Misaq

Building...

[Misaq @BinaryCoder101]

Wrapped up my new Agentic AI project

It uses Gemini function calling to:

- inspect directories and files
- read and write code
- execute Python scripts in a sandboxed workspace
- loop through tool calls until a task is completed

Mostly built it to understand how tool-calling agents, context management, and agent loops work under the hood.

Check it out:
https://t.co/9Y7aquqC9m

#AgenticAI #LLM #BuildInPublic #100DaysOfCode

[Misaq @BinaryCoder101]

@arpit_bhayani Just like how Blockchain is just an expensive Linked List? Yeah...

[Misaq @BinaryCoder101]

One of the most important ideas in modern AI powered search engines is the inverted index.

A naive approach would store:

Document → Words

Eg:
doc1 → [golang, backend, docker]
doc2 → [python, ai, backend]
doc3 → [golang, kubernetes]

To find all documents containing "golang", you'd have to scan every document.

An inverted index flips the relationship:

Eg:
golang → [doc1, doc3]
backend → [doc1, doc2]
docker → [doc1]
python → [doc2]
ai → [doc2]
kubernetes → [doc3]

Now a search for "golang" is just a lookup.

Searching for:

"golang AND backend"

becomes an intersection of posting lists:

golang → [doc1, doc3]
backend → [doc1, doc2]

Result → [doc1]

No full scan.
No brute force.

Just efficient data structures.

This simple idea powers search engines, log analytics platforms, document databases, code search tools, and many modern RAG systems.

Sometimes a massive performance gain doesn't come from adding more compute.

It comes from organizing data differently.

#TechTwitter #BuildInPublic #Programming #100DaysOfCode #AgenticAI #LLM

[Misaq @BinaryCoder101]

One of the most important ideas in modern AI powered search engines is the inverted index.

A naive approach would store:

Document → Words

Eg:
doc1 → [golang, backend, docker]
doc2 → [python, ai, backend]
doc3 → [golang, kubernetes]

To find all documents containing "golang", you'd have to scan every document.

An inverted index flips the relationship:

Eg:
golang → [doc1, doc3]
backend → [doc1, doc2]
docker → [doc1]
python → [doc2]
ai → [doc2]
kubernetes → [doc3]

Now a search for "golang" is just a lookup.

Searching for:

"golang AND backend"

becomes an intersection of posting lists:

golang → [doc1, doc3]
backend → [doc1, doc2]

Result → [doc1]

No full scan.
No brute force.

Just efficient data structures.

This simple idea powers search engines, log analytics platforms, document databases, code search tools, and many modern RAG systems.

Sometimes a massive performance gain doesn't come from adding more compute.

It comes from organizing data differently.

#TechTwitter #BuildInPublic #Programming #100DaysOfCode #AgenticAI #LLM

[Misaq @BinaryCoder101]

@AbhishekSh42141 @X Followed 🤝

[Misaq @BinaryCoder101]

Hey @X
My timeline needs more builders.

If you're into:
• Backend
• AI
• DevOps
• Cloud
• Startups
• Open source
Reply with what you're working on and I'll check out your profile.
Let's #connect 🚀

#TechTwitter #BuildInPublic #IndieHackers #AI #DevOps #MachineLearning #OpenSource #Startups #SaaS #Programming #100DaysOfCode

[Misaq @BinaryCoder101]

@cneuralnetwork Meanwhile WITCH company slaves: 80 hrs/week, 3.5 LPA

[Misaq @BinaryCoder101]

@Ayodejiau08 @X Done... Do Follow back

[Misaq @BinaryCoder101]

@jay26_d @X Done.. do Follow back

[Misaq @BinaryCoder101]

@Alwayspriyesh Whoever says "not for money" can give me the money... I need it 🙂

[Misaq @BinaryCoder101]

@markjivko Let's connect

[Misaq @BinaryCoder101]

@GuillaumeBip_ @X Done ✅

[Misaq @BinaryCoder101]

@aybuilds @X Hi.. Currently working on Applied AI (RAG, Agents, etc)

[Misaq @BinaryCoder101]

@ThePrimeagen Imagine choosing your tech stack based on LoC... Imagine choosing Java for AI features just because of high LoC 🙂

[Misaq @BinaryCoder101]

@dthakur36 @X Done... Do Follow back

[Misaq @BinaryCoder101]

@RahuXdev @X Cool... Do Follow back

[Misaq @BinaryCoder101]

@Emma_build @X Done ✅

[Misaq @BinaryCoder101]

@mkappworks @X Done. Do Follow back

[Misaq @BinaryCoder101]

@scvofficiaI @X Done 👍

[Misaq @BinaryCoder101]

@Francois_bth @X Followed 👍... I'm also planning to build something like this up next...

[Misaq @BinaryCoder101]

@_Gowtham_codes @X Done 👍

[avrl ☘ @avrldotdev]

Remember the times when devs utilised each byte of the RAM?

Pfft, today Slack alone eats 2GB. VSCode takes 4GB & don't get me started on Claude Code & it's hunger for memory.

We replaced optimization with "just add more RAM & CPU." The irony is that 2026 is shipping the most resource-hungry software while hardware prices keep climbing.

Hardware got better but software got lazy faster.