Jay Patel

Founder/CTO @cambiomoney, Software engineer

[Engineering at Meta @Meta_Engineers]

Today we're announcing LevelUp: a free, four-week training program that takes people with no prior experience and prepares them to work as fiber technicians on data center construction sites across the US.

We built this program with CBRE because the fiber technician field, and the broader construction industry, is facing a nationwide shortage at a time when data center demand is higher than ever.

How it works:
🔧 Classroom instruction, hands-on labs + team activities covering transferable technical skills

🎓 Graduates have the opportunity to work at Meta's US construction sites through our contractor network

🤝 Open to everyone from recent high school grads to mid-career professionals

Since 2010, Meta's data center projects have supported 30,000+ skilled trade jobs during construction + 5,000+ permanent operational roles. LevelUp is about building the pipeline to keep that going.

Learn more: https://t.co/9XluD5IHbz

[Jay Patel @jay1jp]

@PATHTrain Is this effecting wtc ?

[vLLM @vllm_project]

🚀 Amazing community project!

vLLM CLI — a command-line tool for serving LLMs with vLLM:
✅ Interactive menu-driven UI & scripting-friendly CLI
✅ Local + HuggingFace Hub model management
✅ Config profiles for perf/memory tuning
✅ Real-time server & GPU monitoring
✅ Error logs & recovery

📦 Install in one line:

pip install vllm-cli

GitHub: https://t.co/FnfE0dtZ03

👉 Would you like to see these features in vLLM itself? Try it out & share feedback!

[Jay Patel @jay1jp]

@elevenlabs will it stream?

[Olivia Moore @omooretweets]

2️⃣ Net-new outbound calls

These are calls that are not ROI positive to have a human do - they may be check/verif calls, or relationship-building calls where near-term results aren't measurable.

But with an AI agent doing thousands at once, it make sense!

From @aviaryai:

[Yam Peleg @Yampeleg]

BREAKING!

AI21 just dropped an open source Mamba!

- MoE with 52B parameters.
- Active parameters: 12B.
- 256K Context length.
- Competitive performance to Mixtral!
- Open weights: Apache 2.0.

[I am visiting them in an hour so i'll get u some info!]

https://t.co/Vq5W4Ctxcy

[Forbes @Forbes]

Justin Dwyer and his cofounders are serving a community of over 68 million consumers who have a credit score below 650, primarily because of debts sent to collections. His startup Cambio is helping level the playing field.

#ForbesUnder30Local: Chicago
https://t.co/qRQYJSIuvO

[Jay Patel @jay1jp]

@jindal_saharsh @thedanigrant @credistick @libovness That’s exactly how I read it, when you start seeing good enough acquisition numbers you improve the product because it becomes worth doing so

[LLM Security @llm_sec]

* People ask LLMs to write code
* LLMs recommend imports that don't actually exist
* Attackers work out what these imports' names are, and create & upload them with malicious payloads
* People using LLM-written code then auto-add malware themselves

https://t.co/Va9w18RpWu

[AviaryAI @helloaviaryai]

Worried a credit card will get you in trouble, build credit without a tr... https://t.co/axAdqNPdYm via @YouTube

[Jay Patel @jay1jp]

@LBJpeg @Carnage4Life https://t.co/10fKSvJHHr.

[Boyan Slat @BoyanSlat]

As you are reading this, the Great Pacific Garbage Patch is being cleaned at a rate of one football field worth of ocean every 10 seconds.

[Blesson Abraham @Babraham_FI]

We just launched Cambio on @ycombinator's Launch YC!

Cambio- 🛠️Repairing bad credit scores. Check us out: https://t.co/fGMFlGZ43K via @ycombinator

[Simon Sinek @simonsinek]

The only true competitor in an infinite game is yourself.