llm

The Most Beginner-Friendly AI Agent Resources Iโve Seen This Year:
Hereโs the breakdown:
๐ Rule #1: Define the Agent Before You Build One
Most confuse agents with chatbots that call tools
Chip Huyenโs explains the distinction
Agents are autonomous systems that reason and act toward goals
๐ https://huyenchip.com/2025/01/07/agents.html
๐ Rule #2: Prioritize Usefulness Over Autonomy
Chasing full autonomy too early is a trap. OpenAIโs makes it clear
The real benchmark is being reliably helpful in real-world settings
๐ https://cdn.openai.com/business-guides-and-resources/a-practical-guide-to-building-agents.pdf
๐ Rule #3: Master the Patterns That Make Agents Work
Anthropic breaks down proven agent architectures used in real deployments
So you can skip the guesswork and build systems that actually hold up in production
๐ https://www.anthropic.com/engineering/building-effective-agents... See more
Paolo Perronesubstack.comGoogleโs CEO says AI is jagged, not general.
Hereโs what that means:
โข ๐ช๐ต๐ฒ๐๐ต๐ฒ๐ฟ ๐๐๐ ๐ฎ๐ฟ๐ฟ๐ถ๐๐ฒ๐ ๐ผ๐ฟ ๐ป๐ผ๐, ๐๐ฒโ๐น๐น ๐๐๐ถ๐น๐น ๐ณ๐ฎ๐ฐ๐ฒ ๐บ๐ฎ๐๐๐ถ๐๐ฒ ๐ฑ๐ถ๐๐ฟ๐๐ฝ๐๐ถ๐ผ๐ป: Token use is exploding. Real use cases are forming. Societyโs shockwaves are already here.
โข ๐๐ ๐ฎ๐ฑ๐๐ฎ๐ป๐ฐ๐ฒ๐ ๐ฎ๐ฟ๐ฒ ๐ฝ๐ฎ ๐๐ฐ๐ต๐โ๐ฏ๐ฟ๐ถ๐น๐น๐ถ๐ฎ๐ป๐ฐ๐ฒ ๐บ๏ฟฝ... See more
Ivan Landabasosubstack.comAmbient infra

LLMs Get Lost in Multi-turn Conversation
The cat is out of the bag.
Pay attention, devs.
This is one of the most common issues when building with LLMs today.
Glad there is now paper to share insights.
Here are my notes:
The paper investigates how LLMs perform in realistic, multi-turn conversational settings where user instructions are often u... See more
elvissubstack.com

One skill every ML engineer has to master โ
๐ ๐ ๐ฆ๐๐๐๐ฒ๐บ ๐ฑ๐ฒ๐๐ถ๐ด๐ป
Yes. And do you know why?
Because good ML system design has NOT changed at all in the last 5 years.
And it won't.
๐ช๐ต๐ โ
Because any ML system is (and will always be) made of 3 types of programs (aka pipelines)
1๏ธโฃ โ ๐๐ฒ๐ฎ๐๐๐ฟ๐ฒ ๐ฝ๐ถ๐ฝ๐ฒ๐น๐ถ๐ป๐ฒ๐ that transforms... See more
Pau Labarta Bajosubstack.comCNN Explainer
poloclub.github.io


