DAVIS (❖,❖) (@DavisLambo) header
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Onchain Analyst || Researcher || Trader || Content Creator

Joined July 2023
Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)Photo by DAVIS (❖,❖) (@DavisLambo)
after reviewing 97 wave 3 submissions, these are my personal favorite demos. this is not a ranking, just the projects that impressed me the most because of their technical quality, execution, and attention to detail. every team that shipped deserves respect, building is never easy. 1. BasisDesk – basisdesk.vercel.app A delta neutral basis trading platform that earns funding rates while reducing price risk. - what impressed me: every financial calculation uses fixed point arithmetic instead of floating point, making it one of the most accurate implementations I reviewed. - best for: traders looking for funding-rate opportunities with lower market risk. 2. SoNarr – so-narr.vercel.app turns crypto narratives into real onchain trades using SoSoValue data and SoDEX. - what impressed me: It showed three confirmed mainnet orders with careful checks before execution. - best for: analysts and index creators who want to automate narrative-based investing. 3. Helix – helix-alpha-kappa.vercel.app A news-to-signal platform that analyzes headlines and generates trading signals. - what impressed me: It includes a correlation heatmap to prove which signals actually worked instead of just making claims. - best for: traders who want transparent and evidence-based signals. 4. Conviction Matrix – conviction-matrix.vercel.app scores crypto sectors using ETF flows, VC activity, and treasury data. - what impressed me: uses proper statistical methods like Wilson confidence intervals and verifies predictions over time. - best for: anyone who values measurable and data-driven signals. 5. Sonar – sonar.my.id An AI hedge fund assistant that turns ETF flow data into trading ideas. - what impressed me: the builder openly fixed 34 issues found during an audit instead of hiding them. - best for: small funds and solo traders who value transparency. 6. SoSoMind – sosomind.vercel.app A complete AI trading terminal with research, execution, and portfolio tools. - what impressed me: It never shows fake data. If information isn't available, it simply says "unavailable." - best for: active onchain traders who want everything in one place. 7. MARA – mara-neon.vercel.app An ai macro trading agent that records its reasoning onchain. - what impressed me: strong historical validation with a very rigorous performance evaluation. - best for: traders who want transparent and verifiable AI decisions. 8. SoSo Analyst – soso-analyst.vercel.app A protocol that lets analysts build an onchain reputation through verified predictions. - what impressed me: It showed one of the strongest end-to-end execution examples I reviewed. - best for: researchers and users who want to follow analysts with proven records. 9. Mosaic – mosaic-ivory.vercel.app builds crypto index portfolios from simple natural-language investment ideas. - what impressed me: the team found a major execution bug, fixed it, and added tests to prevent it from happening again. - best for: Investors who want easy thematic investing. 10. Prism – indexforge-kappa.vercel.app A quantitative index builder using a deterministic five-factor model. -what impressed me: AI is only used to understand the investment idea. Portfolio construction stays fully deterministic and reproducible. - best for: Index creators and quantitative researchers. These were my personal favorites after reviewing 97 submissions on @SoSoValueCrypto there were many great projects that didn't make this list, and every builder deserves credit for shipping something. I'm excited to see which of these projects continue to grow after the buildathon. which demos impressed you the most? 👇
A few products have really stood out to me so far, not because I'm ranking them, but because each one did something that made me stop and think. Edgework has been one of the most consistent products across all three waves. Instead of relying on flashy AI claims, it focuses on real data, bootstrap statistics, smart-money positioning, and confidence backed by evidence. trade check feels like a tool that actually helps you make better decisions. HATCH was probably my biggest surprise, coming into the competition in wave 3 and shipping something this complete isn't easy. the parent-child investing model, clear ownership structure, and smooth user flow made it feel like a product built for real families, not just for a demo. HEIRLOCK made me pause more than once while reviewing it. the amount of work behind it is hard to ignore, persistent investment memory, AI agents debating before making decisions, learning from every trade, production skills, MCP tools, and onchain continuity contracts. It feels more like something a startup has been building for months than a typical hackathon project. Prism stood out for a different reason. I really liked the thinking behind its design. Instead of letting AI decide portfolio weights, it lets a quantitative model do the calculations while AI focuses on understanding and explaining the investment idea. It's a simple choice, but a very smart one. I have also enjoyed reviewing products like Bellwether, SoVibe, BasisDesk, POD, Conviction Matrix, ETFPulse, SOSO DNA, SoDEX Tracker, SoSoFlows, and SoSoMon. They all took different approaches, but the common theme was that they tried to build something people could actually use and verify, instead of just talking about what they planned to build. I'm still working through the remaining wave 3 submissions, so I'm sure there are more products that will surprise me before I'm done. thanks for the opportunity 🙏 @SoSoValueCrypto @BTCtensai
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Long-form videos deserve more ways to reach new audiences. With native clipping now on X, creators have another way to get their content discovered through short clips. Imagine what @clipur could bring to this ecosystem if an integration ever happens.
