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Insights on AI, machine learning, and technology strategy

An illustrative comparison packet tests a claimed AI output against an accessible public alternative under comparable conditions before a locked capability-gain step allows broader severity factors to be considered.
Technical Tutorials·

Start AI jailbreak triage with capability gain

Anthropic's early Cyber Jailbreak Severity proposal gives security teams a useful first question: what attacker capability did the AI output add beyond public tools and information?

10 min read
A middle-market AI fit map connects six pre-built vendor lanes to local prerequisites like ERP custom code, shared-drive customer data, data owners, integration gaps, and rollout proof.
Industry Insights·

The middle market is becoming an AI product category

Accenture and Google Cloud packaged enterprise AI into six pre-built lanes for companies between $300 million and $3 billion in revenue. The technology is standardized. The hard part is still local.

7 min read
A public-output quarantine test receipt checks source request, private context touched, leak terms, reply scope, and reviewer sign-off before an agent posts a public reply.
Industry Insights·

Before a repo agent comments in public, quarantine the output

A crafted public GitHub issue tricked an agentic workflow into posting private repo contents as a public comment. Narrower read access wouldn't have stopped it alone — the write path needed its own check.

8 min read