AI in Practice
A Practical Atlassian MCP Pilot for ChatGPT and Codex Administrators
Use Atlassian's Read, Write, and Search controls to stage an MCP pilot, test real permissions, and decide what to expand.
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Build notes, practical systems, and a closer look at what changed. Written to help you make a decision, try something useful, or avoid learning the annoying part twice.
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AI in Practice
Use Atlassian's Read, Write, and Search controls to stage an MCP pilot, test real permissions, and decide what to expand.
Read the articleAI in Practice
Atlassian and OpenAI expanded their partnership. Compare Rovo, ChatGPT, and Codex by workflow, context, action, and what is available today.
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A user can sign in successfully, have permission to ask for a CRM summary, and still reach the wrong customer’s Salesforce connection if the app does not bind that request to the right tenant and installation.
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On October 6, 2026, Ampersand announced a $15 million Series A and introduced Andi in beta. The company says Andi helps developers get products running in customer environments.
Read the articleSystems and Workflows
Prepare product data for AI shopping with a bounded catalog audit: buyer questions, verified attributes, source rules, delivery checks, and evaluation.
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Algolia acquired Velou to bring retail product data capabilities into its search platform. Here is what the announcement says, and what it leaves open.
Read the articleCreator Workflows
HeyGen documents an instant voice cloning path. An agency still needs speaker authorization, workspace access, clear terms, and an approved sample before promising client delivery.
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HeyGen's new voice model gives video teams a reason to test an integrated narration workflow. Here is how to compare it with a current provider without assuming better quality, lower cost, or account access.
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A proposed media review workflow that keeps the file, the verification evidence and the delivery decision connected.
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Public access brings supported AI-media origin evidence to more recipients. Here is what the SynthID expansion changes, and what a detector still cannot establish.
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