Article
Companies say AI is working. Almost none can show you the number.
Nearly 30% of the S&P 500 told investors AI delivered quantifiable impact. About 2% disclosed a metric they track over time. The gap isn’t the model. It’s the data layer.
Article
The agent nobody approved already has the keys.
Seventy-two percent of health industry leaders say AI tools or agents are running without formal IT approval. The gap isn’t intent. It’s ownership.
Article
Why your AI bill keeps climbing while model prices keep falling.
Per-unit model cost has dropped roughly 280-fold since 2022. Enterprise AI budgets went the other direction. The gap isn’t pricing. It’s routing.
Article
The plugin you reviewed isn’t the plugin you’re running.
A vulnerability disclosed September 17 let a pinned plugin silently resolve to different code across four major AI coding agents. Two vendors have patched it. Two haven’t.
Article
Why the next enterprise platform will govern knowledge, not merely store more data.
For more than two decades enterprises have been sold the next cure for fragmented data. The real problem was never storage. It was never even data. It is a knowledge problem.
Article
The Hugging Face intrusion: why catching a rogue agent on day three isn’t enough.
17,600 actions before anyone caught it. Detection worked, but detection isn’t prevention. Here’s the boundary that has to come first.
Article
Why we build agents that go to the data, not the other way around.
Most AI deployments fail because teams spend 80% of their time moving data. We don’t do that, and it changes everything about how fast you can ship.
Paper
The hybrid pipeline pattern: deterministic agents vs. LLM calls.
1 API call per run instead of 30. How deterministic agents and a single LLM supervisor reach production scale.
Article
Governance built in: how D8:SCOUT enforces policy without slowing the pipeline.
Security at the agent level behaves differently than security bolted on at the perimeter.
Paper
Data lineage at scale: full traceability without a data catalog rebuild.
D8:CAT maintains origin-to-output lineage on every record, as a byproduct of normal pipeline operation.
Article
Human-in-the-loop by design: where agents stop and people decide.
Agentic AI doesn’t mean unattended AI. Here’s how we wire checkpoints into every pipeline from day one.