About Teknosys

Teknosys publishes educational material about natural language processing, language models, and practical AI development, alongside an interactive chat interface connected to our backend.

What you can learn here

Our learning library covers language understanding and generation, transformer and recurrent architectures, evaluation, Hugging Face workflows, and local inference with GGUF and llama.cpp. Examples are intended to support experimentation, not to promise particular results.

Our publishing approach

We aim to explain concepts clearly, identify technical limitations, and link to relevant reference material. Model licenses, dataset permissions, hardware requirements, and library versions should be checked before using an example. AI-generated answers can be incorrect and are not a substitute for reviewing documentation or testing your own implementation.

Teknosys builds the website and its chat integration. References to BERT, GPT-style models, Hugging Face, Ollama, or other projects do not imply affiliation or ownership of their models.

Corrections and enquiries

Send corrections, attribution concerns, and publishing enquiries to admin@teknosys.in. Include the article URL and enough detail for us to investigate.

Explore the AI and NLP learning library or contact Teknosys.