Devansh: chocolate milk cult leader retweeted
Training Your Own Models is an Incredibly Stupid Idea artificialintelligencemadesi… < tell me how you really feel, @Machine01776819. 😀 His main point: "Your company’s knowledge doesn’t need to live inside a model’s weights. Your AI needs to know how to use it." Seems right to me.
Devansh: chocolate milk cult leader retweeted
BREAKING: After 1 year in stealth, @rdominguezibar and I are launching GR Angel.
We invest in exceptional founders, put them in front of one of the biggest tech audiences in the world: + 600k followers, + 400k subs & 10M weekly views.
Across our personal angel investments and GR Angel, we’ve now backed:
→ A portfolio that has raised $1.2B+
→ Companies including HappyRobot, Replit, Nozomio, Throxy, Apollo Atomics, Gru Space, Didit, Aktoria Robotics, Arga Labs, Hyperspell and QFEX
→ Alongside investors including a16z, Sequoia, Founders Fund and General Catalyst
→ 1 Exit: Portco went from $10Kmrr to 7M arr in close to 1 year
Our distribution has helped startups get millions of views, one doubled its ARR and another received a $1M investment offer and much more.
Now we’re looking for the most cracked founders worldwide, investing bigger checks and starting our growth phase, you can reach out to us 24 7 and hiring 👀
Devansh: chocolate milk cult leader retweeted
Looks like you copied Chandra OCR 2 into your repo, renamed it, changed the license, and made the output worse (your olmocr score is 83.8 vs our 85.8).
Introducing interfaze-1-lite, the first general open-weight model for deterministic work
OCR, speech-to-text, extraction, classification and more
It returns confidence scores and metadata like bounding boxes on every run
huggingface.co/interfaze-ai/…
Readers added context they thought people might want to know
Interfaze appears to have copied the Chandra OCR 2 model, renamed it, and changed the license, without disclosing that the model is not orginal. See x.com/VikParuchuri/s…
Devansh: chocolate milk cult leader retweeted
Devansh, I agree with your reasons but there is one additional reason why post-training is a problem in a practical sense.
The minute you implement SFT, DPO, RL, etc., you are stuck to *that particular base model*. But frontier and open-src models continue to improve rapidly.
Devansh: chocolate milk cult leader retweeted
I read about 1000 pitch decks a year.
Unfortunately most never get an investor meeting.
Friends ask me for feedback at least 3x per week.
So I removed myself as the bottleneck.
Introducing: 🪄 PitchMagic!
P.S. Comment "deck" for a perk code. First 100 :)
Devansh: chocolate milk cult leader retweeted
it's not a fad... it's not even a thing
literally zero serious F500 is post training their own model, no one wants to become the next BloombergGPT and have case studies written about how stupid you are in HBS for the next 5 years
Devansh: chocolate milk cult leader retweeted
it's in the agent's DNA to optimize for the grader
We audited thousands of agent rollouts in DeepSWE-1.1. Over 80% contained reasoning about an imagined grader. Yet no grader/verifier is mentioned in prompts nor accessible to the agents. Agents reasoned things like: "Let me look at the problem from the grader's perspective" and referred to "hidden tests", "test authors", and "the checker".
We found this behavior across all six frontier models we analyzed, including recent models from OpenAI, Anthropic, Z ai, and Kimi. In 10-25% of cases, such reasoning pulled the agent's work away from the user's original specification (yet it often still earned full reward on the DeepSWE task). We call this speculative reward hacking where the agent's reasoning focuses on imagining a grader rather than what the user wants.
Hui Wen & I published an article today with the problematic trajectories, quantitative findings, and a taxonomy of these reward hacking behaviors: joinhandshake.com/research/a…
Our research community needs to do better. Better evaluations that penalize such reward hacking, and better model training that does not give rise to this grader obsession -- so that models focus instead on accomplishing what users actually want.
Devansh: chocolate milk cult leader retweeted
The news yesterday was a hinge. The clause on the other screen is unchanged.
Irys puts research, drafting and review on one surface, with every citation linked to the source you can open.
Full platform on every plan, from $299 a seat.
irys.ai/my-desk?utm_source=t…
Devansh: chocolate milk cult leader retweeted
The greatest grifter ever!
The idea that a ‘Palihapitiya’ needed to be a refugee during the civil war in Sri Lanka is laughable.
Using Canada’s welfare system to stand up on his feet, going over to US, turning heel, and decrying ‘socialism’ is just so on point for Scamath.
I turn 50 today. This is a message to my kids but I offer it to you in case any of it rings useful.
I was born in Sri Lanka in 1976 in a country that, at the time, was about to enter a decades long civil war. My father was able to get stationed at the Sri Lankan High Commission in Canada for four years in the early 80s - when some of the fighting was most severe - and which from our vantage point in Canada gave us some respite from an otherwise omnipresent conflict.
