Analysis
Opinion, explainers and guides from people worth reading.
VideoTeaching Agents to Search with NVIDIA Data Designer — Dhruv Nathawani, NVIDIA
Dhruv Nathawani uses that funnel to explain how NVIDIA builds synthetic data that teaches a model to search, rather than answer from memory.
I Made Terrible Games With Google’s AI Playground
A long day’s haul in the video game slop mines.

What is Decision 3.0? vLLM Semantic Router’s New Open Decision Models
The vLLM Semantic Router team has released Decision 3.0, a family of multimodal decision models.
Reverse Engineering w/ Local?
Can a local model like Qwen 3.8 27B reverse engineer games and programs?
Is a second MSc worth it? [D]
I’m an AI research engineer based in Africa with about 3 YoEs in RL, LLMs, post-training, and systems efficiency (CUDA/vLLM).
Pollo AI turns creative ideas into campaigns with OpenAI
With GPT-5.6, GPT-6 Astra, and GPT‐Image‐2.5, Pollo AI helps creators turn bold ideas into detailed images and cinematic video ads.
VideoWhat Most People Get Wrong About Evolution | Akarsh Kumar
A lot of people in AI treat evolution as a dumb fallback, basically random search for when you can't take a gradient.
I expect rapid progress but not towards general superintelligence
I’ve often been surprised when I hear from top researchers in industry that they think AI will be better than them at their job in a few years, and I didn’t really know why I doubted it.
Krea 2 is a bit too... Help me please.
Can anyone recommend a Krea 2 checkpoint that does naughty stuff but isn't overly so?
VideoDeepSeek-V4.1 Flash: The Most Insane Optimization So Far
DeepSeek-V4.1-Flash is probably the craziest architecture revamp to date.
FloorGen
Draw the house, or just ask.
Best Books/Courses/Channels to Leapfrog on AI/ML Material
Assuming I have been on hibernation since 2018-19 time frame, which materials - books, MOOC courses and YT channels would be recommended for me to get started with understanding all the current progress on AI/ML.
VideoThe Billion Dollar AI Advantage Is Disappearing
🙏 We would like to thank our generous Patreon supporters who make Two Minute Papers possible:
VideoBuilding Self-Learning Loops for Your Agent — Fuad Ali, Arize AI
A shopping assistant confidently returns products outside a user's budget because its price filter is broken.
Reminder: try probabilistic MTP if you missed it. Decode +14% on prose
Optimal draft-n-max / draft-p-min seem to be in line with greedy sampling.
Google Research RRSI Guide: Mastering Self-Improving AI Agents
In this tutorial, we implement RRSI (Regularized Recursive Self-Improvement), a method that lets an LLM agent rewrite its own harness, prompts, tools, memory, control flow, and sub-agents around a frozen model, without the harness overfitting to the tasks it evolves on.
NeurIPS 2026 Paris complimentary registration already full. Did any Top Reviewers get a spot? [D]
Did any reviewers actually manage to secure a spot in Paris, or were all the available places already taken during the earlier registration rounds for SACs and ACs?
How Jump Trading is scaling quant research with ChatGPT
Jump Trading uses OpenAI to expand quantitative research.