AKASH
KUMAR
Building LLM-powered systems, RAG pipelines, automation infrastructure, and intelligent applications using FastAPI, Next.js, and real-time data workflows.
Based in Kolkata, India
About
ME
AI Systems · Automation · Infrastructure
Building systems that
RETRIEVE, REASON, AUTOMATE.01. AUTOMATION // OPSORA
Engineering Shelly: a high-throughput lead generation engine designed to scale business outreach with precision.
02. INTELLIGENCE // RESEARCH
Building Retrieval-powered AI Workflows, Market Intelligence Systems, and Domain-specific Reasoning Pipelines backed by real-time data.
ACTIVE
PROJECTS
Shelly
High-throughput automation system for lead scraping and personalized cold-mail orchestration.
Lexx
Citation-grounded legal assistant for Indian law using RAG. Focused on retrieval correctness.
Dazai
Market-regime aware research system with backtesting and risk-aware experimentation.
TECH
STACK
Delivering production-ready web and mobile applications from architecture to deployment.
Utilizing a versatile arsenal for Opsora enterprise solutions.
How I Built a Market Regime Classifier for Crypto Using HMMs and LSTMs
Most trading systems fail not because their logic is wrong—but because they are blind to context. A deep dive into utilizing Probabilistic Models for live market state detection.
CORE COMMITMENTS
AUDITABLE ARCHITECTURE
OPERATING_STANDARD
We prioritize transparent logic over 'black-box' implementations that lack audit trails.
DELIVERED_OUTCOME
You receive citation-grounded systems where every decision is traceable and verifiable.
AUTONOMOUS OPERATIONS
OPERATING_STANDARD
We decline projects that rely on manual intervention for core processing tasks.
DELIVERED_OUTCOME
End-to-end Shelly-grade automation designed to operate 24/7 without human oversight.
SYSTEM RESILIENCE
OPERATING_STANDARD
We forgo rapid, fragile deployments in favor of rigorous, stress-tested correctness.
DELIVERED_OUTCOME
Architectures that maintain data integrity under extreme market noise and complex constraints.
These standards ensure that every system built under the Opsora banner remains resilient, auditable, and truly autonomous.