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nibir-ai/README.md

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โš”๏ธ CHAMPION PROFILE

๐Ÿง™ HERO Nibir Biswas ๐Ÿ—บ๏ธ REGION India ๐Ÿ‡ฎ๐Ÿ‡ณ โ€” Home Base ๐Ÿ 
๐Ÿ‘‘ TITLE "The Neural Architect" โš”๏ธ CLASS Mage / Assassin
๐Ÿง OS Linux ย โ†ย  non-negotiable ๐ŸŽฏ LANE Mid Lane
โšก SPECIALTY Offline AI โ€ข Edge Models ๐Ÿ”ฌ PLAYSTYLE Build from scratch. No black boxes.

โšก ABILITY KIT

Q

๐Ÿ”Š XBMind โ€” Sonic Overload

Turn any Bluetooth speaker into an offline AI smart speaker โ€” no cloud, no hardware mods, pure Python.
Wake word โ†’ Whisper STT โ†’ Ollama LLM โ†’ Piper TTS โ†’ audio out. Zero cloud required.
Python Whisper Ollama Linux

W

๐Ÿ‘๏ธ datasetvision โ€” True Sight

Offline CV dataset auditing CLI โ€” reveals every anomaly, duplicate, and drift before training begins.
Because bad data is the #1 feeder on your team.
Python OpenCV CLI

E

๐Ÿงฎ micro-tensor โ€” Arcane Forge

Autograd engine from scratch. Importing PyTorch without understanding it is griefing.
Forward passes, backward passes, gradient tape โ€” built by hand, understood completely.
Python From Scratch Autograd

R

๐Ÿ’ฌ arguewell โ€” Final Argument (Ultimate)

Structured argumentation tooling โ€” for when you need to be objectively right.
TypeScript

โ˜ฏ๏ธ

๐Ÿง Passive โ€” Linux Devotion

All abilities deal +30% true damage from terminal. Cloud dependency reduces output by 100%.


๐Ÿ›ก๏ธ ITEM BUILD

Purchased from Korkmrodi's Ancient Forge

โš”๏ธ Mythic โ€” Spellblade Arsenal (Lost Chapter's legacy)
Python TypeScript Bash

โœจ Legendary โ€” Arcane Amplifiers (Void-Attuned)
PyTorch NumPy OpenCV Ollama HuggingFace

๐Ÿ‘Ÿ Boots โ€” Mobility (Swiftness enchanted)
Linux Docker Git VS Code


๐Ÿ“Š SUMMONER'S RANKED PROFILE

โญ SEASON 2026 STATISTICS โ€” Diamond Tier Mid Lane
divider

Ladder performance metrics in a ranked profile frame



Champion arsenal in a champion mastery frame



ย ย 



โš”๏ธ COMBAT HISTORY โ€” Kill-Death-Assist Over Time

Every spike in the graph is a hard-fought teamfight. Every valley, a strategic retreat to farm.

๐Ÿ† CHAMPION PERFORMANCE โ€” Ban Rate: 45% | Pick Rate: 89% | Dominance Index: S+

Feared in ranked. Respected in All Chat. Never a free win for opponents.


โญ CHAMPION MASTERY RANKS

Essence Expertise Curve โ€” 6 Mastery Points Unlocked

Each bar represents a domain mastered through Runeterra's trials.


๐Ÿ… HEXTECH ACHIEVEMENTS

๐Ÿ† Achievement Condition Status
๐Ÿฆˆ Pull Shark Merged pull requests into the main timeline โœ…
๐Ÿ’ฅ YOLO Merged without review โ€” trusted mechanics โœ…
๐Ÿง Yordle Ascendant Never opened Windows (Linux fortress) โœ…
๐Ÿ”ฌ Arcane Researcher Built autograd from scratch โ€” no imported power โœ…
๐Ÿ“ก Spirit Walker Shipped AI with zero cloud dependence โ€” pure Runeterra magic โœ…
๐Ÿ“– Lore Master arxiv.org feeds knowledge to the network โœ…
โšก Pentakill Five consecutive zero-cloud deployments โœ…

๐Ÿ’ฌ ALL CHAT

[ALL]  nibir-ai  ยป  "The best model is the one you understand completely."
[ALL]  nibir-ai  ยป  "If it needs the cloud, it's not done."
[ALL]  nibir-ai  ยป  "I build frameworks before I use them."
[ALL]  nibir-ai  ยป  "Feed me papers. I feed the network."
[ALL]  nibir-ai  ยป  "No feed. No surrender. GG.WP."

๐ŸŒ™ CHAMPION LORE

From the frozen tundra of servers and code, emerged The Neural Architect โ€” a mage bound to offline systems, refusing the false promises of cloud dependency. Mastering the arcane arts of linear algebra and gradient descent, Nibir builds not to impress, but to understand. Every model is forged in the fires of first principles. Every line of code carries the weight of comprehension. In the mid lane of machine learning, only the thorough survive.


๐ŸŽฎ NEXUS FORTRESS โ€” Repository Armory

Defend. Innovate. Liberate.

Each repository is a tower in my personal fortressโ€”built to withstand scrutiny, documentation as lore, and code as gospel.


๐Ÿ”— HONOR SYSTEM

๐Ÿ’Ž League Points: Building honor through code clarity and framework innovation
๐ŸŒŸ Hextech Essence: Gathering knowledge from every arxiv drop
โš”๏ธ Campaign Progress: Shipping zero-cloud AI to liberate the mid lane



PLAY AGAIN? | QUEUE UP | STATS | HONOR

"May your gradient descend smoothly, and your loss function converge to zero."

Pinned Loading

  1. XBMind XBMind Public

    Turn any Bluetooth speaker into an offline AI smart speaker โ€” no hardware mods, pure Python. Wake word, Whisper STT, local LLM via Ollama, Piper TTS. Runs on Linux. Zero cloud required.

    Python 2

  2. datasetvision datasetvision Public

    Offline computer vision dataset auditing CLI tool for validating image datasets before model training.

    Python 1

  3. arguewell arguewell Public

    TypeScript

  4. micro-tensor micro-tensor Public

    A lightweight, from-scratch automatic differentiation engine.

    Python