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Yum⋆₊˚
@yuhasbeentaken
Growth engineer|I benchmark AI agents & build AI automation, prev @Stanford @tiktok_us @Weixin_WeChat|Founder @Offloop
922 Following    5.2K Followers
i'm a founder building my entire GTM system on top of my product codebase, and it's constantly falling apart. who should i talk to? a GTM system has to hold: -> open-ended research, like figuring out who's on Lovable's team -> a pile of skills for text and video that need to work together -> analytics results and the interfaces to query them -> CLI tools and .env files everywhere what i'm struggling with: -> reliably finding research i've already done when a new task needs it -> getting the right skills to work together with the right context -> keeping analytics results connected to the tools that produced them -> changing the setup without losing track of how everything fits together Codex feels like the start of a golden age for GTM. i'm still struggling to build infra that's easy to change and has reliable context retrieval. who's built something like this that they actually use every day? i'd love to see how you've structured it, especially how you organize knowledge and connect skills. a repo or architecture walkthrough would help a lot. who should i talk to?
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Introduce Offloop for sales team.
Your next customer might already be in your pipeline. Offloop’s agents review past conversations and spot new signals across the web, so you can follow up as soon as an opportunity opens up. Try it at
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How do you plan to spend the day/evening: 😁😁😁 Team GPT-6 Sol and Luna or Team Claude Opus 5.5
Introducing Claude Opus 5.5, the first model in our new Claude 5.5 family. It performs at the level of Claude Fable 5.1 for most tasks, and costs 40% less to run than Opus 5.
Today I hit 5,000 followers!! 🥳 5 days ago, I was at 4,500. I told myself: “Let’s try to hit 5K in the next month.” It took 3 days 😅 Still kind of crazy to me. Thank you to everyone who followed, replied, shared, or just kept showing up in my feed 🫶 Turns out growth can feel painfully slow… right until it doesn’t. On to the next milestone 💜
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Jev might be dangerous for founder confidence. At least the PMF debate finally has numbers 😅😅😅
Jev might break a lot of founders’ hearts. but at least someone finally translates VC language😅
Jev might break a lot of founders’ hearts. but at least someone finally translates VC language😅
ok now I find the best Jev use case
One Jev use case with HUGE value 100 people apply for one open role. Normally someone has to review every profile manually. Jev can classify all 100 almost instantly. In our benchmark, it finished in just 0.827 seconds. That was 4.26x faster than the next fastest option. It was also 2.6x cheaper in that test.
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ok now I find the best Jev use case
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okay, quietly admitting this: we’ve spent a ridiculous amount of time thinking about how agents actually become part of a team. sandboxes matter. but agents can’t live in a sandbox forever. they need channels where humans + other agents are already working together. they need clear task flows — when to keep going, when to interrupt, when to ask a human for approval. all of this together becomes context. and increasingly, i think context is what turns an agent from a tool you use into a teammate you work with. so… why not try offloop
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here’s the list of western companies moving ai workloads to chinese models: 1. lindy → deepseek v4 2. cursor → kimi k2.5 3. coinbase → glm-5.2 + kimi 2.7 4. shopify → qwen 5. airbnb → qwen 6. uber eats → qwen2 7. siemens → deepseek + qwen 8. chapsvision → qwen 9. microsoft → testing deepseek v4 it’s becoming a procurement story!!!
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