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Today we launched the Universal Context Layer at @merge_api. It turns everything your company knows into one brain that every AI tool and agent shares, so your team can switch assistants without losing any context. Context is king, we just built its castle. nitter.siddz.com/merge_api/status/21176…
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.
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Shensi Ding retweeted
Shoutout to the UCL team working extremely hard to build such an awesome product!!!
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.
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Shensi Ding retweeted
Bullish on XAI, GrokBot and their connectors. Thanks for hosting us!!
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Use Merge's context layer to make every employee as good as your 10xers. We use it internally and it's a game changer
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.
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Shensi Ding retweeted
Merge's Universal Context Layer: - All harnesses (Claude, ChatGPT, in-house) connect via MCP - Connect to a single context layer - Thousands of enterprise-grade tools, both knowledge and live search - Dreaming improves skills, memory, context retrieval, and actions each night - Insights help glean how your org is using AI and what can be done better
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.
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Shensi Ding 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.
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Shensi Ding retweeted
Link Agent Wallet from @stripe is now available as a connector in Merge Agent Handler! Agents can securely pay on your users' behalf without ever seeing their card details. And purchases only go through with the user's approval.
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Shensi Ding retweeted
we're giving away another mac mini! stop by our booth at Pendominium this week for a chance to win!
We're heading to London for PendomoniumX (@pendoio) this Thursday, November 5, at The Mermaid. Stop by our booth to win a Mac Mini, grab a free hat, and book a demo! Event details: pendo.io/pndmx-london/
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Our cute @merge_api SF team
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It was so good to come home to Boston and host a @merge_api dinner last night with our friends in pharma, biotech, insurance, legal tech, logistics and software. Thanks @mkrameisen for cohosting!
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A cute little @merge_api get together
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a flaky MCP server costs you twice, once for the tool call that errors and again for the tokens your agent spends recovering from it. we tested @merge_api against the native servers for Outlook, OneDrive and SharePoint to see how often that actually happens. nitter.siddz.com/merge_api/status/21154…
Across 420 runs per server, agents hit tool errors in 40 runs on Merge versus 70 on native, 43% fewer. We tested Merge against Microsoft's MCP servers across Outlook, OneDrive and SharePoint. Merge also exposed 128 tools compared to 96. 🧵🧵
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back home at my parents house wearing the worst outfit i own from 15 years ago
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Shensi Ding retweeted
Two models released in the past week now beat Claude Sonnet 5.5 (@AnthropicAI) at agentic coding. Kimi K3.1 Pro (@kimi_moonshot) passes 67.2% of Terminal-Bench 4.0, and Gemini 4 Carbon (@GoogleDeepMind), out yesterday, passes 65.2%. Kimi K3.1 Pro has the same token price as Sonnet ($2 in, $10 out per million) and costs about a third as much to run AA's Intelligence Index ($3.68 a task vs $10.02). Scores via artificialanalysis.ai, week of Oct 26.
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Shensi Ding retweeted
The Parallel Web Systems Decisions (@p0) API, a decision engine with world knowledge built in, is now available on Merge Gateway. Get responses grounded in real-time web data in under a second at $0.001 per request. Use it for any decision that depends on today's news, from flagging a risky vendor to picking an agent's next step. Try it out: gateway.merge.dev
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Shensi Ding retweeted
Across 420 runs per server, agents hit tool errors in 40 runs on Merge versus 70 on native, 43% fewer. We tested Merge against Microsoft's MCP servers across Outlook, OneDrive and SharePoint. Merge also exposed 128 tools compared to 96. 🧵🧵
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Shensi Ding retweeted
Shameless plug but @merge_api Agent Handler + claude is actually god mode
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Congrats on your connector launch, Arena!! Merge is honored to be powering your connectors.
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.
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yesterday, @merge_api signed on one of the top AI labs in the world, in the middle of one of the fastest AI buildouts out there. so proud of the team.
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