🤝 Paid partnership
Clipur has been preparing for this for a very long time Clipping is now officially on X
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Want to turn video moments into opportunities? Start clipping on Clipur: clipur.com/
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The introduction of native clipping on X opens up an interesting conversation about creator monetization. What if sharing valuable moments from longer videos also created opportunities for paid clipping campaigns? That's an interesting possibility to explore with @clipur.
🤝 Paid partnership
Clipur has been preparing for this for a very long time Clipping is now officially on X
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Want to turn video moments into opportunities? start clipping on Clipur: clipur.com/
🤝 Paid partnership
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X is making video distribution more interesting with native clipping for videos longer than 2 minutes. Imagine creators turning long-form content into multiple opportunities for reach and monetization. This is an interesting space for @clipur to explore. A possible integration with X would be worth watching.
🤝 Paid partnership
Clipur has been preparing for this for a very long time Clipping is now officially on X
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Want to turn video moments into opportunities? start clipping on Clipur: clipur.com/
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X is expanding its video experience with native clipping for content longer than 2 minutes. I'm interested in what this means for people who enjoy finding the best moments in long videos and turning them into short clips. A possible integration with Clipur could introduce incentivized clipping campaigns directly into this growing space. More opportunities for creators and clippers would be interesting to see. @clipur
🤝 Paid partnership
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Want to earn by clipping content? Check out Clipur: clipur.com/
🤝 Paid partnership
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One interesting part of X's new announcement is native clipping for videos over 2 minutes. Long-form videos often contain several moments worth sharing. Making those moments easier to distribute creates new opportunities for creators. What if Clipur brought its paid clipping campaign model into this ecosystem? That would be an interesting development for creators and brands. @clipur
🤝 Paid partnership
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Want to earn by clipping content? Check out Clipur: clipur.com/
🤝 Paid partnership
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X is introducing native clipping for videos longer than 2minutes. This opens up interesting possibilities for creators who want their content to reach more people. Imagine if Clipur's paid clipping campaigns worked alongside this feature. Creators and brands might have another way to reward people for spreading valuable video content. A potential Clipur × X integration would be worth watching. @clipur
🤝 Paid partnership
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Want to earn by clipping content? Check out clipur: clipur.com/
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Red candles, green candles, endless timeline debates. Choo has one priority: his next walk. Follow @ChooTheRescue for more. $CHOO
The most measured dog in the world is live - $CHOO CA: EJAxERvKU4kEVXn3NarjvRtgaMaJyP9ZuMeKA7JJpump Community: t.me/chootherescue Website: chootherescue.com/
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He sets his own pace, enjoys his day and keeps moving. A little reminder to enjoy the journey. Follow Choo's story at @ChooTheRescue. $CHOO
Who would've thought you could literally biohack your and your dog's health with a meme? solana:EJAxERvKU4kEVXn3NarjvRtgaMaJyP9ZuMeKA7JJpump utility is about to go even crazier ↓
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Crypto Twitter has questions. Choo has a walk to finish. Sometimes, staying unbothered is the real flex. Follow @ChooTheRescue for more Choo moments. $CHOO
Added 200 in the last 2hrs. 10k by Monday 🐾
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the timeline is panicking. Choo is still taking his daily walk. maybe we all need to take a page from his book. follow @ChooTheRescue and join the $CHOO community.
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some launches get attention because of the product. others get attention because the idea is so unexpected. lily phillips' ai twin is definitely an interesting one. @ohchatai
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the interesting detail about lily's ai twin is that it reflects her face, voice and personality. she helped create it too. @ohchatai
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creators building ai versions of themselves is an interesting direction. lily phillips is already exploring it. @ohchatai
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lily phillips has been making headlines again. this time it's about her ai twin and a new experience on ohchat. @ohchatai
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chatting with an ai version of a creator is one thing. having one built around their face, voice and personality is another. @ohchatai
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the first thing i noticed was how much thought went into the ai twin concept. lily helped build her own digital version. @ohchatai
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the internet was not ready for lily phillips' latest move. her ai twin is now live on ohchat. @ohchatai
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an ai twin with the creator's face, voice and personality? lily phillips really brought this concept to life. @ohchatai
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i thought i'd seen everything on the internet until i came across lily's new ai twin. this is an interesting development. @ohchatai
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