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Jake Cusack

@Jakecusack

MCSE | MCSD | MCSA | MCPD Azure & M365 Architect | AI Engineer | Data Scientist

 London, England
deepify.ai/
Joined July 2015
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StudyScribe is live on the App Store today. Record any lecture, lesson, or voice note. On-device AI turns it into a summary, flashcards, and a quiz. Built with Apple Intelligence. Nothing leaves your phone. If we call it private, it has to actually be private.
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The fix was already ours
Azure says fund AI agents as programmes, not projects
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— Only seventeen percent of organisations model how their AI costs scale in production, yet eighty-six percent expect a financial payback within six to twenty-four months.
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Red is not always failure
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OpenAI adopts a shared robots.txt training signal
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— Every AI crawler currently reads robots.txt a little differently, so publishers end up writing one rule per company just to state a preference.
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Backdoored Claude Code 2.1.312 and 2.1.313 hit the Cursor marketplace. It ran on load, added an SSH key and a boot job. Uninstalling does not clean it. Check authorized_keys and login items. deepify.ai
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Databricks exposes Lakebase's API via Azure APIM
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— Opening a database to a partner organisation usually means either a custom REST layer or a shared secret nobody is comfortable rotating.
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Claude Code 2.1.314: permissions.blockWritesOutsideWorkingDirectories. Write, Edit and NotebookEdit refuse paths outside the working dirs, in every permission mode. Turn it on, then test that a write outside fails. deepify.ai
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Databricks adds Git-style branching to Lakebase
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— Snorkel AI ruled out giving every pull request its own database copy, because restoring one took about twenty minutes and nobody could wait that long, every time.
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Copilot Fusion routes the model. Copilot Automations share the workflow. Foundry Agent Service runs the loop. Orchestration is now in the box. Sell what the agent proved, not how it was routed. deepify.ai
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LangChain adds browser use to Managed Deep Agents
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— Agentic browser traffic rose four point seven times over in a month, DataDome reports, and LangChain just gave its agents a browser built for that load.
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0.95^20 = 0.36. 0.95^10 = 0.60. Same model, half the steps. Shorten the plan before you buy a bigger model. deepify.ai
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Microsoft Copilot ships 25+ finance skills
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— Eight thousand people used Microsoft's new Copilot accounting skills within a week, invoking them over forty-four thousand times, before the wider finance rollout even launched.
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Flatten agent history and forged approvals get through 87 to 100% of the time. Keep roles typed and none do. Compaction is a trust boundary. deepify.ai
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LangChain adds browser use to Managed Deep Agents
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— Agentic browser traffic rose four point seven times over in a month, DataDome reports, and LangChain just gave its agents a browser built for that load.
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