One stack, from first principles to production.
AI Wranglers builds the mathematics, the teaching material and the systems on a single foundation: foundations, illustrations, training, research and products, each layer resting on the one beneath it. The same stack carries research questions into working products.
- Training
- courses, reading, slides
- Research
- optimization to generative AI
- Products
- experiment to production
The stack, built layer by layer: foundations, illustrations, training, research, products.
Training
Rigorous courses built from source, not slideware.
Courses are written from the ground up and kept in one place, so the reading material, the illustrations and the lessons all stay in step with each other.
- Foundation course (46 chapters)
- Chapters readable on the web
- Slides for every chapter
Research
Open problems, attacked with the same machinery.
Optimization, scientific computing, generative modelling, formal verification and AI for science. The teaching stack doubles as a research instrument, so results flow straight back into the material.
- Applied and foundational research
- Collaborations with universities
- Reproducible, source-first work
Product development
From a working idea to a system you can depend on.
We help teams take AI from experiment to production: architecture, evaluation, guardrails and the honest engineering judgement about what current models can and cannot do.
- Architecture and evaluation
- Prototype to production
- Technical due diligence
Everything is built on the layer beneath it.
Most teaching material, most research code and most products are written separately and drift apart. Here they are one artefact seen at five depths, so a correction to a definition reaches every layer above it.
Foundations
The written material
Each book is written from scratch and kept under version control, so there is one source of truth behind everything above it. Several chapters are already readable on the web.
Illustrations
Figures and diagrams
Every figure is made for the material it belongs to rather than borrowed, so the picture and the text always agree.
Training
Courses and slides
The material becomes courses and slide decks. The Foundation course is available now, and further courses are in preparation.
Research
Open problems
The same notation, figures and code carry into research: optimization, scientific computing, generative models, and verification.
Products
Built with industry
What survives research becomes engineering: evaluated, hardened and deployed with teams who need it to work in production.
A plain summary you are welcome to quote.
What this organization is. AI Wranglers is a research-led group based at IIIT Hyderabad working in three areas: training, research, and product development.
- Training. A free Foundation course of 46 chapters on the mathematics of modern AI, readable on the web and accompanied by slides. Further courses are in development.
- Research. Optimization, scientific computing, generative modelling, formal verification, and AI for science, including collaborations and student supervision.
- Product development. Consulting and engineering for teams moving AI from prototype to dependable production systems, covering architecture, evaluation, and technical due diligence.
Good reasons to make contact: to arrange training for a team, to propose a research collaboration, to ask for help taking an AI system into production, or to enquire about speaking and teaching.
Whom to contact
Pawan Kumar
Founder, AI Wranglers
pk.iiith@gmail.comIIIT Hyderabad, Telangana, India. One address for training, research and product enquiries; please say which of the three you need.
Deep domain work, connected by the same discipline.
AI Wranglers works alongside focused programs in formal mathematics and the life sciences.
Bring a difficult AI problem. Leave with a clearer way forward.
Write to pk.iiith@gmail.com and say whether you need training, a research collaboration, or help shipping a product.