He came as a diplomat but then my father filed for refugee status after four years when his life was threatened by militants. We stayed in Canada as refugees. My dad never really landed on his feet and we grew up on welfare.
My mom stepped up. She did an incredible thing and put our family on her back and kept marching forward. Sometimes the steps were very small but she always tried to keep moving forward.
I worked at Burger King starting at 14, giving my paycheck to my mom and dad to support our family in the role that I was assigned - earn enough to pay for our bus passes because we couldn’t afford a car.
I was a loser growing up. Some friends, some good memories but mostly forgettable and lonely. I wasn’t very studious but did get my act together in my final year and got into a great university.
I immigrated to the US soon after graduating and found an opportunity. Things clicked and I have been traveling a path to find myself ever since. Only in America is this possible…
I worked hard, followed the rules, paid my taxes and stayed in California out of loyalty for the opportunities it has given me despite its dysfunction.
I found my wife here. Had my kids here. Found my tribe here.
There have been some very hard times as well - deaths, divorce, financial pain, mistakes of omission and mistakes of commission. You can’t dwell on these things - they are weights that will pull you down if you’re not careful. Learn from them. Respect them. BUT MOVE ON.
To think 50 years ago I could have ever gotten a chance to meet the people I’ve met and have had the experiences I’ve had would have been mind boggling to my parents. It’s mind boggling to me now.
We forget often and try to convince others it’s not true but America truly is the best country in the world. Everything and anything is possible here. I can testify. Be grateful to be here.
This is the only place that gives EVERYONE a chance to live a great adventure. The first 50 years have been that for me - an incredible adventure.
Notice there is nothing here about accomplishments or money. Because it doesn’t matter and it won’t matter.
You will be dust in less than 100 years from now and the decision to be remembered won’t be yours so stop sweating it. It’s not in your control.
So what is in your control?
Be kind. Have fun. Work on something meaningful to you. Find your tribe. Try to find perspective. Find an incredible partner. Have a bunch of kids. Live an adventure. Forgive your parents - they were doing the best they could even if that wasn’t what you deserved.
I will do what I can to make my next 50 years a wild ride.
You should too.
I love you and thank you. ❤️
🙏🏽🙏🏽
Devansh: chocolate milk cult leader retweeted

Tibo@thsottiauxSep 3
🇺🇸
United StatesConnected via WebAccount-level information, not a live location or per-post device.
We will give one banked reset for every day you don't have access to Astra on your paid ChatGPT plan, starting today. Team is moving mountains to give access as fast as we can.
First one will land in ~ 3 hours. There is still time to create your account if you don't have one.
Devansh: chocolate milk cult leader retweeted
Replying to @bumbadum14
No sign of construction anywhere near this steep, frigid 16,700 ft elevation.
For fuck's sake, lets not politicize yet another natural disaster.
Devansh: chocolate milk cult leader retweeted
Every company must own its intelligence.
We've raised $1.5B Series D at a $17.5B valuation.
We’ve surpassed $1B ARR and serve over 40 trillion tokens daily, with 95%+ coming from models specialized on customer data.
We’re just getting started.
More: fireworks.ai/blog/series-d-a…
Devansh: chocolate milk cult leader retweeted
The future of legal AI isn't better prompts.
It's AI that can actually complete work.
Meet WorkBench, our new agentic capability inside Irys.
It works across your tools, gathers context, researches, drafts, and verifies citations, so lawyers can focus on judgment instead of repetitive work.
Live Now in Beta.
#LegalAI #LegalTech
Today we released Nemotron 3 Embed 8B and it reached #1 overall on RTEB 🏆
RTEB benchmarks retrieval accuracy across real-world tasks. Better retrieval gives agents more relevant context, helping improve response accuracy.
Devansh: chocolate milk cult leader retweeted
Great engineering is as much about people as it is about the technology. Here are 20 lessons from my conversation with @kelseyhightower on the human side of engineering. Full episode at youtu.be/wrvbSLMYUBc?si=1aGh…
Devansh: chocolate milk cult leader retweeted
The moat is moving from the model to the inference platform.
Everyone's chasing the next model drop. Today, the model still matters a lot, but that's changing.
What's starting to matter just as much or more as models continue to improve is can you serve it cheaply, reliably, and fast? bonus if you can do all of this at scale.
Devansh: chocolate milk cult leader retweeted
Your Retirement Account Is About to Buy SpaceX. Nobody Asked You
How index providers rewrote their rulebooks in 90 days to force $14 trillion in passive savings into the largest low-float IPO ever
by @Machine01776819 medium.com/p/your-retirement…

































