Frontier Model Architecture Research
- Design, implement, and evaluate new neural-network architectures for language, reasoning, multimodal generation, and agentic workloads.
- Research the strengths and limitations of Transformers, SSMs, diffusion models, recurrent architectures, mixture-of-experts models, and hybrid designs.
- Develop architectures that combine attention, state-space mechanisms, recurrence, memory, sparse routing, retrieval, and modular components where appropriate.
- Explore productive long-context methods, external and recurrent memory, adaptive computation, speculative execution, and improved reasoning techniques.
- Investigate diffusion and flow-based approaches for text, image, audio, video, structured data, and multimodal generation.
- Translate promising research papers and mathematical concepts into reproducible prototypes and production-relevant experiments.
Synthetic Data and Model-Generated Training
- Design scalable pipelines for creating high-quality synthetic examples, reasoning traces, preferences, critiques, simulations,



and task-specific training data.
- Develop teacher-student, self-training, rejection-sampling, curriculum-learning, process-supervision, and knowledge-distillation approaches.
- Evaluate alignment and post-training methods such as supervised fine-tuning, preference optimization, reinforcement learning, and AI-generated feedback.
- Build filtering, scoring, deduplication, provenance, contamination-detection, and quality-control systems for synthetic datasets.
- Study and reduce the risks of feedback loops, bias amplification, hallucinations, overfitting, reward hacking, and model collapse caused by poorly controlled synthetic data.
- Establish methods for combining synthetic, public, licensed, customer-authorized, and human-generated data while maintaining privacy and traceability.
Distributed Inference and Neural Systems
- Develop algorithms that partition, route, and execute neural-network workloads across heteroge

📌 Senior AI Research Scientist (New Delhi)
🏢 Mindfire
📍 New Delhi