AI Moat After PhotoCraft: Clone-Test Your Own Product Before Agents Do
PhotoCraft rebuilt Photoshop's menus in a week; its README says behaviour lags far behind. Audit what a clone of your product could copy and what it would lack.
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Verifiable Agent Consent: Keep a Delegated-Approval Receipt Ledger Before the First Dispute
Turn "the customer approved it" into evidence: the receipt ledger columns, what Decagon's PACT receipt carries and omits, and a timed drill for agent disputes.
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OpenAI Legacy User API Keys Shut Off Oct 22: A Key-Migration Drill for Agent Fleets
OpenAI legacy user API keys are reported to stop working Oct 22. Inventory every key your agents read, rotate, canary-prove and revoke by Oct 20, with dates.
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GPT-6 Interactive Answers Can Carry a Submit Button: Keep an Answer-Surface UI Register
ChatGPT's Intelligent UI puts forms and buttons inside answers. Classify every rendered control, gate the ones that act, log them, re-run when defaults flip.
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Gemini 4 Argon Pricing Has Two Numbers: Budget the $4/$20 One in a Price-Expiry Register
Gemini 4 Argon launched at $2/$10 with no end date before $4/$20 applies. Book intro-priced models at list in a price-expiry register, then rehearse the step.
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EmbeddingGemma 2 on a Laptop: Run a Twenty-Item Recall Test Before an Agent Searches Your Media
EmbeddingGemma 2 puts memos, screenshots and clips in one Apache 2.0 vector space. Prove recall on twenty of your own items and write an index manifest first.
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Scheduled AI Agent Skills Earn Their Cron: The Manual-to-Skill-to-Cron Ladder Behind GBrain
GBrain's README claims 66 autonomous cron jobs. Here is the promotion checklist a skill must pass before it gets a schedule, plus a one-page overnight job spec.
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AI Agent Red Teaming for MCP Integrations: Grade the Agent, Not Just the Model
Seven attack categories become seven test cases per MCP server, rerun on every version change and scored per agent. Anaconda's 300+ count is not the plan.
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Kilo Desktop Puts 500+ Models Behind One Picker. The End of Lab Lock-In? Fill In a Mode-to-Model Table First
Kilo Desktop puts 500+ models, by Kilo's count, behind four agents. Before rollout, pin models per mode, log key owners and run a four-question buy test.
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AI Agent Tool Gateway: Who Holds the Keys When One Token Calls Thousands of Paid Tools
One token can reach thousands of paid tool endpoints. Register who holds each key, run the --local check, cap per-agent spend and reconcile the meter monthly.
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Personal Agent Protocol: Decide What Each Front Door Lets a Customer's Agent Do
Meta and Sierra announced the Personal Agent Protocol as a preview. Before v0.1 lands, register what each front door lets a customer's agent read and change.
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The X Timeline Is Becoming a Task Queue. Here's Where a Tagged AI Bot Should Stop
Grok Bot's X connector reads your timeline; tag-to-Notion is unconfirmed. Sort nine verbs into allow, review and stop, and inventory every connected account.
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Add a Critic, Not a Second Reviewer: Risk-Route AI Code Review Agents Like Meta's RADAR
Two AI reviewers scored worst in a Cornell/Stanford test; a critic of the review scored best. Route each PR by risk, as Meta's RADAR does, with this protocol.
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GPT-6.1 Sol vs Claude Sonnet 5.5: Same List Price, Different Agent Bills. Price the Workload Shape
Both list at $2/$10 with $0.10 cache reads, yet a 50-turn agent loop past 272K costs 29% more on one. Price your workload shape with this five-row worksheet.
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AI Agent Context Isolation: When a Finance Agent Shares a Computer With Your Slack Bot
A read-only agent on a shared computer can reach every sink its siblings have. Map sources against sinks, treat shared machines as one zone, gate posts as you.
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A Reverse Engineering MCP Hit #1 on GitHub: Audit What Your Own Shipped App Reveals
An agent reverse engineering tool topped GitHub Trending. Audit what your shipped app reveals: keys, endpoints, symbols, update signing, plus a release gate.
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Fast vs Slow AI Coding Model: Route Each Task to Live Steering or a Handoff
Fast serving tiers turned coding agents into something you steer mid-sentence. Route each task to steer or hand off, and meter tool time before buying speed.
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Verify AI Agent Traffic in the Support Queue: A Triage Table for Customer Agents, Bots and Humans
Sort every chat, voice and API contact into verified agent, unverified agent, undeclared bot or human, with routes, limits, evidence and a platform kill switch.
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