ML/AL•Startup

Into the unknown
Joined May 2020
Tizu 🌊 retweeted
Four years ago today, we pitched Chowdeck at YC Demo Day. It’s crazy how quickly time flies and even crazier how much can change in four years. For one, my hair is longer 😂 😂😂 But more importantly, @chowdeck has grown far beyond what any of us could have imagined back then. In the video, I was so proud of delivering 800 orders in a day. Today, we do that every 15 minutes. And yet, it’s still Day One 🚀
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Just make sure ehn that whatever you are doing this year is tied to a specific outcome and it has the potential to be profitable. Don't just fill your time with meaningless activities.
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I’m not gonna lie. Once you decide to start studying for a certification, the FIRST thing you should do is search it up on reddit.
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The gap between 8/10 and 9/10 competence is enormous. People sense it in the first 30 seconds. You’re either “yeah, solid” or “holy molly, this person is rare”. Be the 9/10. No complacency allowed.
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Tizu 🌊 retweeted
seniority is the ability to solve a 5-hour problem in 5 minutes because you spent 5 days failing at it once before..
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If someone tweets your thoughts, don't hesitate to copy and paste. It's still an original 😌
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Taking a walk: The most effective debugging tool. 🚶‍♂️
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Happy New Year OOUITES! New year, same community, but with better structure and clearer plans. One thing is clear: this year, we are doing more than talking. Communities do not run themselves, so here is the team helping make things happen @Precyors @Olayinkagreat2 @seyiadel
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Tizu 🌊 retweeted
hi, i'd building oda. signup for the waitlist: odamarketplace.com and share with your friends... cheers
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Tizu 🌊 retweeted
It's so much more interesting focusing on things that are unfashionable, undervalued, overlooked. And there are so many of them! People are great at overlooking.
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Tizu 🌊 retweeted
Where do bad rainbows go? To prism. It's a light sentence, but it gives them time to reflect.
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Tizu 🌊 retweeted
So far the best career advice I’ve received has come from ppl on reddit. Seriously underrated 10/10 would recommend
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Tizu 🌊 retweeted
Steve jobs: No one will say no if you actually ask for help.
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Tizu 🌊 retweeted
ML Engineer Internship - Strong Candidate Sharing the profile of Vaibhavi Thakur (@Messing_up20023), a pre-final year ML engineer who had been building production grade ML systems with a strong focus on data reliability, label quality, and evaluation loops. She has: • Built end-to-end ML systems • Worked on RAG systems and reliability-focused ML infrastructure • Co-authored a research paper on Multimodal Fatigue Detection (NIT Rourkela) • Hands-on experience shipping real systems. Vaibhavi is actively looking for ML/AI Engineering internships and would be a great fit for teams working on real-world ML, RAG, or applied AI systems. Resume attached. Referrals, leads, or even conversations would really help.
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Happy new year
Wait,the new year animation only works for posts with “New year” in it
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Fairs 🙂
See your X Wrapped 2025! Exa-powered AI analyzes you, roasts you, and even predicts your future 🔥 Get yours here: exa.ai/xwrapped
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Tizu 🌊 retweeted
My two cents on this is: If you’re feeling left out and don’t know what direction to take: 1.You’re not alone. The majority of the noise is skewed toward engineers who either directly work on these agents or have an investment in them, so they can spend more of their time exploring them. 2.If you’re unsure where to start, my advice is to go back to the very foundations. Forget whatever you hear or see, ignore the noise, log off Twitter if you must. Go build something that exposes you to the fundamentals. Read, implement, fail, repeat. The foundations of software engineering have never been more important than they are now. That’s how you distinguish yourself. But Temi, I’d be left behind. No, not really. At least, I don’t think so. Here’s why: •We’re just getting started, and today’s “hot cake” will be replaced in 3–6 months. New ways of working with agents will emerge. This year alone we’ve had MCP, skills, A2A protocols, etc. It’s obvious the field is still shaping up, and nothing is quite concrete yet. •With solid foundations, you’d be better equipped to understand what is happening or what the agent is doing. You’d be in a better position to decide what requires you in the loop and what can be YOLO’d by the agent. You’d also be able to improve and grow at an accelerated rate. 3.Leverage the agent as your senior engineer while learning. That’s an unbiased engineer with billions of contexts on engineering. Ask it to review your work. Ask it to show you different approaches to doing things. 4.Most companies are still playing catch-up for good reasons. The tech isn’t there yet to fully give it autonomy. We’re still not close to self-evolving agents, and the justification of the cost vis-à-vis the results isn’t there yet. What does this mean? There’s still a place for engineers with strong fundamentals, and companies are still looking for them. People who can reason about systems, make trade-offs, debug when things inevitably break, and take ownership end-to-end. Agents can help you move faster, but they don’t replace judgment. Someone still needs to define the problem, put the right constraints in place, and be accountable for the outcome. Until the tech is good enough to reason about context, evolving requirements, and long-term system health on its own, there’s a real place for engineers who understand what they’re building and why. And honestly, that’s where the leverage is. So ignore the noise, build more, get your hands dirty.
