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Soumya.
Soumyaranjan Sahoo — Founder @ RITE Labs
Founder & Principal Architect

Soumyaranjan Sahoo

Founder @ RITE Labs

Odisha, India

I enjoy building software that solves real problems and makes complex things feel simple. Most of my work revolves around AI systems, backend engineering, and creating products that people actually find useful.

Over the last few years, I've worked with technologies ranging from machine learning and large language models to full-stack web development. I like understanding how systems work under the hood and turning ideas into reliable products.

Right now, I'm exploring Agentic AI, retrieval systems, and scalable software architecture. I'm especially interested in building intelligent systems that can reason, automate workflows, and augment human decision making.

Outside of work, I spend time learning, solving algorithmic problems, reading about technology, and experimenting with new ideas. I'm always curious about how great products are designed and how they evolve over time.

Core Engineering Focus

Multi-Agent Systems Engineer

production-grade

Designing distributed supervisor-worker topologies, consensus protocols, and task delegation pipelines. Preventing cascade failures, deadlocks, and hallucination propagation across autonomous agents.

Supervisor TopologiesSwarm ConsensusHierarchical Delegation

LangGraph Developer

state machines

Implementing cyclical graph-based state machines, interruptible human-in-the-loop gates, vector checkpointers, and deterministic transition guards for mission-critical workflows.

State GraphsHuman-in-the-LoopTime-Travel Debugging

Deterministic Agent Memory

zero amnesia

Eliminating context window degradation and multi-agent amnesia. Architecting hybrid vector-graph episodic memories and persistent state stores across agent lifetimes.

Mesh MemoryVector CheckpointingContext Pruning

RITE Labs Founder & Architect

mission-driven

Directing research and product creation at RITE Labs. Delivering consumer software like Rite Habit Tracker, enterprise intelligence suites like Sentinel, and simulation laboratories like SYSLAB.

Rite MobileSentinel OSSYSLAB Simulator

The Philosophy: Plan → Delegate → Verify → Ship

The future belongs not to engineers who merely churn syntax, but to Mission Controllers who scaffold precise contextual constraints, set automated verification assertions, and direct intelligent agent sub-teams.

Rigid schema enforcement and context-engineering over blind prompts.
Deterministic verification gates before any autonomous code is merged.
Zero hallucination tolerance through isolated multi-agent role boundaries.
High-performance, edge-first deployment on modern serverless foundations.

“Code written without verification is just hopeful guesswork. True agentic engineering demands mathematical guarantees, cyclical feedback, and ironclad state machines.”

— Architectural Manifesto

Principles & Values

ReliabilitySimplicityOwnershipCuriosityImpact
EXPERIENCE & SYSTEMS

Career & Engineering Experience

Roles, outcomes, and distributed systems architected across organizations.

Founder

atRITE Labs
2026 - Present•Full-time
Current Role
  • ›Building AI-native products focused on intelligent automation and practical real-world applications.
  • ›Designing scalable architectures that combine LLMs, retrieval systems, and agentic workflows.
  • ›Leading product development from idea to deployment with an emphasis on reliability and simplicity.
  • ›Exploring new approaches to build software systems that augment human productivity.
Stack:
ReactFlutterFastApiAWSFirebase

Associate Software Engineer

atBetter Software
01/2026 - 03/2026•Internship
  • ›Contribute to building scalable and maintainable software systems for production environments.
  • ›Design backend solutions that improve reliability and development velocity.
  • ›Collaborate with engineering teams to deliver robust and extensible systems.
Stack:
PythonReact

Software Development Engineer Intern

atBluestock Fintech
04/2025 - 06/2025•Internship
  • ›Led a team of 10 interns while contributing to a stock broker platform built with Django and React.
  • ›Built REST APIs and real-time communication modules to improve user experience.
  • ›Implemented live stock market visualizations for faster access to financial information.
  • ›Worked in Agile environments and collaborated effectively using Git-based workflows.

Connect & Verify Identity

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