AI Engineer & Researcher

about

we believe the next decade of computing isn't about better agents or faster models.

it's about machines that remember you, respond naturally, and feel like they understand context across time and modality.

right now, every ai assistant forgets you exist when you close the session. every voice agent sounds scripted and breaks on interrupts. every "breakthrough" is just better prompts on the same broken and painfully complex architecture.

we're building the infrastructure layer that makes ai interactions actually feel natural - adaptive memory systems, real-time voice orchestration, self-evolving agents that evolve from experiences by rewriting their own code, and multimodal context that doesn't fall apart.

think : the default stack that every multimodal agent will need, but doesn't exist yet.

our team is :

• a 25-year-old ai-first builder (that’s me) from IIT-M and BITS Pilani who’s been building self evolving, multi-modal agents for enterprises
• Ashok, who cofounded DriveU and scaled it to ₹125 crore ARR and profitability
• Raveen, cofounder of Myntra, Baby Oye and Multiply Ventures

we also run a private community of 140+ curated ai builders / researchers from labs like anthropic, open ai, cartesia, ultravox, microsoft research, as well as veterans from aws & am

our research thesis

we're betting on three-layer adaptive memory with reinforcement learning :

the rl component : the agent gets feedback signals (explicit corrections, conversation success, user retention) and uses policy gradients to learn :

this isn't novel ml research - we're applying existing rl techniques (you know them) to a new problem : continuous memory improvement for conversational agents.

we're also building real-time voice orchestration with :

what you'll actually do (with me)

who this is for

required qualifications

preferred qualifications (not required, just helpful)

what you'll get

the downside :

why you might want to do this

you're probably 2-5 years out of college. worked at a startup or built side projects with users.

you're frustrated by abstraction layer or wrapper culture.

you want to build infrastructure that's technically hard and which requires deep understanding of the entire stack.

you're okay with :

you're excited by :

if you're reading this thinking "f

you're probably more ready than you think. capability over credentials.

let's build