Summary
Distributed systems architect and founder shipping under pressure: zero-to-revenue products, 2M+ requests/day in production, and platform constraints turned into design inputs.
Currently building Exit Protocol, a forensic litigation intelligence platform for asset tracing and financial discovery. Previously scaled Hydra / XLeadScraper to roughly $500k ARR in six months. Philosophy: AI accelerates messy document work; deterministic systems handle proof; compliance, security, and auditability are architecture requirements, not polish.
Technical Skills
Systems: Distributed architecture, async orchestration, worker queues, rate control, fault isolation, traffic shaping, observability, forensic pipelines, evidence integrity
Stack: Python (Django, FastAPI, AsyncIO), TypeScript, Node.js, SQL, Bash; PostgreSQL, Redis, Celery, Docker, Kubernetes, NGINX, AWS, GCP, OpenTelemetry
Focus: LIBR tracing, OCR/document ingestion, transaction normalization, SHA-256 snapshot integrity, AES-256 data protection, AI-assisted review, secure deployments
Experience
Founder & Systems Architect | Exit Protocol
2025 – Present · Remote
Forensic litigation intelligence for high-conflict divorce, asset tracing, and financial discovery. exitprotocols.com
- LIBR Tracing Engine: Deterministic Lowest Intermediate Balance Rule state-machine logic producing attorney-reviewable workpapers with visible strategy, ledger agreement, and source provenance.
- Evidence Pipeline: OCR-assisted ingestion for PDF statements and discovery packets; normalized transactions into reviewable timelines.
- Integrity Layer: SHA-256 snapshot sealing, exact file-hash verification, and processing history for tamper-evident outputs.
- Production Stack: Django, PostgreSQL, Celery, Redis, Docker; hybrid LLM/OCR flows (Mistral, Gemini) with hard boundaries around deterministic legal math.
Founder & Lead Architect | Hydra / XLeadScraper
2024 – 2025 · Remote
High-throughput data infrastructure; roughly $500k ARR in six months. xleadscraper.com
- Scale Engineering: Queue-driven worker pools, proxy-aware request routing, and backpressure controls sustaining 2M+ requests/day at peak.
- Platform Analysis: Reverse-engineered rate-limiting and co-temporal detection patterns beyond simple volumetric caps.
- Intent Pipeline: NLP scoring workflows shifting revenue from raw volume to higher-intent structured output.
- Compliance Pivot: Rebuilt for network isolation and policy-aware architecture after late-2024 platform constraints.
Infrastructure & Systems Consulting
Ongoing · Remote
Backend architecture, high-throughput data processing, technical due diligence, and resilient automation for teams under business, legal, or operational pressure.
Technical Publications
- Dec 2025: The $500K Cease-and-Desist: A Distributed Systems Postmortem — structured report
- Nov 2025: Platform Rate Limits Are Multi-Dimensional: A 2M Request/Day Postmortem
- Dec 2025: Exit Protocol: Forensic Litigation Intelligence
Selected Work
LIBR state-machine demo · Architect profile · $500K C&D Report · Exit Protocol case study
Education
National Institute of Technology (NIT) Mizoram
Bachelor of Technology in Electronics & Communication, 2017–2019
Left prior to degree conferral to pursue practical engineering challenges in the high-growth SaaS sector.
Contact
Email · Website · Exit Protocol · Twitter · LinkedIn · GitHub