Deb Sahu
debashishsahu.com
Deb Sahu
@debashishsahu.com
🧲NMR/Biophysics PhD🧬Science🧪Nerd🫙Freshnox - Cofounder & CTO🧊S3 Tech Innovations - Founder & CEO🍛Foodie📡IoT enthu pattani👨🏽‍💻Coder👨🏽‍🔧Tinkerer/maker▶️Ex-YouTuber〽️Amateur Trader⚡️EV🚗Dog Dad🐶Smart Home🏠

🌏 https://social.debashishsahu.com

🗣️ Opinions are my own 🫢
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We’re live on @kickstarter.com FRESHNOX: World’s First Smart Container for Everyday Staples by Freshnox www.kickstarter.com/projects/336...
FRESHNOX: World’s First Smart Container for Everyday Staples
Designed for modern kitchens: A stylish food-safe smart container with airtight seal, level tracking, app alerts & 1+ year battery life
www.kickstarter.com
Released espidf-nats v1.1.0

Now with WebSocket transport support! Connect your ESP32 to NATS servers via ws:// and wss:// - perfect for networks where raw TCP isn't available.

components.espressif.com/components/d...

#ESP32 #IoT #NATS #embedded
November 25, 2025 at 7:09 PM
Just released espidf-nats - a production-ready NATS client for ESP32!

Started with daed's barebones arduino-nats port and pair-programmed with Claude to transform it into a full-featured library.

github.com/debsahu/espidf-nats
GitHub - debsahu/espidf-nats: A shallow port of arduino-nats to the ESP-IDF framework
A shallow port of arduino-nats to the ESP-IDF framework - debsahu/espidf-nats
github.com
November 25, 2025 at 5:28 AM
We’re live on @kickstarter.com FRESHNOX: World’s First Smart Container for Everyday Staples by Freshnox www.kickstarter.com/projects/336...
FRESHNOX: World’s First Smart Container for Everyday Staples
Designed for modern kitchens: A stylish food-safe smart container with airtight seal, level tracking, app alerts & 1+ year battery life
www.kickstarter.com
November 16, 2025 at 8:29 PM
Finally ditched the Google Coral and tried openvino on my frigate with yolov9. I’m very impressed at the ability to do #ai #objectdetection on cpu/gpu rather than specialized hardware at similar inference speeds.
Object Detectors | Frigate
Frigate supports multiple different detectors that work on different types of hardware:
docs.frigate.video
November 15, 2025 at 2:31 PM
Designed & 3D printing a NAS case for my zimaboard2+2x 26TB. This is going to be offsite backup for my NAS backup. Finally going to complete the 3-2-1 backup strategy!
November 1, 2025 at 5:41 PM
Genuine introspective awareness? #ai #claude
Emergent introspective awareness in large language models
Research from Anthropic on the ability of large language models to introspect
www.anthropic.com
October 30, 2025 at 11:29 PM
Just gave my "Leveraging Agentic AI Tools to 10x Startup Development Speed" talk at local meetup!

🔥 Shared how a biophysicist built full-stack IoT product in a few months using Agentic AI tools. Huge $ savings, 0 traditional coding background.

The future is here - domain experts can now BUILD. 🚀
October 9, 2025 at 2:28 AM
Just installed Michelin CrossClimate 2 tires and WOW. The difference is immediately noticeable. These aren’t just all-season tires - they’re true all-weather with 3-peak mountain snowflake certification.
Ford Mach-E #EV tire update! My factory Michelin Primacy tires just hit 47k miles - only 8k shy of their 55k rating. Honestly really impressed with how they held up. Time for an upgrade though!
October 2, 2025 at 12:24 AM
Ford Mach-E #EV tire update! My factory Michelin Primacy tires just hit 47k miles - only 8k shy of their 55k rating. Honestly really impressed with how they held up. Time for an upgrade though!
October 2, 2025 at 12:24 AM
SimpleFold by Apple, without the complexities of AlphaFold.
SimpleFold: Folding Proteins is Simpler than You Think
Protein folding models have achieved groundbreaking results since the introduction of AlphaFold2, typically built via a combination of…
machinelearning.apple.com
September 30, 2025 at 1:01 PM
Here’s the video: we talked about Agentic AI as a force multiplier for our startup.
August 30, 2025 at 4:22 AM
Not everything needs all the knowledge on the world inside a LLM. Sometimes a smaller model does great at following instructions and makes a conversation human-like very efficiently.
Introducing Gemma 3 270M: The compact model for hyper-efficient AI- Google Developers Blog
Explore Gemma 3 270M, a compact, energy-efficient AI model for task-specific fine-tuning, offering strong instruction-following and production-ready quantization.
developers.googleblog.com
August 15, 2025 at 1:27 AM
🚀 Built a surprisingly effective RAG chatbot using the simplest approach possible: tiny LLMs + JSON embeddings. No vector databases required.

Thread 🧵
August 14, 2025 at 3:34 AM
Ford’s $30,000 Electric Truck Will Change Everything insideevs.com/news/768601/...
Ford’s $30,000 Electric Truck Will Change Everything
Ford’s “Model T moment” may be late, but there are some promising details and plenty to look forward to.
insideevs.com
August 12, 2025 at 6:18 AM
Interesting that all this hype about ChatGPT 5 going to beat all SWE benchmarks, all they did was almost match Anthropic models! Anyways will try to give it actuals tasks through GitHub Copilot later tonight as all APIs are so slow now.
August 7, 2025 at 10:19 PM
Yay Mach-e updates rolling in over the last few weeks!
August 3, 2025 at 9:10 PM
Today Claude Code was stuck in endless loop not referring to context7 docs when asked to. I had to use additional help from Gemini using this tool: github.com/jamubc/gemin...
August 3, 2025 at 8:26 PM
I was fighting Google Assistant (GA) to communicate with my self hosted @home-assistant.io It was working until yesterday…. it turns out @cloudflare.social bot fighting mode was blocking legitimate GA POST requests! Again I could not have figured it out unless Claude told me what to look for.
August 3, 2025 at 1:08 PM
Not happy @anthropic.com more usage limits for max plan users!
July 28, 2025 at 11:47 PM
Sub agents change everything - each has their own color too. I don’t need to use Claudia anymore! docs.anthropic.com/en/docs/clau...
July 25, 2025 at 6:47 PM
For the past week, I have engaged in role-playing as a manager for Agentic AI coding tool - Claude Code. I must express my profound admiration for the capabilities of these agents in the realm of software development. Artificial Intelligence (AI) is poised to revolutionize our lives!
Occasionally, coursework provides valuable insights, while other times, practical experience is essential for learning.
July 18, 2025 at 11:27 PM
Occasionally, coursework provides valuable insights, while other times, practical experience is essential for learning.
July 18, 2025 at 11:26 PM
This is $20/TB and available for general public to buy! Helium filled hard drives!!!
Exos M | Seagate US
Seagate’s Exos M 3+ hard drive, boasting breakthrough 3TB per platter density, delivers extraordinary storage capacity and power efficiency. Engineered on proven technology, it’s crafted to power AI a...
www.seagate.com
July 16, 2025 at 1:34 AM