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Insights on AI, machine learning, and technology strategy

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AI Development·

What Fyxer learns from edits to AI email drafts

Fyxer reports that 53% of its AI drafts are accepted unchanged. Its approach shows why the edits people make can be more useful than a single acceptance score.

6 min read
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AI Development·

Copilot Auto's new tiers: choose a priority, not a model

Copilot Auto now lets developers weigh cost, quality, and response time. All three tiers use the same available models; the selected model still determines usage charges.

6 min read
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AI Development·

Sourcegraph now charges for merged AI changesets

Agentic Batch Changes is generally available for Sourcegraph Cloud. Its new billing event is a merged changeset, but the public announcement leaves important quote details open.

5 min read
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AI Development·

Salesforce's AI Harness: what to reuse now and what to defer

The new architecture promises reuse across enterprise AI. Evaluate existing capabilities now, and keep future consolidation separate from work you can deliver today.

6 min read
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AI Development·

Copilot's Jira canvas: check that changed requirements reach the code

The new Jira integration can reduce repeated context transfer. A changed-requirement trial shows what reaches the implementation and what still needs a manual step.

6 min read
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AI Development·

Copilot HydraFusion changes the unit of cost from model to task

HydraFusion chooses a coding workflow as well as its models. Compare the complete attempt, including critique, revision, and escalation.

6 min read
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AI Development·

Copilot now resolves addressed comments during rereview

Copilot can now close its own addressed comments during rereview. A cleaner list helps follow-up, but open-thread totals need careful labels.

5 min read
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Industry Insights·

AI-generated coverage can inflate your media report

Anthropic found thousands of articles across a fabricated news network with little observed authentic engagement. Here is what to change in a media report.

5 min read
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Industry Insights·

New VS Code Agents metrics: keep missing data separate from zero

New Copilot report fields measure the dedicated VS Code Agents window. Here is how to import them without turning unavailable data into zero activity.

4 min read
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Industry Insights·

What GitHub AI Scan findings tell you about a pull request

GitHub AI Scan flags possible security bugs on pull requests. Here is where to find them, how to review a suggested fix, and what the preview requires.

4 min read
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Industry Insights·

ChatGPT for Financial Services: included data is not every subscription

A provider name is not a coverage guarantee. Evaluate included datasets, subscription entitlements, and the financial evidence that reaches the final file.

6 min read
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Industry Insights·

OpenAI's government AI offer is not a free deployment

Waived licenses and discounted usage change an agency quote only when the purchasing entity, service, account, and effective dates are confirmed.

7 min read