RELIABLE AI / SYSTEMS / PRODUCT

CTO @ Bits&Bytes · Advisory Board @ Boardy · a3ro.dev

building things that didn't get permissionto exist.

co-founder & cto at Bits&Bytes. advisory board member at Boardy. i build AI systems, latency-sensitive backends, and permissionless developer communities where work has to survive reality.

02 — Ground truth

i build things. when i'm not building, i'm thinking about building.

started at twelve, haven't really stopped. somewhere along the way it stopped being a hobby and became just — how i move through the world.

i wear a lot of hats and i'm okay with that. CEO, CTO, engineer, community person, the guy who fixes what's broken. whatever the moment needs.

most of my technical work comes from building things that weren't given permission to exist: running a design studio at twelve, writing a multi-agent legal platform at my nani's place with zero internet, bench-marking voice dictation models to shave 60% off TTFT at jhana, and turning the frustration of a rejected school CS club into Bits&Bytes — now a registered Section 8 foundation with active builder forks across five cities.

03 — Trajectory

work that compounds across product, AI, and systems.

i like work where technical execution and systems thinking overlap: shipping low-latency AI backends, debugging under concurrent load, and building communities where builders don't need permission.

Nov 2025 – PresentIndia · Hybrid

Chief Technology Officer & Co-Founder at Bits&Bytes

started bits&bytes after my school rejected a CS club and Hack Club pulled the Daydream Lucknow event. started as a cope event org, now a registered Section 8 foundation with active developer forks across Jaipur, Hyderabad, Bangalore, Kolkata, and Noida. i run the tech (Notion, internal tooling, comms, event platforms) and everything without an owner: strategy, operations, finance, governance, hiring.

Section 8 FoundationDistributed SystemsInternal ToolingTechnical StrategyHiring & Ops
Aug 2026 – PresentGlobal · Remote

Advisory Board Member at Boardy

invited to join the advisory board at 18. working with the team to shape Boardy Pro, sharing product feedback, and helping think through what makes unexpected connections useful for builders and ambitious people.

Product StrategyAdvisoryBuilder Networks
Jan 2026 – Apr 2026Boys' High School, Prayagraj

STEMist Chapter Lead & Technical Lead at STEMist Education

founded the STEMist chapter at Boys' High School, Prayagraj to build a zero-gatekeeping builder community. left when it became clear the chapter model was too dependent on institutional approval and too slow to move. that frustration fed directly into the distributed Bits&Bytes forks model.

Community NodesEcosystem ArchitectureTechnical Leadership
Nov 2025 – Jan 2026Bengaluru, India

Jr. Research Engineer at jhana

worked on two production systems at India's leading legal AI lab (5+ courts, 10k+ lawyers). for Steno (voice dictation plugin for legal drafts), built the benchmark from scratch, sourced audio/transcripts, ran model comparisons, and found a replacement for GPT-4o-mini cutting time-to-first-token (TTFT) by 60%+ without accuracy loss, plus a window manager for long context. also built an automated AI IVRS WhatsApp triage pipeline from scratch.

TTFT OptimizationModel BenchmarkingLLMOpsIVRS AutomationLatency & Scale
Jun 2025 – Nov 2025Bengaluru, India · Remote

Blockchain / HyperLedger Intern at Shihaan Tech Global Inc.

contributed to internal tools, updated and improved the company website, and supported team projects. first real exposure to working inside an existing production codebase and shipping things other people depend on.

TypeScriptHyperledgerInternal ToolsProduction Code
May 2025 – Nov 2025Self-employed

Founder & CEO / CTO at Lexana

started at my nani's place with no internet. built a multi-agent legal intelligence platform from scratch (4 specialized agents: search, document review, drafting, query classification) with proprietary Indian case law indexing. async FastAPI backend, semantic caching cutting LLM costs by 60%, circuit breakers, rate limiting, and real-time editing over WebSockets (p95 < 200ms). pitched to VCs/angels; lexana is now capitalized and operating in Nepal.

Async FastAPISemantic CachingWebSocketsMulti-Agent SystemsVC Pitching
Jul 2025 – Aug 2025Lucknow, India

Head of Sponsorship at Hack Club

ran sponsorship for Daydream Lucknow: secured venue sponsorship, verbal funding commitments, built the outreach pipeline, and conducted team interviews from scratch. when Hack Club pulled the event, the aftermath sparked the creation of Bits&Bytes.

