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Your agents are running around blind.
They can't see your Slack, your Notion, or what your team decided this morning.
And you're paying for every wrong turn.
Introducing Merge’s Universal Context Layer: your company's knowledge and skills, turned into one brain that works with any AI tool or agent.
Right now your AI starts from scratch every query. It burns tokens and brings back the wrong answer.
Merge Universal Context Layer lays down one shared trail through everything your company knows.
Every agent works from the exact same company knowledge.
It connects to your Slack, Granola, and Notion in one click, and automatically adds relevant information into your company brain and shares it across any AI assistants your team uses.
It keeps working after you log off at night. By the morning it has suggestions waiting for your approval.
With Merge, your team can switch to any AI assistant they want without losing ANY context.
Gemini 4 Hydrogen from @Google is now available on Merge Gateway.
It finishes tasks 2.5x faster than Gemini 3.8 Flash, scores 57% on Terminal-Bench 4.1, uses up to 23% fewer tokens, and makes 5x fewer fabricated claims.
Try it on: gateway.merge.dev
xitter.twitterapi.xyz/GoogleAIStudio/status/…
introducing Gemini 4 Hydrogen
this new model brings cutting-edge intelligence to everyone — with speed and efficiency for everyday coding and agentic workflows
start building with Hydrogen via the Gemini API and in AI Studio: aistudio.google.com/prompts/…
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Atlanta traffic isn’t going anywhere. Your AI rollout can.
This past month we dropped billboards across Atlanta
MergeWorkforce.com
Gemini Decision 1 from @Google is now available on Merge Gateway.
It answers yes/no, multiple-choice and rubric questions instead of generating text, and can score up to 1,000 of them in one pass.
Check it out: gateway.merge.dev
xitter.twitterapi.xyz/sundarpichai/status/21…
Today we’re launching the Gemini Decisions API, powered by our new Gemini Decision 1 model in @GoogleAIStudio.
Instead of generating text token by token, it’s built for closed-set choices scoring up to 1,000 questions across text, images, audio, video + PDFs in a single pass. A few details:
- 3 decision types: yes/no, multiple choice (up to 255 options) + rubric scoring
- $0.10 / 1M input tokens with $0 billed for output tokens (~5x cheaper than Flash-Lite)
- leads on several benchmark evals with lowest calibration error
Google teams are already building with it, below is a look at Stitch Rapid designing a full product flow in seconds (1x speed)
Teams across Merge build with Codex and ChatGPT every day. We’re proud to power integrations inside them, too.
OpenAI (@OpenAI) just featured how we’re putting these tools to work, including our dinner bot, powered by GPT-6 Astra and Merge connectors.
We host 2–3 executive dinners a week. Guest lists, outreach, and attendee tracking used to take dozens of hours. Now, they take about 30 minutes per event.
Read more: openai.com/index/merge-build…
Merge retweeted
Gil Feig (CTO and Co-Founder of @merge_api) says builders should watch how agents use their platforms, and then decide whether to continue allowing access.
🎥 Watch Gil Feig in “Building Enterprise Software for AI Agents” on WeAreDevelopers: https://www.weare…
Gemini 4 Carbon from @Google is now available on Merge Gateway.
It's Google's strongest model yet, built for security work and long, multi-step engineering. 88.2% on SEC-bench Pro for finding vulnerabilities.
Check it out: gateway.merge.dev
xitter.twitterapi.xyz/sundarpichai/status/21…
Gemini 4 Carbon is rolling out today. It’s built for sustained, long-horizon tasks, reasoning deeply through complex software engineering, cybersecurity, and scientific discovery.
Coming globally via the Gemini API in @GoogleAIStudio and Gemini for business, and for Ultra subscribers in @antigravity, the @GeminiApp, and AI Mode in Search.
Claude Fable 5.2 from @AnthropicAI is now available on Merge Gateway.
It's built for the hardest technical work, with improvements in coding, reasoning, and vision.
Check it out: gateway.merge.dev
Two kinds of people at work right now:
1. AI-pilled. Their AI preps their 1:1s and triages their tickets.
2. Staring at a chat window, not sure where to start.
20 free AI workflows to get you from 2 to 1: ordnl.link/UPjhLi8
When Google's Gemini 4 models (@GoogleDeepMind) don't know an answer, they make one up about 4% of the time. The next best model, Muse Wonder Full (@AIatMeta), does it 18% of the time.
