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tudorizer
@tudorizer.bsky.social
enverge.ai
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what\'s your biggest data quality challenge in ML projects?

1️⃣ 🔄 inconsistent formats
2️⃣ ❓ missing values
3️⃣ 🏷️ poor labeling
4️⃣ 🔒 privacy compliance

📊 Show results
Powerful GPUs. No infrastructure setup. Run models through tools like Ollama for inference during development (eg. synthetic data generation).

Notebooks are .py files. Git-native. Import functions between them. Share experiments as live apps with one click.

Would you be up for a quick 15-min demo?
July 21, 2025 at 12:38 PM
No, sorry. I'm not releasing an Excalidraw #course soon.
July 17, 2025 at 1:05 PM
LLMs don't build better software, they build bad software faster.

As tools, LLMs discourage understanding in a way that no other tool does.
July 16, 2025 at 3:16 PM
The indicators are not the kids using chatGPT for dating advice.

Or in product managers vibe-coding prototypes.

They are in the hard upsell Google does with Gemini. Or in the random "AI" text on unrelated products.
July 16, 2025 at 3:12 PM
vibekanban.com

So, given the amount of code + features that will be generated by this calss of tools, the market broadens. If fans of Adam Smith economics are right (and they have, for the most part so far), specialised engineers should become more expensive in a few years.

A win is a win, right?
July 16, 2025 at 2:45 PM
"We're a startup focussed (sic) on AI and programming languages, based in ... backed by leading investors including Y-Combinator."

red flag 🚩

odds are they will be gone in 6 months
July 16, 2025 at 2:25 PM
The only benckmark AI tools should be track is solving gigs on upwork.com .
Upwork | Hire Top Freelance Talent with Confidence
Upwork is the world’s largest human and AI-powered freelance marketplace to hire top talent—trusted by businesses and professionals worldwide.
upwork.com
July 16, 2025 at 11:13 AM
Co-working spaces when most people are on calls gives me call center vibes.

Am alone on this?
July 16, 2025 at 10:41 AM
Substack seems to be a better platform for long form ideas, so I decided to republish my "Beyond the Hype: Your Complete Guide to ML Development" article here.

Too bad tables can't be embedded.

open.substack.com/pub/enverge/...
Beyond the Hype: Your Complete Guide to ML Development
A Practical Guide to Building AI Products That Last
open.substack.com
July 15, 2025 at 5:11 PM
Recently discovered Kdenlive. Such a beautiful and useful open-source tool, especially for founders who record a lot of video tutorials.

Would recommend. #founders
July 15, 2025 at 2:15 PM
"I can't wait for AI to replace all these naggy engineers" is how most posts and attitudes come across.

My popcorn is ready for the moment when vibe coders wrap their heads around concepts of higher abstraction layers, systems design trade-offs, and graph theory.

Everyone having a ... 👇
May 8, 2025 at 9:38 AM
Nothing makes a founder eat humble pie as the moment they realise poor tech decisions.

A rewrite is sobering.
May 7, 2025 at 3:39 PM
don't tell anyone, but Dash + Cursor is a whole new level of hack for building web apps.
April 25, 2025 at 3:44 PM
The Jupyter ecosystem has quite a broken multi-tenancy model.

BRB, fixing it
April 14, 2025 at 4:40 PM
Today Claude said the ultimate developer lie: "Let me make one final modification". It has been trained well.
April 10, 2025 at 12:06 PM
Mental health matters as much as the pressure you face.

This week, I stepped away from daily ops. I volunteered at QCon, helping with the small details that make conferences special. Connected with attendees, speakers, and sponsors.
April 10, 2025 at 10:33 AM
Reposted by tudorizer
Some basic logic for why OpenAI will probably release an ~30B param reasoning model with MIT/apache.
* OpenAI will only release something clearly SOTA in size category
* Will release a reasoning model, else hard to tell story around popular evals
* Want people to use it, cant be too big
...
April 1, 2025 at 2:19 PM
2 hours. 17 cloud resources. One region to another.

All because we ran out of GPUs.

No dropdown menu. No simple fix. Just config updates + trial and error.

This is why we're building Enverge.ai. Zero cloud config. Zero headaches.

Just training.

#CloudComputing #AI
Enverge - Join Our AI Cloud
AI training as you know it, for the planet you love. Eco-friendly data centers, harnessing excess green energy for powerful, cost-effective computing. The future is clean and efficient.
Enverge.ai
April 3, 2025 at 12:47 PM
lorem ipsum was a vibe
March 12, 2025 at 3:02 PM
On the rare occasion I needed gen AI to output images with bad text, it actually fails to do so. The text isn't unreadable gibberish.
March 12, 2025 at 2:51 PM
You have a brilliant idea for fine-tuning an LLM model.

What tool do you reach for first?

1. Google Colab
2. A self-hosted Jupyter instance
3. an IDE

Would love to hear your preference, because I've been oscillating between a few options recently.
March 12, 2025 at 12:01 PM
Fine tuning my "fake account detection" skills by browsing LinkedIn. Wild.
January 23, 2025 at 1:06 PM
what\'s your biggest data quality challenge in ML projects?

1️⃣ 🔄 inconsistent formats
2️⃣ ❓ missing values
3️⃣ 🏷️ poor labeling
4️⃣ 🔒 privacy compliance

📊 Show results
January 21, 2025 at 6:32 PM
Can anyone point me to some companies, startups which use 2-5 H200 GPUs for model training or fine-tuning?

🙏 much appreciated
January 15, 2025 at 10:04 AM