Sundeep reddy

Building AI-first software.
Exploring orchestration, agents & intelligent systems.
Sharing what actually works.

[Sundeep reddy @Sundeep2004]

MiniMax just dropped M2.5.

• 80.2% on SWE-Bench (matches Claude Opus 4.6)
• Faster than M2.1
• Built for long, complex coding tasks
• More cost-efficient for AI agents
While everyone debates OpenAI vs Claude…
MiniMax is quietly competing.
The AI race just got tighter. 🚀

#AI #MiniMax

[Sundeep reddy @Sundeep2004]

New build this week 👇

CodeIter: an AI agent that writes code, runs it, reads the error, and fixes itself. Loops until it passes.

Day 1: core loop done. Building in public for 7 days.

What would you want to see it debug? Open to ideas.

[Sundeep reddy @Sundeep2004]

FAANG built the internet. 🌐

MANGOES is building the AI future. 🤖🥭

Microsoft • Anthropic • Nvidia • Google • OpenAI • xAI • Scale AI

The race for intelligence has begun. 🚀

#AI #Tech #Future

[Sundeep reddy @Sundeep2004]

GitHub Repo: https://t.co/OSNgJfkIoA

[Sundeep reddy @Sundeep2004]

Want 8 models to review your code 🤖

Try claude-Octopus

Link in the commnet 👇

[Sundeep reddy @Sundeep2004]

GitHub Repo :https://t.co/gcUCv84yo6

[Sundeep reddy @Sundeep2004]

Tired of re-explaining your whole databases? 😤

Here is the solution ByteRover CLI

Which helps in saving the project into structured files locally or cloud ☁️

[Sundeep reddy @Sundeep2004]

Every agent has the same problem.

Tool outputs bloat. Logs pile up. RAG chunks overflow. Conversation history grows.

You end up paying for tokens your agent didn't even need. There had to be a smarter way.

[Sundeep reddy @Sundeep2004]

If you've been waiting for a local model that actually handles real workloads this one is worth trying.

[Sundeep reddy @Sundeep2004]

Github Repo : https://t.co/xEpELRFZY7

[Sundeep reddy @Sundeep2004]

If you're storing metrics, logs or event data in plain PostgreSQL and things are slowing down this is worth trying today.

Link in the comments 👇

[Sundeep reddy @Sundeep2004]

GitHub Repo:https://t.co/bA38e5DWgO

[Sundeep reddy @Sundeep2004]

You use LLMs every day.

But do you actually know how they work inside?

This repo lets you build one from scratch on a single GPU 🧵

[Sundeep reddy @Sundeep2004]

GitHub Repo: https://t.co/vCW5VKCJIJ

[Sundeep reddy @Sundeep2004]

Tired of remembering passwords? 🔐

I built SmartPass a Chrome extension that generates strong passwords from words YOU already remember.

No more forgetting. Same inputs = same password every time.

GitHub link 👇

#buildinpublic #javascript

[Sundeep reddy @Sundeep2004]

LLM application startup time: 2 hours

Understand why it hallucinates in production: 2 weeks of debugging

From the first day, tracing, scoring, and monitoring of your AI is not a choice.

It is just engineering.

[Sundeep reddy @Sundeep2004]

GitHub Repo: https://t.co/eWMmFoor20

[Sundeep reddy @Sundeep2004]

Stop building agent infrastructure from scratch.

deepagents gives you everything out of the box 🧵

[Sundeep reddy @Sundeep2004]

@00Sindirella hey

[Sundeep reddy @Sundeep2004]

MCP Toolbox for Databases is an open source MCP server that connects your AI agents directly to your enterprise databases.

No boilerplate.

No custom plumbing.

Just plug in and talk to your data. 🔌