Running Qwen3.8-27B on the NVIDIA DGX Spark Supercomputer.
The setup uses Qwen3.8-27B Dense with 4-bit NVFP4, served through vLLM v0.27.1 and accelerated with DSpark Markov-head speculative decoding, achieving 381 tokens/sec generation throughput,
#NVIDIA#DGXSpark#Qwen#vLLM
I won the Replit × Uplift AI Voice AI Hackathon at LUMS!
Competing against talented builders from LUMS, GIKI, NUST, FAST, and leading tech companies made this win even more meaningful.
One of the most valuable conversations I had during the hackathon.
I met Hamza Ayub, Replit Ambassador in Pakistan, and asked how I could eventually make it to YC.
His advice: build relentlessly. You may need to build hundreds of products before one truly takes off.
Bayan Studio is seeing a surprising amount of activity.
The 100K Uplift AI credits allocated for testing are already nearly consumed within the first 24 hours.
People aren’t just checking it out, they’re actively testing the voice agents.
https://t.co/0D0duteaTw
People are actually using Bayan Studio.
In just the last 24 hours, the platform has recorded 4.8K+ successful requests, with activity consistently coming in throughout the day.
Bayan Studio is live: https://t.co/w907MRcfIi
🧩 DeepSeek Harness v0.1 is now available in Developer Preview!
🔹 We’re opening it up to developers building agent harnesses worldwide and open-sourcing the codebase in MIT license.
🔹 Powered by the Cordis meta-framework, DeepSeek Harness is an agent harness built around one core idea: Everything is a plugin. Models, tools, skills, sessions, sandboxes, filesystems, loops, orchestration, and UI are ALL implemented as plugins, and can be mixed, matched, replaced, and extended.
Try it now!
https://t.co/2YWSvJHhKA
Google Brain founder, Andrew Ng:
"Prompting will die in 6 months.
Loops and Graphs are what's replacing it."
In 2 hours, he shows exactly what the best engineers already build instead, and how to start building it yourself.
The missing piece most people skip: how to connect those loops into a graph that compounds every time it runs.
Watch it, then read the full guide on loops and graphs below.