Holy shit...Stanford just built a system that converts research papers into working AI agents.
It’s called Paper2Agent, and it literally:
• Recreates the method in the paper
• Applies it to your own dataset
• Answers questions like the author
This changes how we do science forever.
Let me explain ↓
New Stanford + SambaNova + UC Berkeley paper proposes quite a revolutionary idea. 🤯
Proves LLMs can be improved by purely changing the input context, instead of changing weights.
Introduces a new method called Agentic Context Engineering (ACE).
It helps language models improve by updating what they read and remember, instead of changing their core weights.
It has three parts: a Generator that works on tasks, a Reflector that learns from mistakes, and a Curator that updates the notebook with helpful lessons.
So ACE works like this. The model first tries to solve a task. While doing that, it writes down its reasoning steps, which show what helped and what caused mistakes.
That record is passed to another model, called the Reflector. The Reflector reads it and writes short lessons based on it, such as useful tricks, common errors, or patterns that worked better.
Then another component, the Curator, takes these lessons and turns them into small, clearly written notes called delta items. These are merged into the existing playbook using simple rules. The system does not rewrite the whole context, it only adds or edits these tiny pieces.
Because of this, it keeps all the useful older notes while gradually improving the context with every new task. Over time, the playbook becomes a stronger, richer guide that helps the model perform better on future tasks without retraining or changing weights.
This design avoids full rewrites that can trigger “context collapse”, where a long, useful context shrinks and accuracy drops. Instead, the context grows steadily and stays specific to the domain.
🧵 Read on 👇
Proud to be a small part of this year’s kickoff as parents of @MarkWamhoff - we are thrilled about the upcoming season - Go Tartans, good luck gentlemen!
RJ is one of the hardest workers you’ll ever coach. Proud of you RJ and grateful for your relationship with @MarkWamhoff - love watching you guys spin it!
This week's @AugustaHealthVA Athlete Spotlight is on @WAHSWarriors receiver RJ Corbey, who leads by example both on and off the field.
“He keeps some very good company around him that he brings along in attempts to make everyone around him better.” https://t.co/VsUsVSZhO8
@davidrliu@US_FDA It is incredibly uplifting and joyful to see this work. I worked on the urea cycle for close to 40 years and my work focused on the CPSI gene and its sequence and mutations. For all of those patients who have been waiting so long for something like this, I send my best wishes.
“Every game we play, no matter what seed, we come to play.”
The @CovenantEagles girls lacrosse team defeats North Cross to win its fourth straight Blue Ridge Athletic Conference championship. https://t.co/4hZQ8kXhxJ
I couldn't have asked for a better group of guys to play with this year. We completed the first undefeated season at Woodberry since 2000! Incredibly grateful to have earned the Offensive MVP award. #earnednotgiven#FIDO
Senior Season Highlights ⬇️:
https://t.co/H2r5YdUGYM
I couldn't have asked for a better group of guys to play with this year. We completed the first undefeated season at Woodberry since 2000! Incredibly grateful to have earned the Offensive MVP award. #earnednotgiven#FIDO
Senior Season Highlights ⬇️:
https://t.co/H2r5YdUGYM
It felt great to kickoff the season with a big win on the road at Flint Hill this past weekend! Just the start, onto the next.
@WoodberryFB@CoachMatteo_WFS@ConnorJessop@Coach_Brady
Highlights below ⬇️: https://t.co/qVaxFGr2wD