AI & Software Engineering | Building Stuff

Jaipur
Joined May 2018
Meet Incident CoPilot, my Capstone project for the @Google X @kaggle Agents Intensive program. 📽️ youtu.be/kdjbNNaLhmg Started as an assignment, but it’s already showing potential way beyond the course. It takes a Grafana alert or a Prometheus spike and handles the messy first 15 minutes of an prod incident for you. It pulls the logs, grabs the metrics, runs the RCA steps, suggests likely causes, checks possible fixes, and even drafts a real solution or PR when it makes sense. You get a clean on-call brief you can act on right away. No setup. No manual digging. It just gets the heavy lifting out of the way.
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Google Anti Gravity Ultra Free: How to Apply (6 Months) Here is every field on the form, step by step, and the one field that decides if your application is even considered. youtu.be/gbU5MQwr7nM?si=8V9T…
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So what's the Tk/s of Vision?
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An OpenAI engineer just got arrested by the FBI. The alleged spy gadget: a thumb-sized mic wrapped in toilet paper, plugged into a TV in an OpenAI exec conference room. Full story in 2 min youtu.be/FsGPUuBTsCQ
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Claude Code cost optimization: let Sonnet handle the work and call Opus for the big decisions. Anthropic claims 11.9% lower costs on long coding tasks with higher scores. I set it up and tested the same bug fix 7 times. Here’s what happened. youtu.be/bfQDgsLQ9f4 @ClaudeDevs
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You don't need any other AI assistant. You just need Claude Code.
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Made Decision 3.0 with Core ML, Play Mario Game and the results are... youtu.be/BChQVR26U-U?si=AAGa…
Introducing Decision 3.0: towards open multimodal foundation decision models ⚡ Open and state-of-the-art from 0.6B to 27B: #1 on both Jev Decision Index boards in our evaluation, on a new Pareto frontier. HF collection 🤗: huggingface.co/collections/v… #OpenSource #Jev #LLM
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Forgot my noise cancellation earphones at home, @claudeai helped me make an AI slop looking version of noise blocker that generates reverse sound wave of incoming one. It doesn't work that well but was able to reduce 30-40% of the train's sound ...
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Anthropic paused its free Claude startup credits. But these are still open in 2026: ☁️ Cloudflare: $10K, no funding needed 🟧 AWS Activate: up to $5K, bootstrapped OK 🔵 Google for Startups: $2K for Gemini Full breakdown + the catch for each 👇 youtu.be/4dgMrcfkCYM
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Anthropic paused the free Claude Team + $1,000 API credits in its startup program. 3 days after launch. But there's still a free route: 6 months of Claude Max 20x via Claude for Open Source. youtu.be/8YzeRa9Oe3g
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Claude had enough 😂
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IRL Batman
Ben Affleck reveals he writes Python, understands convolutional neural networks, worked extensively with GPUs, and used his celebrity status to get private looks at Google and OpenAI’s video models “I’ve always been kind of into computers since I was young. Then, when film started to move from analog film to digital, I became more interested in that aspect of it. The visual-effects workflow for many years has included machine learning, so I can write pretty shitty Python scripts and stuff like that. “With convolutional neural networks, which were the precursors to what the transformer can do, which is much more computation simultaneously, you would do things like look at what’s called a tensor. That’s the numerical translation of a visual image in numbers, like the batch number, the frame number and the red, green and blue values of each pixel in each frame. It’s just that simple. That numeric is called a tensor. “You’d use a convolutional neural network to identify patterns that reveal what’s called edge detection or feature extraction, which is identifying patterns well enough to know, this is where the window ledge is, so we can more easily take the green-screen image out and replace it with something. “That was familiar to me early on because, prior to Artists Equity, I had a small visual-effects company. I’ve worked with GPUs a lot too. The visual-effects guys said, ‘Hey, you should see. There are a couple: Google and this other company, OpenAI, are doing really interesting stuff with transformers in video.’ “I’ve learned that I can actually just call up and go, ‘Hey, it’s Ben Affleck. Can I come see what you’re doing?’ Sometimes people say yes, to my astonishment.”
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