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Insights on AI, machine learning, and technology strategy

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Industry Insights·

Can your security team use AI on exploit-rich incident evidence?

Hugging Face says hosted model safeguards blocked its initial forensic requests. Security teams should verify that an approved model can accept exploit-rich evidence without exporting credentials.

7 min read
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AI Development·

A million agent spans is not a price

Oodle prices agent traces by gigabyte, not by count. Measure average and p95 span size before comparing observability plans.

8 min read
Constructed diagram
AI Development·

Visual Studio built Agent Skills in. Microsoft left them off.

Visual Studio 18.8 includes curated .NET and Azure Agent Skills, but Microsoft left them off while it measures efficacy and cost.

6 min read
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Industry Insights·

Inkling's Open Weights Still Require Cluster-Scale Memory

Thinking Machines released Inkling under Apache-2.0 with 41B active and 975B total parameters. Hugging Face says serving the BF16 checkpoint requires 2 TB of VRAM and the NVFP4 checkpoint requires 600 GB before KV-cache headroom. Here is how to choose a hosted test, a cluster evaluation, or a smaller model.

9 min read
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Industry Insights·

How to test Palm Pulse AI Agents before treasury decisions depend on them

Palm's Pulse AI Agents can schedule treasury analysis and recommendations. Start with a read-only task whose evidence a reviewer can check.

8 min read
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AI Development·

Coding-agent transcript or visual workspace? When Juggler is worth a trial

Juggler turns coding-agent sessions into branchable visual trees. Compare it with a terminal interface before changing your team's default workflow.

7 min read
Illustration
Industry Insights·

OpenAI won one AI access argument on X. The evidence stops there.

OpenAI turned Anthropic's Claude Code plan test into a simple promise about Codex access. That was a clear messaging win, not proof of market leadership.

7 min read
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Industry Insights·

Bot detection now reads the journey between clicks. Observe before you enforce.

Cloudflare Precursor can evaluate behavior across a session. Before tightening a login or checkout rule, test how legitimate input journeys appear and where people leave.

7 min read
Constructed diagram
AI Development·

Before you switch AI models, put the bake-off on trial

Ploy's GPT-5.6 migration looked worse until its team repaired the evaluation harness, tool schema, cache design, and reasoning replay.

9 min read
Three illustrative case records from the same workflow diverge into successful, pending-resolution, and failed states while each retains its proof, owner, safe next transition, and retry authority.
Small Business AI·

Three transactions enter the same AI workflow. Only one finishes cleanly.

A clean completion, a human pause, and a technical failure show what managers need from an AI workflow after the demo ends.

9 min read
An illustrative six-clip timeline shows a human save creating revision 26 while an agent full write based on revision 25 stops at a stale-state conflict; reversal and export remain separate decisions.
AI Development·

When the editor and the agent grab the same cut

FableCut exposes one shared video timeline to humans and agents. Its most revealing behavior appears when both try to change the same cut.

8 min read
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