Orchestrating distributed teams and fostering open communication across time zones.
Leveraging cutting-edge technologies to build scalable applications.
5
Years Experience
30%
Faster Load Times
99.9%
Uptime SLA
85%
Deploy Success
Remote
Nepal
Product Development
End-to-end product delivery
System Architecture
Scalable & resilient systems
AI/ML Engineering
Intelligent automation
Full-Stack Development
Frontend to backend mastery
Cloud Infrastructure
AWS, GCP & Kubernetes
DevOps & CI/CD
Automated deployments
Performance Optimization
Lightning-fast applications
Team Leadership
Building high-impact teams
Product Development
End-to-end product delivery
System Architecture
Scalable & resilient systems
AI/ML Engineering
Intelligent automation
Full-Stack Development
Frontend to backend mastery
Cloud Infrastructure
AWS, GCP & Kubernetes
DevOps & CI/CD
Automated deployments
Performance Optimization
Lightning-fast applications
Team Leadership
Building high-impact teams
Product Development
End-to-end product delivery
System Architecture
Scalable & resilient systems
AI/ML Engineering
Intelligent automation
Full-Stack Development
Frontend to backend mastery
Cloud Infrastructure
AWS, GCP & Kubernetes
DevOps & CI/CD
Automated deployments
Performance Optimization
Lightning-fast applications
Team Leadership
Building high-impact teams
Product Development
End-to-end product delivery
System Architecture
Scalable & resilient systems
AI/ML Engineering
Intelligent automation
Full-Stack Development
Frontend to backend mastery
Cloud Infrastructure
AWS, GCP & Kubernetes
DevOps & CI/CD
Automated deployments
Performance Optimization
Lightning-fast applications
Team Leadership
Building high-impact teams
Lead Engineer @ WiseAdmit • CEO @ Eterosoft
AI platforms, distributed systems, cloud architecture, and forward-deployed product work focused on scale, reliability, and business outcomes.
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Production-scale student journey spanning discovery, applications, and university workflows
A major WiseAdmit production rollout that brought together student-facing university and program discovery, application journeys, foundation-program flows, shared platform components, and supporting…
Highlights
Stack
Platform case studies, independent builds, and systems work.
Longer thoughts on systems, product craft, and shipping with intent.
A practical guide to traditional word embeddings, contextual embeddings, why transformers rely on them, and how self-attention calculates them step by step.
A practical guide to the normal distribution, standard normal variates, z-scores, skewness, CDF, and why Gaussian assumptions matter in real data science workflows.
A detailed, beginner-friendly explanation of masked self-attention in the transformer decoder, why inference is autoregressive, how teacher forcing enables parallel training, and how the causal mask prevents cheating.
I work across technical strategy and hands-on delivery: agent workflows, backend systems, AWS infrastructure, platform reliability, performance, and the product integrations that connect engineering to business outcomes.
How I connect the stack
One ownership loop from storage to surface—contracts, runtime, models, and the interface people touch.
Lines are ownership, not handoffs—fewer seams from database to deploy to UI.
Based in
Kathmandu, Nepal
Distributed teams and remote collaboration across regions.
Focus
TypeScript · Python · Go · LangGraph · RAG · distributed backends · AWS · platform engineering
02 — Voices
Short notes from engineers, designers, and leaders I've shipped with—especially at WiseAdmit. Add headshot URLs in data/testimonials.json when you have them.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.
Engineering · worked together at WiseAdmit
Ayush and I shipped a lot of the core WiseAdmit stack together. He’s the engineer you want in the room when production is noisy—calm, thorough, and he actually follows through on edge cases instead of parking them in a backlog graveyard.
Engineering · WiseAdmit
Working alongside Ayush, you get someone who bridges frontend polish and backend reality without ego. Deadlines didn’t mean cutting quality—he’d negotiate scope with data and still land the important UX details.
CEO · WiseAdmit
Ayush has been instrumental in how we scaled our platform—strong ownership across full stack and AI-driven features, clear communication with leadership, and a bias for shipping that our users felt in every release.
Product designer
As a designer, I valued how Ayush translated fuzzy product intent into interfaces that stayed accessible and consistent. He asked the right questions early, so we weren’t redoing flows after handoff.
COO · Eterosoft
From an operations and delivery standpoint, Ayush made commitments we could trust—realistic timelines, visible progress, and no surprises in production. That reliability matters when you’re coordinating across teams and regions.
Product designer
He pairs well with design: feedback is specific, implementation respects spacing and states, and he doesn’t disappear when something looks right in Figma but behaves wrong in the browser.
Project manager
Ayush made my job easier as a PM—clear tickets, proactive risk callouts, and demos that matched what we’d agreed. Stakeholders got confidence because the engineering side was under control.