The context engine for agents
San Francisco, CA
Joined May 2020
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Universal Context Layer is LIVE!!
Introducing Merge’s Universal Context Layer.
It substantially decreases token cost while increasing accuracy.
Every company uses AI wrong:
Say your designer makes a deck using Claude. They teach Claude your design systems and typography.
Now a Marketing hire makes a deck. None of the information your designer taught Claude gets passed over… why?
Merge fixes this:
All knowledge and memory across your entire company gets stored inside our context layer.
When someone on the org teaches Al, that skill lives across the entire organization instead of staying locked in their session.
Your AI runs faster, cheaper, and with more accuracy. You don’t have to switch systems, incur more costs, or retrain anyone on your team, Merge runs invisibly in the background.
Book a demo here: merge.dev/merge-for-workforc…
Merge retweeted
Just onboarded one of the fastest-growing AI companies in the world onto @merge_api.
We've made a lot of product bets over the past year, and it's incredible to see our team's hard work continue to pay off.
✨️
We are at AGNTCon + MCPCon by @AgenticAIFdn!
Stop by booth 44 for a chance to win a Mac Mini and our new hats!
Today’s LiteLLM incident has teams taking a closer look at how they manage model access and API keys.
If you’re affected, rotating potentially exposed keys is an immediate priority. Longer term, having visibility and control across your AI traffic matters just as much.
Merge Gateway centralizes model access with policies, monitoring, and an audit trail, helping teams manage their AI infrastructure with confidence.
If your team is reviewing its setup, we can help.
gateway.merge.dev
We're heading to San Jose for AGNTCon + MCPCon North America (@AgenticAIFdn), October 22-23.
If you're building agents on MCP or getting them into production, come find us.
Event details: events.linuxfoundation.org/a…
Open-weights models beat every closed model on long documents: Kimi K3 scores 88.7% on AA-LCR, ahead of Claude Fable 5.1 (@AnthropicAI) at 85.3%.
Step 5 Preview (88.3%) and MiMo-V2.6-Pro (@Xiaomi, 86.3%) round out the top three. Claude Opus 5.5 is next at 84.7%, then GPT-6.1 Sol, DeepSeek V4.1 Flash, and Gemini 3.8 Flash tie at 84.0%.
If your agents read contracts, filings, or long threads, the best model for that job may not be your default. Merge Gateway lets you route those requests to it without changing your integration.
Scores via artificialanalysis.ai, week of Oct 19.
Dots from @OpenAI can now use your company's approved tools through Merge for Workforce.
Same identity, access, and audit controls IT already set for every other agent, and they hold even after an employee closes the app.
merge.dev/blog/bring-dots-to…
We're heading to Cambridge.
Next week, October 28, we're teaming up with @FoundHerHouse and Harvard Undergraduate Women in Entrepreneurship for a fall happy hour at Russell House Tavern.
Stop by for drinks, food, and a community of current and future founders!
RSVP: luma.com/merge-ytdz
The top six open-weights models all come from Chinese labs, led by MiMo-V2.6-Pro (@Xiaomi) at 46.3.
DeepSeek's new V4.1 Flash 1017 is right behind at 45.1, then Z AI's GLM-5.3 (44.8), StepFun's Step 5 Preview (43.7), and Kimi K3 (43.6). Meta's Muse Spark Open (@Meta) lands further back at 38.9.
Open weights mean you can run them on your own infrastructure. Merge Gateway routes to self-hosted models alongside hosted ones, behind one endpoint.
Scores via artificialanalysis.ai, week of Oct 19.
MiniMax M3.1 Flash from @MiniMax_AI is now available on Merge Gateway.
MiniMax reports 74% on DeepSWE and 62% on Automation-Bench, at a third of the cost of M3 and 3x the speed. It runs $0.15 / $0.60 per 1M input/output tokens.
Check it out: gateway.merge.dev
DeepSeek-V4.1-Flash-1017 from @deepseek_ai is now available on Merge Gateway.
It's the latest update to V4.1 Flash, with stronger benchmark scores, faster task completion, and shorter outputs.
Check it out: gateway.merge.dev
Muse Spark Open from @Meta is now available on Merge Gateway.
Meta calls it the most capable US open-weight model to date. It's built for coding and long-running agent work, with a 1M-token context window and 42B active parameters out of 816B.
Check it out: gateway.merge.dev
Merge retweeted
We used to watch migrations die waiting on customer reauth. Auto-link skips it: hand us a credential you already have, and the account's onboarded instantly, no reconnect needed.
Read more: merge.dev/unified-api
New in Merge Unified: Auto-link. Create a linked account directly from credentials you already hold, no reauthorization needed.
Learn more: merge.dev/blog/unified-boots…
Eight new connectors are out today in Merge Agent Handler!
- Amazon Seller Central (@amazon)
- Plaid (@Plaid)
- Zoho Books (@Zoho)
- Zoho Cliq (@Zoho)
- Ticketmaster (@Ticketmaster)
- RingCentral (@RingCentral)
- Iterable (@Iterable)
- Namespace (@namespacelabs)
Merge retweeted
The Clef models are now available on @merge_api 🧡
Clef, the new decision model family from Cloudflare (@Cloudflare), is now available on Merge Gateway.
Clef-flash answers in a median 39ms, and in Cloudflare's tests Clef came out ahead of Jev on 3 of 4 workflow evals.
Use it to route a ticket, flag a risky upload or pick an agent's next step, all faster than you can blink.
Try it out: gateway.merge.dev
Ask an agent "which customers were upset last week?" and a few MCP servers won't get you there. Live API lookups can't search across that much data.
At the AI Engineer World's Fair, Gil Feig (@GilFeig) walked through how to build a context graph that syncs data for semantic search and keeps live calls for simple lookups.
youtube.com/watch?v=cSz7aL2n…