I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.
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I'm cooked.
I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue. There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.
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Agency > Intelligence I had this intuitively wrong for decades, I think due to a pervasive cultural veneration of intelligence, various entertainment/media, obsession with IQ etc. Agency is significantly more powerful and significantly more scarce. Are you hiring for agency? Are we educating for agency? Are you acting as if you had 10X agency? Grok explanation is ~close: “Agency, as a personality trait, refers to an individual's capacity to take initiative, make decisions, and exert control over their actions and environment. It’s about being proactive rather than reactive—someone with high agency doesn’t just let life happen to them; they shape it. Think of it as a blend of self-efficacy, determination, and a sense of ownership over one’s path. People with strong agency tend to set goals and pursue them with confidence, even in the face of obstacles. They’re the type to say, “I’ll figure it out,” and then actually do it. On the flip side, someone low in agency might feel more like a passenger in their own life, waiting for external forces—like luck, other people, or circumstances—to dictate what happens next. It’s not quite the same as assertiveness or ambition, though it can overlap. Agency is quieter, more internal—it’s the belief that you *can* act, paired with the will to follow through. Psychologists often tie it to concepts like locus of control: high-agency folks lean toward an internal locus, feeling they steer their fate, while low-agency folks might lean external, seeing life as something that happens *to* them.”
Intelligence is on tap now so agency is even more important
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🥷: "Look at Caleb, does he have two heads ?" Yes, he does o..
my 2025 wrap. i turned 20 today. generational run type year. still feels unreal. here's a 2024 + 2025 recap: > landed @meta before i turned 18. worked on @instagram's auth infra. > named a @DEShawGroup Latitude Fellow. 1 of 47 nationwide > landed @apple at 19. did ML in Cellular Engineering (WTE) cupertino > published ML research under my professor at @HowardU > taught myself swift overnight to build an iOS app for @hack_harvard and won the track > @NASA RockSat-C program. built a robotic arm for suturing in space. we had to test it under some of the most insane vibration conditions (genuinely one of the hardest things i’ve ever done) > contributed to a couple opensource repos > research w @NIH AIM-AHEAD > 2nd place at @nvidia agents for impact. built a layer on top of @meta ray-ban glasses for real-time voice first aid + cpr coaching. @baxate_carter loved it > touched 12+ states. red-eyes between sf, labs, hackathons, conferences, people, everything!!! > shipped products @tryspawnlabs @deepubuntu, and others doing upwards ~$20k in quarterly revenue > secured $50k+ in scholarships from @amazon, @tmcf_hbcu, @UNCF, @Boeing, @Chevron among others for academic excellence. > finally met a bunch of online friends irl @tedddyoweh @clintonimaro, @TomiTokko3 > spent a lot of time this year building and learning around physical intelligence, perception & manipulation, robotics, humanoids, embodied ai, egocentric data, and vlms 2026 goals. saying it out loud: > @ycombinator Spring 2026 > publish this paper on embodied ai & egocentric data for robots (thanks @eddybuild) > gym consistency > win some. lose some. keep going > tweet more lol i shipped a lot this year.. probably a little too much cause i noticed i need to spend more time with friends and family. got the best advice from @tundespeaks - gtfolh. if you told me this in 2022 i wouldn’t believe you. ngmi isn’t an option. back to work @letstrace merry christmas, everyone🎄
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