Summary
Distributed systems architect and founder building software for high-stakes environments where scale, correctness, and trust all matter.
My work spans forensic litigation intelligence, backend infrastructure, AI-assisted document processing, secure evidence workflows, and compliance-aware automation. I have built systems that reached millions of requests per day, generated roughly $500k ARR, and reduced financial tracing workflows from weeks to minutes through deterministic automation.
Core Strengths
Systems: Distributed systems, event-driven architecture, async orchestration, worker queues, rate control, fault isolation
Backend: Python, Django, FastAPI, Flask, Node.js, TypeScript, SQL, Bash
Infrastructure: Docker, Kubernetes, Redis, Celery, PostgreSQL, MySQL, NGINX, AWS, GCP, DigitalOcean
Forensics: Bank statement ingestion, OCR-assisted extraction, transaction classification, LIBR tracing, audit trails
Security: AES-256 encryption concepts, SHA-256 evidence sealing, access control, matter-level data isolation
Product: Founder-led execution, zero-to-revenue systems, compliance-aware architecture, technical strategy
Experience
Founder & Systems Architect | Exit Protocol
2025 - Present
Building Exit Protocol, a forensic litigation intelligence platform for high-conflict divorce, asset tracing, and financial discovery.
- Designed a deterministic financial tracing engine for Lowest Intermediate Balance Rule (LIBR) analysis.
- Built workflows for PDF bank statement ingestion, OCR-assisted extraction, and transaction normalization.
- Developed AI-assisted review flows for categorization, case summaries, and communication support.
- Designed cryptographic evidence sealing with SHA-256 hash records and reviewable processing history.
- Built secure data-handling patterns for sensitive legal and financial records.
- Architected the platform around a clear boundary: AI assists with messy documents; deterministic systems handle legal proof.
Stack: Python, Django, PostgreSQL, Celery, Redis, Docker, OCR pipelines, AI APIs, cryptographic evidence workflows.
Founder & Lead Architect | Hydra / XLeadScraper
2024 - 2025
Built and operated a high-throughput data infrastructure product that scaled from zero to roughly $500k ARR in six months.
- Designed distributed worker pipelines capable of processing millions of requests per day.
- Built orchestration around queues, worker isolation, rate control, retries, and operational monitoring.
- Developed data-processing flows for lead qualification, filtering, and structured exports.
- Operated production infrastructure across distributed workers, Redis, PostgreSQL, and automation services.
- Learned the architectural cost of optimizing for speed without enough emphasis on durability, compliance, and long-term platform trust.
Outcome: The venture proved market demand and technical execution, then shaped my current engineering philosophy: constraints are part of the architecture.
Infrastructure and Systems Consulting
Ongoing
Advising and building around resilient automation, backend architecture, data processing, and technical due diligence.
- Designed backend and data-processing workflows for high-throughput use cases.
- Reviewed architecture for operational risk, scaling limits, and maintainability.
- Helped translate product requirements into practical infrastructure plans.
- Focused on systems that need reliability under business, legal, or adversarial pressure.
Projects
Exit Protocol
Forensic Litigation Intelligence
- Automates financial discovery workflows for high-conflict litigation.
- Converts messy bank statements and transaction records into structured, reviewable evidence.
- Applies deterministic tracing rules for commingled asset analysis.
- Produces audit-friendly outputs with cryptographic integrity records.
| View Live | Case Study |
Hydra / XLeadScraper
High-Throughput Data Infrastructure
- Distributed data infrastructure product built around async workers, queueing, data enrichment, and operational isolation.
- Reached roughly $500k ARR and processed millions of requests per day at peak.
- Became the foundation for my current compliance-aware approach to systems design.
| View Live | Technical Postmortem |
Education
National Institute of Technology (NIT) Mizoram Bachelor of Technology in Electronics & Communication, 2017-2019
Left before degree completion to pursue practical engineering and founder-led product work.
Contact
| Website |