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November 15, 2026
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Category: AI

Artificial intelligence across Apple and the industry.

  • AI
  • Developer
3 weeks ago

Copilot’s feature-default rollout makes one-time policy changes

GitHub’s October 22–26 rollout turns eligible unconfigured feature policies into saved settings. Administrators should check individual policies, not rely on a later default change to undo them.

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Jiaxu Li03 mins
MacDigest schematic: eligible unconfigured Copilot features become set policies through a one-time conversion; afterward, administrators edit individual policies.
  • AI
  • Developer
3 weeks ago

OpenAI Decisions API goes GA: separate shared evidence from changing checks

Shared-input caching and 400 questions make Decisions more useful for repeat evaluations. The important limits are typed answers, independent checks and a separate cache policy.

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Jiaxu Li04 mins
MacDigest cover reading Shared evidence. Separate decisions. for OpenAI Decisions API.
  • AI
  • Developer
4 weeks ago

Veo preview retirement is not a model-name swap

Veo preview endpoints retire October 22. Gemini API developers moving to Omni need to review requests, video output handling, stored state and costs.

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Jiaxu Li04 mins
An off-white MacDigest editorial cover. The original blue-binocular MacDigest wordmark sits above “Gemini API · October 22” and the headline “More than a model swap.” A two-line mechanism diagram connects “Veo / Video operations” on the left to “Omni / Interactions” on the right with a blue right-pointing arrow.
  • AI
  • Developer
4 weeks ago4 weeks ago

Gemini’s older Deep Research API agent shuts down October 23

Google’s older Deep Research API agent is scheduled to retire October 23. Check the exact identifier, choose a replacement, and test asynchronous completion.

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Jiaxu Li03 mins
Minimal MacDigest cover on an off-white background. The original blue-binocular MacDigest logo appears above a small line reading “Gemini API · October 23.” Large dark text reads “Deep Research.” Blue text reads “Update the agent.” followed by “Keep the workflow.”
  • AI
  • Developer
4 weeks ago

OpenAI’s 12-hour prompt cache makes reuse worth calculating

Longer prompt caching can help AI apps reuse context hours apart, but the higher write price makes request timing and actual cache hits decisive.

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Jiaxu Li04 mins
MacDigest editorial cover reading “Cache for longer. Check the cost.” with the subtitle “12-hour prompt caching”.
  • AI
  • Apps
4 weeks ago4 weeks ago

Gemini in Sheets reaches iPhone and iPad, with limits that matter

Gemini can explain the active tab and create static charts on iPhone and iPad. Editing, workbook-wide analysis and plan eligibility need a closer look.

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Jiaxu Li03 mins
MacDigest cover reading “Gemini in Sheets. Answers, not edits.” with “Analysis on iPhone and iPad” and “One active tab. Static charts.” on a white background.
  • AI
  • Apps
1 month ago

ChatGPT Slides Brings Shared Deck Reviews and a Keynote Handoff

Mac teams can review slides together in Space, then open a deck in Keynote. Check rollout access and decide which copy to keep editing.

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Jiaxu Li03 mins
A shared stack of landscape slides with two review pointers and a comment bubble, followed by an arrow into a blue document folio. The original blue MacDigest binocular mark appears at upper left.
  • AI
  • Developer
1 month ago1 month ago

OpenAI Prompt-to-Voice Creates Reusable Voices for GPT-Live

Describe and save an app’s voice without recording. GPT-Live-only support, listening costs and retention rules shape deployment.

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Jiaxu Li03 mins
Text-free illustration of description lines inside a speech bubble resolving into a blue voice waveform, with the original MacDigest binocular mark.
  • AI
  • Developer
  • Mac
1 month ago

Why Muse Spark Open Needs a Mac Studio Cluster

Meta’s open-weight release highlights memory capacity, distributed inference and the limits of benchmark comparisons.

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Jiaxu Li05 mins
Conceptual illustration of two generic silver desktop computers joined by a blue cable. Symbolic blue tile banks sit above them, connected by three short blue links. The blue MacDigest binocular mark sits below.
  • AI
  • Developer
1 month ago

llama.cpp 0.7.0 Moves the Default Server Port to 9931

Mac clients using llama-server may need a new local address after upgrading. Explicit port settings still work, and Docker keeps 8080 inside the container.

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Jiaxu Li03 mins
A cream llama silhouette connects through a blue route to a blue circular endpoint. A gray dashed route marks the previous endpoint, and a curved arrow indicates the move. The blue MacDigest binocular mark sits at upper left.
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Recent Posts

  • Apple opens volume subscriptions to businesses and schools: check the renewal controls
  • Copilot’s feature-default rollout makes one-time policy changes
  • OpenAI Decisions API goes GA: separate shared evidence from changing checks
  • Some iPhone Duo app upgrades arrive after launch
  • Veo preview retirement is not a model-name swap

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