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Insights on AI, machine learning, and technology strategy

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AI Development·

Chrome fixed 1,072 security bugs. The last mile is still the update.

Chrome reports a sharp rise in AI-assisted security fixes. The protection still depends on triage, review, release, and the update reaching each endpoint.

6 min read
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AI Development·

Stripe's Kai separates user access from task context. Your knowledge agent should too.

Stripe's internal knowledge agent separates what an employee may access from what one task should see. That boundary deserves its own test.

7 min read
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AI Development·

Should OpenAI API administration move into Terraform?

OpenAI's official Terraform provider makes API Platform administration reviewable, but archive, deletion, and state-only removal behavior decide whether to adopt it.

7 min read
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AI Development·

OpenClaw extended-stable is a support channel, not a readiness score

OpenClaw extended-stable adds a monthly support channel. Its live maturity scorecard does not certify the exact package a gateway would run.

7 min read
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AI Development·

Gemini Robotics 2 is three products, and only one is public

Google's Gemini Robotics 2 family includes a public reasoning API and two limited-access action models. Choose the layer that matches what you can test.

6 min read
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AI Development·

LFM2.5 encoders ask a simple question: do you need prose?

Liquid AI released 230M and 350M text encoders for fine-tuning. Compare one bounded label, span, route, or score before replacing a generative stage.

8 min read
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Industry Insights·

Test Nono 0.70 by control path, not by release tag

Nono v0.70.0 adds useful sandbox controls, but the release tag does not make every authority path equally mature. Here is what teams can test now and what should wait.

8 min read
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Industry Insights·

GitHub Copilot app metrics changed what your trend line counts

GitHub now includes Copilot app activity in active-user, code, model, language, and feature totals. Mark the definition change before comparing trends.

7 min read
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Industry Insights·

OpenAI Programmatic Tool Calling moves predictable tool work into code

Supported Responses models can generate JavaScript that OpenAI runs to coordinate eligible tools. Use programmatic calling for predictable stages; keep judgment and approval-sensitive work direct.

7 min read
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Industry Insights·

Google’s ATLAS found broad workplace AI use. Task coverage was still shallow.

Google ATLAS found AI use in occupations covering 88.4% of U.S. employment. Where at least one task cleared Google’s threshold, median saturation was 21%.

8 min read
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AI Development·

Copilot for Linear separates who can start work from who can steer it

GitHub Copilot for Linear lets repository writers start cloud-agent work while other issue contributors can steer the context stored in the pull request.

5 min read
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Small Business AI·

How to compare AI automation proposals using one real workflow

Put competing AI automation proposals against the same workflow, test cases, evidence, exclusions, fees, maintenance, and ownership before comparing price.

10 min read