Anant Chaudhary

building AI agents

[Anant Chaudhary @anant_x]

pinning it, so that i can listen to it everyday

[amrit @amritwt]

goodnight

[Naval @naval]

The problem with truth is, once you see it, you can’t unsee it.

[Anant Chaudhary @anant_x]

aaj achanak se BERT ki yaad agai 😆

[Rohan Paul @rohanpaul_ai]

Very timely paper.

MCP servers need clear design patterns because LLMs get confused when too many tools or vague tools are shown.

This paper explains how MCP servers should be structured so LLM tools stay useful, safe, and manageable.

s MCP server design is not just normal API design, because the client is an LLM that chooses tools by reading plain-language descriptions.

It groups real MCP servers into 5 useful patterns, such as servers that expose data, run workflows, keep session state, combine many servers, or translate messy domain APIs.

The authors also warn about 4 common mistakes, especially giant all-purpose tools, vague tool descriptions, unsafe outside content, and slow tools that should return a job ID instead.

They tested the pattern labels on 54 extra servers, measured transport delay, and studied how tool accuracy changes as more tools are shown.

The key result is that too many visible tools hurt accuracy, with weaker models dropping below 90% between 10 and 15 tools.

Good MCP design is mostly about making the tool list small, clear, safe, and stable enough for LLMs to choose the right action.

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Link – arxiv. org/abs/2606.30317

Title: "MCP Server Architecture Patterns for LLM-Integrated Applications"

[Anant Chaudhary @anant_x]

@RuiCarrilho5 Only book I've read, and this one is absolutely recommended, DDIA is on my list

[Anant Chaudhary @anant_x]

@GiorgiaMeloni

[Anant Chaudhary @anant_x]

@RohOnChain Whole playlist on Language modeling: https://t.co/r4WH1MTB9g

[Lunix @SolLunix]

Corporation: "We made $4B but spent $3.9B so we only owe taxes on $100M."
Government: "Totally reasonable."

You: "I made $60K but spent $58K on survival."
Government: "You owe taxes on $60K."
You: "That's not—"
Government: "File by May 15."

[Anant Chaudhary @anant_x]

@khushaltwt @kartikktwt Life's been cooking me lately 🥹

[Anant Chaudhary @anant_x]

@astnkennedy Opposite problem here I end up over-ideating on whatever solution it gives me, spending way too much time and tokens exploring alternatives, only to circle back to the first answer it gave. Happens like 95% of the time.

[Mustufa Khan @mustufa4socials]

https://t.co/m5leqLx6zj

[Anant Chaudhary @anant_x]

@aestheticiyer @gauNbrahmana @bykarthikreddy @HLKodo Andha h kya dono haath se pakda h murti wo

[Anant Chaudhary @anant_x]

@sama Another reset 🙌

[Anant Chaudhary @anant_x]

@NewsAlgebraIND Bhosdi waali bauni

[Anant Chaudhary @anant_x]

@NarutoNolimits Lag rha h bolte bolte hi hag dega pant me 😆

[Anant Chaudhary @anant_x]

@SuhailKakar relatable 😆

[Anant Chaudhary @anant_x]

@DanKulkov Nice shit 👍

[Anant Chaudhary @anant_x]

@gharkekalesh 😂

[Anant Chaudhary @anant_x]

@heynavtoor Interesting👏

[Anant Chaudhary @anant_x]

@BeingSalmanKhan 🗿