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Insights on AI, machine learning, and technology strategy

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AI Development·

Astra for Law: assess the answers, not the corpus size

Astra for Law combines GPT-6 Astra with legal search and instructions. Its benchmark results and source-coverage figures answer different buying questions.

5 min read
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AI Development·

GitHub Copilot budget requests: approve the right total

A Copilot budget approval sets a new member total. Route the request to the paying account and check the other limits before assuming work can resume.

5 min read
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AI Development·

Grok Voice Transcribe 2.0: check the spoken details

Better transcription is useful, but a workflow may depend on one email address, code, or amount. Evaluate those details separately from overall word error rate.

6 min read
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AI Development·

Cooley GO Public: start AI drafts with the client, not the template

Cooley describes an AI-assisted IPO workflow built around client information, public sources, and curated precedents. The useful lesson is how teams choose a draft’s starting point.

5 min read
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AI Development·

OpenAI Agents API: managed harness, your choice of sandbox

OpenAI now operates the Codex harness through an API. Developers can choose the execution environment, but self-hosted compute does not remove managed-session data limits.

5 min read
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AI Development·

Salesforce in Claude: what to test in the sales beta

Salesforce brings CRM context and actions into Claude. Start with a supported sales task, check the answer against records, then evaluate updates separately.

6 min read
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AI Development·

Copilot custom-property suggestions need clear definitions

GitHub’s new preview helps administrators define repository metadata. The important next step is checking what those values mean and which repositories inherit them.

6 min read
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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