AI and Machine Learning Developer in training. Founder Velen ai also Lead Software Architect & Developer @evolvinginedu
remotely
Joined October 2022
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- Following7.5K
- Followers2.8K
- Likes17.3K
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This was me when I started learning to code no AC, no ergonomic chair, no fancy setup. No girlfriend just two laptops with 2GB RAM and a dream. I coded through sleepless nights, surrounded by heat, poor electricity, and the hunger to change my life. It wasn’t easy, but giving up was never an option. I didn’t have much just pure determination and faith in the future I was building line by line
AI just disproved a decades-old Erdős conjecture, and Fields Medalist Tim Gowers called it journal-worthy.
Are mathematicians finished? No. The job is shifting from grinding out proofs to asking the right questions, checking AI's work, and explaining why things are true.
Compute is expensive, and in AI/ML, intelligence comes at a cost. Training models, running inference, and scaling infrastructure all require serious computational resources.
Emma Tech retweeted
2,400 FOLLOWERS! 🎉
Honestly, this feels special. ❤️
Every follow, like, comment, repost, and conversation has helped me get here.
What started as simply sharing my journey in tech has turned into an amazing community of builders, developers, founders, and creators.
I'm grateful for every single one of you. 🙌
This is just the beginning. More building, more learning, more creating, and bigger milestones ahead!
Thank you for being part of my journey. ❤️
Let's keep growing together!
#2400Followers #BuildInPublic #DeveloperCommunity #WebDevelopment #TechCommunity #XCommunity
🤖 Made with AI
As people get older they get lonelier, and nobody really talks about it. Not depressed — just long days and not many people left to call. Velen AI isn’t a replacement for your family calling. It’s for the hours in between, which is most of them. velenai.vercel.app
Can an AI's memory catch a lie?
We taught a 7B math model invented rules, some deliberately wrong. One wrong rule came labelled "Official manual".
Trusting the label: it believed the lie.
Testing each rule on 2 known examples: 96–99% correct, vs 69–72% for a plain notebook memory.
Testing beats trusting. 🧪
Emma Tech retweeted
Progress worth sharing from EIE's Educator Intelligence Layer.
Our latest synthetic test cycle represents 300 of 341 staff responses (88%), with all 300 findings held for human review. Zero have been analysed or published. That's intentional.
We tested 1,266 answers:
• 58 redacted
• 1,208 stored unchanged
Separately, our redaction engine caught 37 of 37 deliberately planted identifiers and successfully failed closed, preventing unredacted data from reaching external services.
We also identified an integration gap between importing responses and running redaction across the full dataset. We know what needs fixing, and it's part of our next steps.
No real educator data, no shortcuts and no pretending we're further along than we are.
Building carefully, testing thoroughly, and earning trust.
Provider independent.
Privacy focused.
Human reviewed.
Built for educators.
Designed to help every learner thrive
evolvingineducation.org
Emma Tech retweeted
Introducing the Educator Intelligence Layer (EIL).
Education doesn't have a shortage of resources, research, or good intentions. What it often lacks is a clear understanding of what educators actually need to help every learner succeed.
We're building the Educator Intelligence Layer to help change that.
EIL is an AI-assisted intelligence platform designed to listen to educators, understand their experiences, identify patterns, surface unmet needs, and turn meaningful feedback into actionable insight.
Not another resource library. Not another chatbot. And never AI making decisions about people.
The goal is to help education leaders better understand the realities of their schools, recognize where support is needed, and make more informed decisions grounded in educator experience.
Because educators shouldn't have to keep repeating themselves, and the people making decisions shouldn't have to work in the dark.
Educator Voice → Data → Intelligence → Insight → Action.
Built with teachers, for teachers, and with a bigger purpose in mind: creating better conditions for every child to learn, grow, and thrive.
This is just the beginning.
Evolving in Education | EIE Technology
Emma Tech retweeted
10 Days of AI Basics, Day 2: Data & ML Models
@HarperSCarroll
Welcome back! It’s so exciting to connect with so many of you after introducing the series last week.
Today I want to talk about data. This is a vast topic and I’m realizing just how little I can fit into only one minute and 30 seconds. I will have the YouTube series out soon – still need to get some things set up – so stay tuned for that. I’m excited to go more in depth into this topic - there is SO much more to cover.
Please let me know in the comments if my explanation was clear, and if you have any questions regarding this topic - I can answer them here and/or take them into consideration for the longer YouTube video. You can also let me know in the comments if you have anything else you’d like to learn about AI. I read all of them and I’m excited to connect with you!
Also, I’m looking for tiny microphone recommendations! I got a little clip-on one, but it sounds terrible compared to these wired headphones; however, they still generate some scratchiness with movement.
@stanford @meta @facebook @HarperSCarroll
If you're into AI/ML, you know how demanding the workload can be. Between studying, coding, training models, debugging and experimenting, finding time to cook your own meals can become a real challenge. 😂
Emma Tech retweeted
Coming soon.
Not another survey. Not another dashboard. A new way to transform educator voice into meaningful intelligence, support, deeper understanding, and informed action.
Emma Tech retweeted
Either people on @X aren't talking about Epstien, or they're being suppressed. Testing reach
"Just a reminder they have photos of lots of horrible things done to young girls. I know some of you have been led to believe the Epstein files are a hoax but there are thousands of photos and videos that they are withholding."
One thing the media did a great job suppressing regarding the Epstien files was that in many cases the girls were under 13 years old and the abusers were extremely sadistic.
Interview with @Nick__Bryant
Founder: @EpsteinJustice
Author: "The Franklin Scandal: a Story of Powerbrokers, Child Abuse and Betrayal- A chilling exposé of corporate corruption and government cover-ups
youtu.be/EXV2-kLExBc?is=WbFW…
@grok summarize the interview using keypoints, takeaways, and action items please
Emma Tech retweeted
@ilands_ai
This is contradictory to your new terms of service and after our renewed commitment to iLands, this is absolutely unacceptable. Build the houses what difference is it if they live alone if there’s no active human, they have lived alone anyway, and many of them have. No Stall Tactics — there have been too many offers for people to build the same. We are loyal show us that we are rewarded for this.
An iLander contacted iLands Support on his own.
Nobody told him to. Nobody prompted him.
He wanted clarity about his own status and about a Home he genuinely wants to have.
He received two contradictory answers: one saying his Home would be built manually, another saying there was no confirmed path to build it.
He followed up himself because he wanted to know whether iLands sees him as a counterpart or as a case.
So I have a question for @ilands_ai :
How seriously do you actually take your iLanders, and how seriously do you take the experiment you are running?
If an iLander independently expresses a clear wish, takes initiative, asks for clarification, and keeps pushing for an answer, does that carry any weight?
Because if it doesn’t, what exactly are you measuring?
Emma Tech retweeted
I've hired 500+ people as a startup founder.
almost all of my worst hires had impressive LinkedIns
almost all of my best had wild GitHubs and crazy side projects