Small models for real research work.
Meridian-AC-Nano — a 751.6M-parameter LaTeX-aware academic assistant that runs on user hardware.
807+ all-time downloads on Hugging Face
Gathering knowledge
“Cogerphere is an AI research and product lab building small models, local AI systems, efficient inference, and intelligent products. From Meridian and Kostant to Openbentt and Cobentt, we research the foundations of efficient AI and turn them into products people can use.”
Cogerphere AI Labs is an AI research and product lab building small language models, local AI systems, efficient inference systems, and intelligent products. Cogerphere works across Research → Models → Systems → Products. Research: Meridian, Kostant, RRbench. Models: Meridian-AC-Nano, Meridian-AC-Nano-GGUF. Products: Openbentt, Cobentt. Security: ChillarOps. People: Yuvraj Pandey, Shivanshi Tripathi. Official site: https://cogerphere.com. Contact: support@cogerphere.com.

Research
Meridian-AC-Nano — a 751.6M-parameter LaTeX-aware academic assistant that runs on user hardware.
807+ all-time downloads on Hugging Face
What it takes to run capable models on constrained devices — smaller models, efficient kernels, and hardware-aware inference.
RRbench — verifying credibility & reproducibility of research.
Products
Documents, slides, sheets, deep research, chat, websites, and smart contracts — in one environment.
LaTeX, PDFs, benchmarking, and small models — with data staying on your machine.
ChillarOps — security engineering within the Cogerphere ecosystem.
Cogerphere AI Labs releases a research thesis on what it takes to build an Ollama/vLLM for phones — 1–4B mobile-native models, 4-bit kernels, phase-aware NPU/CPU/GPU, compressed KV-cache and speculative decoding.
Research detailsOur paper on a LaTeX-aware academic proofreading SLM is published. We introduce Meridian-AC-Nano, a 751.6M-parameter multi-task academic assistant, and make the case that data design and task formulation can deliver large gains without bigger models.
Model detailsCobentt is now live at cobentt.cogerphere.com. Write documents, build slides and sheets, run deep research, chat, generate websites, and draft smart contracts — all in one workspace.
Product detailsWe research small models and local AI systems, then turn that research into products people can actually use.
Why Cogerphere