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Insights on AI, machine learning, and technology strategy

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AI Development·

An AI prototype is more useful when the agent can run it

Playco says GPT-6 Astra cut manual fixes while building playable game prototypes. The transferable lesson is to let a visual agent execute and observe its work before a person judges the experience.

7 min read
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AI Development·

A long-running AI agent is not ready until you interrupt it

OpenAI's updated Agents SDK can restore work in a fresh sandbox. That makes interruption testing a release requirement, not an edge case.

7 min read
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AI Development·

Copilot can now approve pull requests. Give it narrow merge authority

GitHub Copilot can now submit approvals that count toward branch protection. Keep assessments broad, grant approval authority by low-risk path, and test what happens after a new commit.

7 min read
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AI Development·

Copilot content exclusions reached the app and CLI. Verify the boundary

GitHub Copilot's app and CLI now respect content-exclusion policies. Test one blocked file, one allowed file, and every agent surface before treating that policy as a boundary.

7 min read
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AI Development·

OpenAI connected ChatGPT to Epic. Test two retrieval paths, not one demo

OpenAI's Epic integration and Healthcare Public Data plugin bring private chart context and public medical sources into one workspace. Validate those retrieval paths separately before combining them.

6 min read
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AI Development·

OpenAI put $1 billion behind Daybreak. Apply with a bounded cyber pilot

OpenAI's new Daybreak commitment offers subsidized cyber-AI access and support. Eligible teams should register with one authorized, isolated workflow—not a request to automate security broadly.

6 min read
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AI Development·

Anthropic's commerce blueprint is safest when the first pilot cannot sell

Anthropic released working shopping and merchant agent examples. The repository's most useful production advice is to start with authoritative reads, refused writes, and an existing checkout handoff.

6 min read
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Small Business AI·

OpenAI reported a 1,223% jump in search and bot hits. Do not call it customer traffic.

A new OpenAI small-business case study combines search and user-bot hits in one growth number. Separate crawls, user-triggered fetches, and referral sessions before calling AI-search work a marketing win.

6 min read
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AI Development·

Anthropic's new safeguards put AI misuse review in the customer's queue

Anthropic's Enterprise Frontier Safeguards will keep monitoring data in customer-controlled cloud infrastructure and route signals to customer reviewers. That makes incident-response readiness part of the buying decision.

6 min read
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AI Development·

Amazon Quick can build an app from a prompt. Publishing still creates a system to own

Amazon Quick now turns natural-language descriptions into connected web apps. Before sharing one, separate the builder, data access, write authority, and release owner.

7 min read
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Industry Insights·

OpenAI found early-career workers use ChatGPT Enterprise more than executives

OpenAI's enterprise study found higher usage intensity among early-career workers. That makes workflow discovery a bottom-up job—but usage still is not proof of value.

7 min read
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AI Development·

VS Code's second AI opinion is a critique, not an approval

VS Code 1.135 brings GitHub's experimental Rubber Duck critic into Agent Host sessions. Use the extra perspective before tests and human review—not in place of them.

6 min read