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The agent memory you can trust when things are on fire: durable through the very outage it's fixing, and un-poisonable by the logs it reads.
A pull-request gate that blocks the data change which would silently break your production ML model — it walks DataHub lineage and replays the real model to prove it.
Northstar turns real wildfire, weather, population, and routing data into time-based impact projections and a GPT-5.6 decision board for emergency teams to inspect, challenge, and approve.
An autonomous FinOps agent that finds wasted spend on Alibaba Cloud and safely fixes it — Qwen proposes, a deterministic policy gate disposes. Detect, plan, gate, execute, roll back.
Live voice rooms where everyone speaks their own language and hears everyone else in theirs — real-time per-listener AI dubbing at ~1.3s on AWS (Transcribe, Translate, Polly, DynamoDB).
An AI agent that adversarially tests other AI agents — firing probes, judging responses, and scoring reliability, with native results synced to UiPath Test Cloud.
Declare your architecture's rules as code, and Plumb verifies them against your codebase via the GitLab Orbit code graph — catching architectural drift the moment it's introduced.
Autonomous SOC analyst on Splunk: it triages, investigates via the official Splunk MCP Server, decides threat vs noise, and acts — only behind a hard human-approval gate.
An AIOps agent that detects, diagnoses, and remediates Google Cloud incidents via Dynatrace MCP — but always stops for a human before touching prod.
