Quantum AI · research state / 2026

KRISHNA

ρₜ → hₜᑫ → π*
quantum systems → intelligence → decisions

Research Associate at Fractal’s QuantumAI Lab. I work on quantum systems that learn, remember, adapt and make decisions — with a parallel research track in quantum technology policy and an emerging finance lens.

cursor perturbs a recurrent state · this page has memoryreviewed 24 aug 2026
ρ(t)physical state
hᑫ(t)memory
π*decision
FractalQuantumAI Lab
QETCIpolicy research
Indiabase
01 / STATE SPACE

A research programme, not a keyword list.

Hover the map. The same profile spans quantum reservoirs, scientific learning, feedback control, hybrid quantum systems, policy and finance—but the edges show how those directions connect.

02 / PROGRAMMES

Learn. Control. Translate. Decide.

Four lenses organize the work without pretending every direction has equal maturity.

03 / LIVE RESERVOIR

The website runs a reservoir.

A small browser-side echo-state system evolves below. Change the input, memory, coupling and noise. Only the readout is observed—the same basic separation between dynamical substrate and lightweight readout that motivates reservoir computing.

0.000mean |state|
0.000state energy
0.000readout
input u(t)
reservoir network
internal state trace
linear readout
04 / PUBLIC OUTPUTS

Evidence, not decoration.

Published, accepted and openly available work only. Confidential and under-review manuscripts are intentionally absent.

05 / TRAJECTORY

From instruments to quantum intelligence.

Research internships, industry labs, project-based academic collaboration, policy work and mentorship overlap rather than forming a single straight line.

06 / CURRENT NODES

Where the work lives now.

NODE / 01

Fractal

Research Associate · QuantumAI Lab
Project Intern from Dec 2024; full-time since Jul 2025.

NODE / 02

Purdue / CLAN

Project-based Visiting Research Fellow / research collaboration in quantum neuromorphic computing and QML.

NODE / 03

QETCI

Volunteer Policy Researcher · Indian quantum ecosystem, states, value chains and technology strategy.

NODE / 04

QWorld

QIntern Lead Intern 2025 → Mentor 2026 across QRC and quantum-network optimization projects.