todatasudata's profile picture. Just for pun

Todata Sudata

@todatasudata

Just for pun

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what even is “running a model”? - model = weights (giant files, 2–140GB) + model architecture (transformer) + tokenizer + config - weights: the model’s “knowledge”, billions of learned numbers (parameters) - inference = “guess the next token, over and over” - you give it a…


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Cross-Site Scripting (XSS) Attacks

alexxubyte's tweet image. Cross-Site Scripting (XSS) Attacks

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AI engine that automates complex workflows by visually understanding documents

tom_doerr's tweet image. AI engine that automates complex workflows by visually understanding documents

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From the Hierarchical Reasoning Model (HRM) to a new Tiny Recursive Model (TRM). A few months ago, the HRM made big waves in the AI research community as it showed really good performance on the ARC challenge despite its small 27M size. (That's about 22x smaller than the…

rasbt's tweet image. From the Hierarchical Reasoning Model (HRM) to a new Tiny Recursive Model (TRM).

A few months ago, the HRM made big waves in the AI research community as it showed really good performance on the ARC challenge despite its small 27M size. (That's about 22x smaller than the…

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How Row-Oriented vs Column-Oriented Databases Differ

theskilledcoder's tweet image. How Row-Oriented vs Column-Oriented Databases Differ

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If you love to get better at algorithms and data structures, read these 16 articles: ↓

Franc0Fernand0's tweet image. If you love to get better at algorithms and data structures, read these 16 articles: ↓

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I JUST wrapped up a GEPA run that shows similar results. So excited. Baseline: 80% GEPA: 98% The GEPA reflection LM I used was gpt-4.1 and run in the light setting, so clearly with better reflection and a heavier optimization run, close to 100% is totally doable. The more I…

Added GEPA support (from @LakshyAAAgrawal and @DSPyOSS) to LangStruct with some strong examples of how effective it can be. We go from failing extraction using Gemini Flash 2.5 Lite to 100% success using light optimization.



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Measure code complexity with ease

GithubProjects's tweet image. Measure code complexity with ease

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n8n is german??? xcuse me

A German AI startup called N8n is now valued at $2.5 billion after a $180 million funding round bloomberg.com/news/articles/…



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I just read Anthropic's guide on effective context engineering for AI agents. It rewires how you think about context, with beautiful simple explanations. 📩 Bookmark this. Here's what you need to know: - Context Rot is real. As the number of tokens in the context window…

Hesamation's tweet image. I just read Anthropic's guide on effective context engineering for AI agents. 

It rewires how you think about context, with beautiful simple explanations.

📩 Bookmark this.

Here's what you need to know:

- Context Rot is real. As the number of tokens in the context window…

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RIP fine-tuning ☠️ This new Stanford paper just killed it. It’s called 'Agentic Context Engineering (ACE)' and it proves you can make models smarter without touching a single weight. Instead of retraining, ACE evolves the context itself. The model writes, reflects, and edits…

rryssf_'s tweet image. RIP fine-tuning ☠️

This new Stanford paper just killed it.

It’s called 'Agentic Context Engineering (ACE)' and it proves you can make models smarter without touching a single weight.

Instead of retraining, ACE evolves the context itself.

The model writes, reflects, and edits…

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Why apps should use DSPy 👇 Let the Model Write the Prompt dbreunig.com/2025/06/10/let…

bibryam's tweet image. Why apps should use DSPy 👇 

Let the Model Write the Prompt
dbreunig.com/2025/06/10/let…

I'm not like them, but I can pretend


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