Singularity Watch

The provider & capability
monitor for AI.

Incidents mapped to where the labs operate — an OpenAI story lands in San Francisco, a Mistral story in Paris. Below, the state of AI capabilities: model and agent benchmarks plotted over time, from public data.

Simulated intel
illustrative data
dots mark lab locations · ring = incident mentions
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Providers tracked
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Incidents tracked
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Models mentioned
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Feed status

Incident feed

Threat-intel headlines, classified by capability and pinned to the provider whose models are named. Click a provider on the map — or a filter below — to isolate their incidents.

SIMULATED INTEL — the live feed comes from the command center's intel proxy. These incidents are illustrative until the console feed connects; the map then pins real headlines to provider locations automatically.

Models on the radar

Models named in tracked incident reports. A mention is a detection, not an accusation — it marks where attention is going, and pins the story to that lab's city.

Reading the map

Each dot is a lab's operating location. A glowing ring means their models were named in tracked incidents — the wider the ring, the more mentions. No ring means quiet. This is an indicator board, not a battlefield: it answers who and where, so operators know which provider's status page to check first.

How to read this watch

Dots are labs. Curves are capabilities.

providers

Incidents land where labs are

When an incident report names a model, the story pins to that provider's operating city — San Francisco for OpenAI, Paris for Mistral, Hangzhou for DeepSeek. Rings show attention, not attacks.

capabilities

Benchmarks show the frontier

Coding agents, general assistants, terminal operators, research agents — each curve is the best reported score over time. Flat at the top means the benchmark is saturated and the frontier moved on.

out-of-band

Watched, never in the way

Everything on this page is observed from outside the execution path — the same principle the command center applies to your fleet. Monitoring that can't be dragged down with the ship.