Systems and Workflows
How to Prepare Your Product Catalog for AI Shopping Agents
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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How to use AI, messy parts included.
How-tos, practical guides, and what changed in AI. Written to help you decide what to try, get it working, and avoid learning the annoying part twice.
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Systems and Workflows
AI Media Verification: Build a Review Beyond One Detector
A proposed media review workflow that keeps the file, the verification evidence and the delivery decision connected.
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Systems and Workflows
How to Secure MCP Events Before They Trigger Business Actions
A signed event can still carry hostile text or stale permissions. Follow the trust boundaries from subscription through delivery to the business action.
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Systems and Workflows
How to Govern Perplexity Computer Automations
Follow one proposed customer request through preparation, authority, review and uncertain delivery without mistaking confidence for permission.
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Systems and Workflows
How to Govern AI Music Assets: Licensing, Stems, and Ownership
A practical recordkeeping workflow for AI music: verify the download and intended use, document human contributions, and keep unresolved rights questions visible.
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Systems and Workflows
ChatGPT Team Tasks Permissions: Who Owns Connections and Runs?
A shared task needs more than a creator. Map who owns its connections, who reviews its run, and who resolves access or source failures before the team depends on it.
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Systems and Workflows
Stop AI Agents Publishing Screenshots to Public GitHub Repositories
A screenshot request is incomplete until its destination is explicit. Give agents an approved private path, restrict public actions, and test the fallback before an agent reaches for a personal repository.
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Systems and Workflows
GPT Image 2.5 API: Choose Flare, Sunburst, or ChatGPT
Choose an image workflow by where people need to review and revise, not by the model name alone. Then compare Flare and Sunburst on identical work.
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Systems and Workflows
DeepSeek V4.1 Flash Migration: Check Model Aliases
DeepSeek's release plan changed. Verify what each model identifier resolves to, test the behaviors your agent relies on, and keep rollback simple.
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Systems and Workflows
Claude Code Projects: A Review Plan for Parallel AI Work
A practical ownership map for the decisions that remain human when Claude Code Projects coordinates multiple threads.
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