most citedDynamic LLM Routing and Selection based on User Preferences: Balancing Performance, Cost, and Ethics

2 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SE2026

Spec-Driven Development:From Code to Contract in the Age of AI Coding Assistants

Deepak Babu Piskala

The rise of AI coding assistants has reignited interest in an old idea: what if specifications-not code-were the primary artifact of software development? Spec-driven development (…

cs.SE2026

From Everything-is-a-File to Files-Are-All-You-Need: How Unix Philosophy Informs the Design of Agentic AI Systems

Deepak Babu Piskala

A core abstraction in early Unix systems was the principle that 'everything is a file', enabling heterogeneous devices and kernel resources to be manipulated via uniform read/write…

cs.CY2025

The AI Roles Continuum: Blurring the Boundary Between Research and Engineering

Deepak Babu Piskala

The rapid scaling of deep neural networks and large language models has collapsed the once-clear divide between "research" and "engineering" in AI organizations. Drawing on a quali…

cs.CL2025

PROFASR-BENCH: A Benchmark for Context-Conditioned ASR in High-Stakes Professional Speech

Deepak Babu Piskala

Automatic Speech Recognition (ASR) in professional settings faces challenges that existing benchmarks underplay: dense domain terminology, formal register variation, and near-zero…

cs.AI2025

Mind the Goal: Data-Efficient Goal-Oriented Evaluation of Conversational Agents and Chatbots using Teacher Models

Deepak Babu Piskala, Sharlene Chen, Udita Patel +2

Evaluating the quality of multi-turn chatbot interactions remains challenging, as most existing methods assess interactions at the turn level without addressing whether a user's ov…

cs.LG20252 cited

Dynamic LLM Routing and Selection based on User Preferences: Balancing Performance, Cost, and Ethics

Deepak Babu Piskala, Vijay Raajaa, Sachin Mishra +1

With the widespread deployment of large language models (LLMs) such as GPT4, BART, and LLaMA, the need for a system that can intelligently select the most suitable model for specif…