Gemini 4 Carbon (4.2%) and Gemini 4 Argon (4.3%) still get about as many questions right as GPT-6.1 Terra and Kimi K3.1 Pro, which make up answers 35% and 37% of the time.
Merge Gateway lets you route each request to the model that fits it, without changing your integration.
Scores via artificialanalysis.ai, week of Nov 9.
Claude Sonnet 5.5 (@AnthropicAI) uses 285K output tokens per Intelligence Index task, 5.5x as many as GPT-6 Astra (@OpenAI), which scores higher (56.9 vs 54.2).
Sonnet's output tokens cost a fifth of Astra's ($10 vs $50 per million), but at that volume a task still costs more: $10.02 vs $6.24.
Merge Gateway tracks token usage and spend for every request across providers, so you can see which model is driving your bill.
Scores via artificialanalysis.ai, week of Nov 2.
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Merge SF has a new home 🌉
The team moved into our new San Francisco office this week. And yes, we're hiring.
Check it out: merge.dev/careers
How do you give agents real access to your systems without losing control?
Join Merge and @modal for Sandboxing in NYC on Nov 16, 6 to 8 PM EST, with great speakers on securing agents that run code.
RSVP: luma.com/merge-00i1
Huge launch from the @arena team last week.
Agent Mode now connects to Gmail, Google Drive, Calendar, Notion, Linear, GitHub and more, so you can compare agents on real work in your own tools for free.
Congrats to the team and we're proud to help power it: arena.ai/agent
xitter.twitterapi.xyz/arena/status/211513824…
Arena update: Connectors are now in Agent Mode!
By bringing real-world tools directly into Agent Mode, users can take on even more complex, real-world tasks from start to finish.
Our global community of users can now connect tools like Vercel, Linear, GitHub, Supabase, Notion, Gmail, Google Drive, Google Calendar, and more as part of a single task in Agent Mode. We’re starting with some of the most requested services from our community of builders, and will continue expanding the list over time.
We ran Merge and Slack's MCP server through the same 10 Slack tasks, 150 times each.
Merge gave agents 2.9x as many Slack tools and recovered from every failed call. On Slack's server, half those runs were dead ends.
Merge also filled in every input correctly and got the right final answer in 94% of runs vs 90%.
Give your agents connectors they can count on.
Try Slack and more on Merge Agent Handler: ah.merge.dev/signup
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Arena update: Connectors are now in Agent Mode!
By bringing real-world tools directly into Agent Mode, users can take on even more complex, real-world tasks from start to finish.
Our global community of users can now connect tools like Vercel, Linear, GitHub, Supabase, Notion, Gmail, Google Drive, Google Calendar, and more as part of a single task in Agent Mode. We’re starting with some of the most requested services from our community of builders, and will continue expanding the list over time.
Merge retweeted
Your agents are running around blind.
They can't see your Slack, your Notion, or what your team decided this morning.
And you're paying for every wrong turn.
Introducing Merge’s Universal Context Layer: your company's knowledge and skills, turned into one brain that works with any AI tool or agent.
Right now your AI starts from scratch every query. It burns tokens and brings back the wrong answer.
Merge Universal Context Layer lays down one shared trail through everything your company knows.
Every agent works from the exact same company knowledge.
It connects to your Slack, Granola, and Notion in one click, and automatically adds relevant information into your company brain and shares it across any AI assistants your team uses.
It keeps working after you log off at night. By the morning it has suggestions waiting for your approval.
With Merge, your team can switch to any AI assistant they want without losing ANY context.
Merge retweeted
Merge's context layer is an absolute game changer for my day to day workflow.
Having connection to business systems across all of my agents makes it 10x easier to provide agents the context they need to ship PRs and fix issues.
Your agents are running around blind.
They can't see your Slack, your Notion, or what your team decided this morning.
And you're paying for every wrong turn.
Introducing Merge’s Universal Context Layer: your company's knowledge and skills, turned into one brain that works with any AI tool or agent.
Right now your AI starts from scratch every query. It burns tokens and brings back the wrong answer.
Merge Universal Context Layer lays down one shared trail through everything your company knows.
Every agent works from the exact same company knowledge.
It connects to your Slack, Granola, and Notion in one click, and automatically adds relevant information into your company brain and shares it across any AI assistants your team uses.
It keeps working after you log off at night. By the morning it has suggestions waiting for your approval.
With Merge, your team can switch to any AI assistant they want without losing ANY context.
