Pipeline OperationsOutreachTeam Building
Apr 2025 – Jun 2025Lucknow, India

Committee Secretary at Subohi Foundation

built a WhatsApp outreach API and an AI-powered delegate management system for GDS MUN, automating manual messaging workflows. also orchestrated their first Reddit digital campaign.

WhatsApp APIAutomationWorkflow Systems
Feb 2024 – Jul 2024United States · Remote

Cloud Infrastructure Associate at Sky_Fly Studios

managed cloud infrastructure, handled deployments, and kept things from breaking. built a client-assistance chatbot using SFT on the side. first time working remotely with a US-based team.

Cloud DeploymentsInfrastructureSFT Chatbots
May 2023 – Sep 2023Chandigarh, India · Remote

Interim Chief Technology Officer at PixelShield

built software systems to automate mobile cover dropshipping: order ingestion, shipment tracking, and customer support pipelines. figured out the full pipeline as i went.

E-commerce SystemsAutomation PipelinesFull-Stack
Nov 2021 – Nov 2022Gurugram, India

Founder & Chief Executive Officer at Graphics Code

started a design studio at age twelve. scaled to 30 designers, 500+ orders in a year, 2-3 daily. exited following co-founder profit split disputes; the studio collapsed within a month. first real lesson in what happens when the human side of an organization breaks.

Studio OpsTeam AlignmentFirst Lessons

04 — Selected builds

systems shaped by reliability, latency constraints, and real usefulness.

i am most interested in products where technical architecture changes what the software can actually do under pressure, not just how it looks in a launch screenshot.

01

HybridMind Retrieval Engine

time-aware local hybrid retrieval engine (wip) combining FAISS HNSW dense search, Okapi BM25 (bm25s + PyStemmer), NetworkX directed multigraph, and SQLite WAL. blends 4096-dim vectors, lexical ranks, and typed graph proximity using Reciprocal Rank Fusion (k=60) with optional cross-encoder reranking.

active research & local memory experiments; safe .mind.zip snapshots with SHA256 manifests and Python SDK.

WIP / Active BuildFastAPIFAISS HNSWBM25sNetworkXRRF Fusion
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02

Luna Companion

AI-native menstrual cycle companion combining NLP conversational logging with adaptive exponential smoothing and ACOG population priors for cycle predictions. features persistent cross-session memory via Supermemory v4 API, dynamic OpenUI structured cards, and 2.5σ soft outlier clamping.

built with Next.js 15, Neon PostgreSQL, Drizzle ORM, and Vercel AI SDK v6 without clinical coldness.

Next.js 15Vercel AI SDKNeon PostgresDrizzle ORMAdaptive SmoothingSupermemory API
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03

Lexana Legal Intelligence

distributed multi-agent legal intelligence platform orchestrating 4 specialized agents (Search, Review, Vibe Drafting, Query Classification). features coroutine-based async FastAPI, proprietary case law indexing, multi-layer semantic caching reducing LLM costs by 60%, and sub-200ms p95 latency.

built at my nani's house with zero internet; WebSocket collaboration engine with OT/CRDTs and Git-inspired DAG version control.

FastAPIMulti-Agent AISemantic CachingWebSocketsp95 < 200msRedis L1/L2

05 — Tools & principles

the tools are flexible. the taste is consistent.

i move across model benchmarks, async Python services, Next.js applications, and community infrastructure. the stack changes. the standard stays the same: build something clear, dependable, and resilient under real pressure.

Production stack

LARGE LANGUAGE MODELSMACHINE LEARNINGDOCKERFASTAPIPYTHONNEXT.JS 16REACT 19TYPESCRIPTREDISPOSTGRESQLFAISS & VECTOR DBWEBSOCKETS

What i keep returning to

LLMOpsTTFT OPTIMIZATIONSEMANTIC CACHINGAGENTIC WORKFLOWSDISTRIBUTED FORKSSYSTEM LATENCYSECTION 8 GOVERNANCEPERMISSIONLESS DXCONTEXT WINDOW MANAGERSCIRCUIT BREAKERSHACKERHOUSESEVALUATION PIPELINES

06 — Contact

need someone who can think through the system and still ship the product?

i am most useful on work with real constraints: AI product flows, retrieval systems, internal tooling, community platforms, and software that has to stay clear under pressure.

Book a call

Focus areas

AI systems, latency, product architecture

Response time

Usually within 24–48 hours

Location

India · Hybrid / Remote