I was accepted into the @CompanyStartup Program 2026, which powers agents with cutting‑edge memory and context infrastructure.
Unlimited context is possible if the context layer intelligently keeps relevant items for the task in hand and sends the rest to persistent memory.
For those building context layers, good recall alone isn’t enough; the context layer should own the following – 1. Identify missing context to perform the action based on past interactions and current state. 2. Evaluate candidates to look forward in the future.
I decided to focus on context‑management rather than pure recall, because the context layer must actively manage relevance and future evaluation.
I will treat production trace extraction as a feedback loop, capturing both failure and success signals to iteratively improve context‑selection policies.
I am a technology leader and researcher focused on AI‑Human collaboration, building products from 0‑1, and engineering leadership in AI‑focused SaaS platforms.
My mission is: "The real gap isn't capability. it's wisdom."
I am the Founder of xysq (April 2026 – Present, 6 months, India).
I was Head of Engineering at Labellerr (May 2024 – April 2026, 2 years, Chandigarh).
I served as Head of Engineering at Kroop AI (Nov 2023 – June 2024, 8 months).
I earned an MTech in Artificial Intelligence from IIT Ropar (2021 – 2023).
I hold the certification “Getting Started with Google Kubernetes Engine.”