AI in Practice
Claude Docs Sharing: What to Check Before You Send a Work Link
A pre-send checklist for Claude Docs links: verify recipient access, workspace policy, document version, export and mobile limits before sharing work.
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AI in Practice
Claude Docs and Slides: When Does One Conversation Help With a Report?
A practical pilot for deciding whether Claude Docs and Slides improves a report-to-presentation workflow, with source checks, baseline comparison and review criteria.
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AI in Practice
Qwen Image 2.1 License: What to Check Before Commercial Use
Publicly downloadable weights are not a commercial-use grant. A team needs to establish permission for its intended workflow, then evaluate the complete operating path and accepted-output cost.
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AI in Practice
Holo4 for Business: Check Licenses, API Data Terms, and Self-Hosting
Holo4's downloadable checkpoints have different weight licenses, while its hosted API has separate account terms. Learn what to check before choosing a route.
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AI in Practice
Holo4 Multi-Interface Agents: When to Use GUI, Code, MCP, or API
H Company says Holo4 can work across graphical interfaces, code, MCP and APIs. The practical question is where each action belongs, what evidence proves completion, and when a person should take over.
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AI in Practice
Exa Agent Ultra: When Is Exhaustive AI Research Worth It?
When is Exa Agent Ultra worth it? See what its $20 default cap and vendor-reported benchmarks mean, then test it against a completeness target.
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AI in Practice
Base44 Base Code Pilot: Choosing a Safe First Change
A practical way to choose a safe Base Code task: check project fit, set acceptance criteria, review the preview and diff, and keep release decisions with your team.
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AI in Practice
ChatGPT Pages: How to Bring AI Drafts Into Team Review
ChatGPT Pages gives teams a shared document for AI-assisted work. Here is a practical way to test it on one reviewable document, keep claims and decisions clear, and assess the handoff before expanding.
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AI in Practice
GPT-6.1 Sol Cost Accounting: Caches, Retries and Review
A dated guide to GPT-6.1 Sol request accounting: price cache writes and reads correctly, apply the long-context rule, and attach retries and review to accepted work.
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AI in Practice
GPT-6.1 Sol: When to Use It for Everyday Agent Work
Use GPT-6.1 Sol where a bounded everyday task passes your checks. This guide develops document and coding trials, escalation rules and a reversible adoption decision.
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