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🧠 Human + AI Engineering Community
AI | IoT | Research | System Design
Helping developers & researchers use AI with strong engineering fundamentals, practical execution & startup innovation. 🚀
https://whatsapp.com/channel/0029Vb5bcp02ZjCk1g7fJV1e

*Super Intelligence Combined with Ancient Human Wisdom*Know more Researcher's Help
24/05/2026

*Super Intelligence Combined with Ancient Human Wisdom*
Know more Researcher's Help

Simple LLM !!RLHF missing :)
22/05/2026

Simple LLM !!
RLHF missing :)

Research Idea Vision !!!Optical convolution
22/05/2026

Research Idea Vision !!!
Optical convolution

Foundational Vs Leaders !!!Share your Thought !!!
21/05/2026

Foundational Vs Leaders !!!
Share your Thought !!!

11/05/2026

Industrial IoT workshop
* offline only * limited seats
* saturday 3 hrs only
* best for 2nd, 3rd & final year eng students

06/04/2026

Customer pain points ---> Research --> Production --> cashflow

Repeat !

PreIntelligence Amburose Sekar

21/12/2025

AGI is not about knowing everything.
It’s about seeing only what matters.

In the Mahabharata, when Arjuna was asked what he saw while aiming at the bird, his answer was simple:
“Only the eye of the bird.”

Not the tree.
Not the branches.
Not the sky.

That is focus.

Today, when we talk about AGI or intelligent systems, the real challenge is not more data or more models —
it’s point of view.

A focus-driven system:

Filters noise ruthlessly

Understands context before action

Optimizes for a single objective at a time

Acts with clarity, not confusion

Just like Arjuna’s arrow, intelligence becomes powerful only when direction is clear.

The future of AGI will not belong to systems that see everything,
but to systems that know what to ignore.

Focus is intelligence.
Clarity is power.

hashtag hashtag hashtag hashtag hashtag hashtag hashtag hashtag

14/12/2025

Attention vs Focus — A Key Insight for AGI

Human intelligence works very differently from today’s AI.

Attention is the trigger.
It detects movement, change, or danger.

Focus is priority.
It decides what matters first.

In a jungle, intelligence means one thing: safety comes first.
That priority defines focus.

This is எண்ணம் போல் வாழ்க்கை (Ennam Pol Vaazhkai) — life follows thought, guided by priority.

Most AI systems try to process everything at once. Humans don’t.
We filter with attention and commit with focus.

👉 Focus alone achieves the target.

For true AGI, systems must be:

Attention-triggered

Priority-driven

Goal- and survival-oriented

This core idea is explained in the video we created.

Share your thoughts in the comments 👇

13/12/2025

Basic Neuron vs Modified Adaptive Neuron

In this 1-minute video, I explain the key difference between:

• A traditional supervised learning neuron
• A modified neuron with adaptive behavior

Basic Neuron (Supervised Learning)

• Learns only from labeled data
• Input → Weight → Output
• Error correction happens only during training
• No learning after deployment

This is static learning.

Modified Adaptive Neuron

This neuron combines:

• Supervised learning
• Adaptive feedback during runtime

It can:
• Adjust behavior based on changing inputs
• Give priority to dynamic or important signals
• Learn continuously, not just during training

This is adaptive learning.

Why This Matters

Real-world systems are not static.

Adaptive neurons are useful in:
• IoT systems
• Control systems
• Real-time decision making
• Human-in-the-loop AI

Want the Code?

👉 Comment “CODE”

I will share:
• Pseudocode
• Python implementation
• Performance comparison


Address

PreIntelligence Research Tech, Ist Floor, Near JEEVA Hardwares , Rajakkamangalam Road,punnai Nager
Nagercoil
629004

Opening Hours

Monday 9am - 6pm
Tuesday 9am - 6pm
Wednesday 9am - 6pm
Thursday 9am - 6pm
Friday 9am - 6pm
Saturday 9am - 6pm

Telephone

+917598950200

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