Chronology & Structure
Forol is an independent research group focusing on custom language models, regional Indic dialects, and high-performance web engineering.
What We Do
Forol curates open-source regional datasets and trains Forol-v1-Research. These compute resources are funded entirely by building search-dominant websites for businesses and schools.
Founder & Lead Engineer
Diploma in Computer Science. Initiated Forol to study attention mechanisms, localized vocabularies, and search engine optimization. Coordinates model architectures and web client implementations.
Core Responsibility: Transformer hyperparameter tuning and SEO deployment engineering.
Technical Preference: Clean semantic layouts, low-parameter decoder-only transformer blocks, and fast VRAM INT4 optimization.
Our objective is to deliver localized language model checkpoints that run efficiently on standard consumer hardware, bypassing expensive API dependency while curating highly-focused datasets for regional agricultural sectors and rural clinical advisories.
Curated the first sub-dialect datasets for Marathi and Gujarati border communities, investigating custom token vocabulary ratios.
Established Dwarkadhish Web Solutions in Rajkot to design SEO-dominant platforms for schools and retail shops, reinvesting 100% of proceeds into cloud compute.
Shipped Onebox LM. Structured Forol-v1-Research open weights and prepared dedicated playground interfaces for academic audit access.
Rather than pursuing speculative valuations or relying on venture capital, we fund our operations through our premium web studio contracts. This keeps our research agenda objective and stable, focusing strictly on local utility.
All technical weights configuration files, parser codes, and research logs are made open. We operate under a peer-review protocol, ensuring that model capabilities and architectural details are clear and reproducible.