🔄 In a Training Loop

FJ

st192011

AI & ML interests

All research, training, and deployment conducted exclusively using free-tier resources (Colab T4, Google AI Studio, and Hugging Face), prioritizing architectural intelligence over brute-force compute.

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updated a Space about 23 hours ago

st192011/Bitnet-Socratic-1-Bit

updated a Space about 23 hours ago

st192011/Panini-Speak

published a Space 26 days ago

st192011/Bitnet-Socratic-1-Bit

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st192011 's Spaces 20

Panini Speak

🏃

Analyze your pronunciation and get instant feedback

Bitnet Socratic 1 Bit

📉

Generate Socratic questions to guide your learning

EmoDB ALM Protocol

😻

Decoding Audio LLM Hidden Spaces

Entropy Perplexity Routing

👁

Explore model confidence routing for multiple‑choice QA

RA ICL Expansion

🦀

RA-ICL: Generative Expansion & Template Engine

Stateful KV RAG Architecture

🏆

Instant Q&A via Pre-computed KV Cache States

Demo MIDI Composer

🎹

A Text-to-MIDI generation model based on Llama-3 8B

RA ICL Adaptation

🌍

Domain MT: Retrieval-Augmented In-Context Learning (RA-ICL)

Physics MT ACPT

👁

MT Domain Adaptation via Anchored Continued Pre-Training

ASL VLM Protocol

🐨

Interpret sign language videos using neural analysis

Janus Interface

📊

A Zero-Trust architecture decoupling Clinical Logic from PII

ZuCo EEG Lab

📈

A Brain-Computer Interface capable of decoding emotions

Torgo DSR Lab

🐠

Neural Reconstruction for Highly Distorted Speech.

Pharma Vault

👀

A Gated RAG engine for verified drug safety.

Maltese MT Architect

📊

For human-in-the-loop intervention at the planning stage

Maltese MT Lab

🐨

Translate English to Maltese using two models

PANINI SLA

🐠

Create customized grammar exercises with XML output

Panini Flashcards

🌍

Scan images and practice language pronunciation

Panini Vision

📉

Discover objects in images and practice pronunciation

PANINI LLM

😻

Build lessons and practice pronunciation

FJ