idle GPUs through CPU phases. Caring for every node. Tedious work that steals research time — and nobody wants to own it.
Chamber is the agent that owns it.
One lost morning. Eleven hours of GPU time on the bill.
Zero engineer-hours. The pager never rang.
From babysitting to the node.
High-level infra triage down to phase-aware packing on the hardware you already own — one agent stack instead of five tools and Slack lore.
Babysit & triage
TodayAI scientists end up doing ops — watching runs, chasing OOMs, stitching logs across five tools, and losing mornings to infra nobody owns.
With ChamberChamber watches every workload, posts the root cause with the offending config, and applies a typed fix before anyone is paged.
Keep runs correct
TodayJobs “succeed” while wasting GPUs, or fail late after hours of bad config. Correctness lives in Slack lore and tribal knowledge.
With ChamberAgents keep experiments on the rails — healthy configs, checkpoint-aware reruns, and continuous checks so research time isn’t burned twice.
Pack the hardware
TodayGPUs idle through CPU phases. Nodes sit half-empty. Queues grow while capacity is stranded in plain sight.
With ChamberChamber reads GPU and CPU phases, packs work onto free capacity, and squeezes more useful training from the fleet you already pay for.
Care for the nodes
TodayNobody owns the long tail — drift, fragmentation, flaky devices, and “that node is weird” threads that never become a system.
With ChamberAgents map your nodes and teams, keep them healthy, and get sharper on your stack the longer they run.
Five minutes from Helm to live dashboards.
Run the install and Chamber maps your GPUs, workloads, and teams on its own — then the agents start babysitting. No config files. Nothing to instrument. Data stays in your environment.
SOC 2 Type I & II
Audited controls, attested.
Runs in your infra
The agent deploys into your cluster — not ours.
Data never leaves
Models, datasets, and code stay in your environment.
Anonymized telemetry
Only stripped operational metadata reaches Chamber.
Put AIOps agents on your team.
Talk to the founders. We'll walk your fleet and show which tedious ops Chamber can take off your researchers — so the team stays on the science.