Independent researcher and writer on AI systems, decision intelligence, and internal regulation.
This site serves as the canonical index of my published writing, including articles published in Towards AI and related editorial venues.
A complete list of my published articles is maintained here:
View all articles
Formal academic and technical research conducted alongside — and independently from — my public writing.
Inference-Time Commitment Shaping: A Framework for Quiet Failure Mitigation in LLM Systems
DOI: https://doi.org/10.5281/zenodo.18401073
Control Probe: Inference-Time Commitment Control
DOI: https://doi.org/10.5281/zenodo.18352962
Evaluative Coherence Regulation (ECR): An Inference-Time Stability Layer for Enterprise LLMs
DOI: https://doi.org/10.5281/zenodo.18353476
Need for More Academic R&D in India
DOI: https://doi.org/10.2139/ssrn.1097502
A complete code of the IFCS, ECR and Control Probe Type-1 and Type-2 is available here:
https://github.com/MindtheMachine/IFCS-Implementation