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What changed in AI, tech, products and startups, and what it means for what you are making. Every brief links to its source.
Both models generate and edit images using one API key, without a separate MiniMax account. Both support custom dimensions and aspect ratios, including 2K and 4K outputs.
Why it matters
Builders can use either model through the OpenAI-compatible /v1/images/generations and /v1/images/edits routes.
Netlify has introduced a long-running server for application backends. Netlify Server is free during Early Access.
Why it mattersTo build and run a server locally, builders need Netlify CLI 27.17.0 or later.
Adobe is releasing a local MCP to make more Creative Cloud features accessible through chatbots. Firefly’s new Builder tool, in private beta, lets users prototype designs.
Why it mattersCheck which Creative Cloud capabilities the local MCP exposes before building a chatbot workflow, as Adobe is still deciding what to make available.
GitHub Copilot now offers Gemini 4 Carbon for complex coding, agentic, and reasoning tasks. Access covers Copilot Pro+, Max, Business, and Enterprise users, with usage-based billing at provider list pricing.
Why it mattersBusiness and Enterprise administrators can check Copilot’s model policy: new models are automatically enabled unless the global default is turned off or this model is explicitly disabled.
Anthropic introduced Claude Meetings, which drafts plans, answers chat questions and retrieves information from connected apps during calls. The beta is available on Team and Enterprise plans, initially with Google Meet.
Why it mattersFor calls with external guests, check admin authorization: Claude won’t join without it and automatically leaves if an external guest joins.
New York opened a registration portal for large frontier AI developers, with registration required by January 1, 2027. The RAISE Act requires covered developers to publish safety frameworks and model transparency reports and report critical safety incidents within 72 hours.
Why it mattersFrontier AI developers can check whether their annual revenue exceeds $500 million to determine whether they fall within the law’s stated scope.
Gemini Intelligence is expanding to motorola signature 27, with U.S. pre-orders opening November 19. Create My Widget will let users describe custom widgets that draw information from Gmail, Calendar, and Search. Task automation is expanding to the UK, India, and Japan.
Why it mattersBuilders evaluating Device Assistance should check that their target devices run Android 17 or later and are among the select supported Android devices.
Git’s new releases fix six vulnerabilities involving code execution, unintended file writes and memory corruption.
Why it mattersUpdate to Git 2.56.1 or the patched release for your maintenance series, including copies bundled in applications or used by automation.
Google DeepMind is rolling out its new vision-language-action model, Gemini Robotics 2.5, to robotics partners. DeepMind reports a 30% to 100% higher task success rate than previous baselines, with tasks completed 20% to 30% faster.
Why it mattersRobotics developers can use the new open-source ASIMOV-Jailbreak benchmark to test resistance to disguised unsafe requests.
Google has made Gemini 4 Carbon available for complex coding, scientific reasoning, and extended agent workflows. Paying developers and enterprises can access Carbon at introductory rates of $2 per million input tokens and $10 per million output tokens.
Why it mattersFor the public-access model, plan around rates of $4 per 1M input tokens and $20 per 1M output tokens after the introductory period expires on November 30, 2026.
Notion says <1% of its workspaces may be affected, with some Notion AI chats potentially exposed. Notion disabled Insights and stopped using Fireworks to serve open-weight models.
Why it mattersIf your workspace is affected, rotate any passwords, API keys, or other credentials pasted into Notion AI during the affected timeframe.
Google Cloud announced Gemini for healthcare to connect fragmented healthcare systems and coordinate workflows. It can handle medical records synthesis and prior authorization review with guardrails and human oversight.
Google DeepMind researchers guided AI agents to prove key security properties of the code underlying the Signal protocol. The verification process took four weeks.
Why it mattersBuilders can examine the formal verification artifacts Google DeepMind is open-sourcing for community use.
Atlas Data Federation is generally available on Azure, with support for querying Microsoft Azure Blob Storage. Atlas Online Archive is also generally available on Azure.
Why it mattersBuilders planning federated queries must keep S3 and Azure Blob Storage out of the same federated database instance/query.
PostHog’s Self-Driving agents are out of beta. Pricing now charges for each scan, investigation or PR implementation.
Why it mattersExisting beta users can check their billing limits before December 9, 2026, when they move to per-run pricing and may hit those limits sooner.
GitHub can now scan completed Actions workflow logs for provider secret patterns. The preview requires GitHub Enterprise Cloud with GitHub Secret Protection or GitHub Advanced Security. Log alerts produce no notifications during the preview.
Why it mattersEnterprise owners can enable the disabled-by-default policy in enterprise settings under Policies, then Advanced Security; existing logs won’t be backfilled.
Appndo price tracker · 1d ago
Nvidia Nemotron 3 Super 120B A12B is cheaper on DeepInfra
Input $0.085 → $0.075·Output $0.40 → $0.40 per 1M tokens
Appndo price tracker · 1d ago
GLM 5.3 Flash is cheaper on Prime Intellect
Input $0.105 → $0.0525·Output $0.50 → $0.25 per 1M tokens
Appndo price tracker · 1d ago
GLM 5.3 is cheaper on Prime Intellect
Input $0.50 → $0.40·Output $3.08 → $2.46 per 1M tokens
Appndo price tracker · 1d ago
DeepSeek V4.1 Flash 1017 is cheaper on Prime Intellect
Input $0.0874 → $0.0437·Output $1.20 → $0.70 per 1M tokens
Appndo price tracker · 1d ago
DeepSeek V4.1 Flash is cheaper on Prime Intellect
Input $0.078 → $0.039·Output $1.20 → $1.20 per 1M tokens
Meta Superintelligence Lab launched Muse Ember on Monday. Ember targets recurring agent tasks including tool calls, coding subtasks, routing, extraction, and long document parsing.
Why it mattersBuilders can estimate Ember’s input costs for high-volume agent workloads using its price of 10 cents per million input tokens.
Anthropic launched Mythos 5.2 and Fable 5.2 on Monday. Fable input pricing fell from $10 to $8 per million input tokens.
Why it mattersBuilders with zero data retention requirements can now evaluate Fable 5.2 through the Enterprise Frontier Safeguards system.
