Nihal Pandey
Senior Founding Engineer & Tech Lead @ Tvaram
I'm Tvaram's senior founding engineer and tech lead, building the backend behind Tasvam, the data intelligence layer, and MailTitan, email sending infrastructure. Both are launching soon. I also land PostgreSQL internals fixes in ParadeDB (YC S23).
Senior Founding Engineer & Tech Lead @ Tvaram
Building two products at Tvaram: Tasvam, the data intelligence layer, and MailTitan, email sending infrastructure. Both announced, launching soon.
ParadeDB: ctid Refactor (Merged)
Removed ctid from SearchIndexScore and consolidated duplicate lookup logic into a centralized resolve_ctid helper across 5 execution paths in the query pipeline.
ParadeDB: RAII FrameGuard Fix (Merged)
Fixed nested ExecutorRun panic in fake_aminsertcleanup on PG16. Identified a second correctness bug mid-review and replaced depth-counter approach with a proper RAII FrameGuard.
ParadeDB: JoinScan Sort Key Fix (Merged)
Fixed JoinScan returning wrong rows on self-joins with duplicate sort keys. Caught a column misbinding in my own fix during review and rebuilt using physical index mapping.
ParadeDB: Partitioned Table BM25
Added partition-aware BM25 search via SPI expansion. Fixed lifecycle panics in begin_custom_scan and rescan for partitioned index relations.
Crash-Safe High-Throughput EVM Indexer
Production Rust ingestion pipeline indexing 10M+ transactions from Ethereum RPC with atomic SQL guarantees, zero data integrity failures across crash and block-reorg scenarios, and a low-latency REST API.
Solana Stablecoin Standard (SSS)
OpenZeppelin-equivalent SDK for Solana stablecoins using Token-2022. Three standards: SSS-1 minimal, SSS-2 compliant with Transfer Hook blacklist enforcement and Permanent Delegate seizure, SSS-3 private with ZK Confidential Transfers proof of concept.
Solana Job Queue
Redis and SQS style job queue rebuilt as a Solana program: worker lifecycles, DAG dependencies, dead letter queues, and scheduled execution.
Tvaram ↗
Jun 2026 - PresentSenior Founding Engineer & Tech Lead
- Built the backend for both products solo: MailTitan (email sending infrastructure) and Tasvam (the data intelligence layer), both launching soon.
- Promoted from Founding Engineer to Senior Founding Engineer & Tech Lead within three months.
- Now leading a team of interns as the first full-time engineers are hired.
- Own the backend end to end on both products.
- Engineering write-ups and case studies coming once the products are live.
ParadeDB (YC S23) ↗
Apr 2026 - PresentOpen Source Contributor · Rust / PostgreSQL
- Multiple PRs merged into the production Rust codebase: query pipeline, scan execution, and PostgreSQL executor hooks
- PR #4924 (merged): fixed a nested ExecutorRun panic on PG16, found a second bug on the recursive DML path during review, and replaced a depth counter with an RAII FrameGuard
- PR #4763 (merged): fixed JoinScan returning wrong rows on self-joins with duplicate sort keys by rewriting physical projection to use column indices instead of name-based dedup
- PR #4765 (merged): refactored ctid lookup across the query pipeline and removed five duplicate code blocks
- PR #4752 (in review): partition-aware BM25 search via SPI expansion, plus lifecycle panic fixes in begin_custom_scan and rescan
Prime Minister's Office, Government of India
Jun 2025 - Sept 2025Cybersecurity Research Intern
- Built Rust/Tokio vulnerability scanner deployed across critical government infrastructure
- Cut manual vulnerability assessment time by 60% with zero downtime across distributed systems
- Adopted by 2 internal security teams. Details under NDA.
Winner: UK AI Agent Hackathon 2026 (Kaspa Track)
Team KaspaSwarm
- 1st place in the Kaspa track with KaspaSwarm
- AI agent hackathon hosted by Imperial College London
Winner: aOS Andromeda Hackathon 2025
Team Lead
- 1st place out of 2,500+ global teams
- Built production RWA tokenization platform with ERC-721 contracts and IPFS metadata in 48 hours
Winner: Smart India Hackathon 2024 (NTRO)
Tech Lead & Backend Developer
- 1st place out of 50,000+ participants
- Built agentless Windows vulnerability scanner reducing manual security analysis by 80%
- Client: Government of India (NTRO)
4th Place: Kaspa Hackathon 2024
Backend Developer
- 4th overall out of international field
- Won Most Creative Use of Kaspa and Best Real-Time Data Project
Finalist: Kraken Forge Hackathon 2025
Backend Developer
- Selected as global top-tier finalist in performance optimization category
Winner: Graph-e-thon 2.0
Blockchain Developer
- Built blockchain-based analytics solution for Technology Business Incubator event
- Host: TBI Graphic Era
Building a Deterministic, High-Throughput WebSocket Ingestor
A deep dive into building resilient Rust systems that handle 648k msgs/sec with zero drops. Covers actor patterns, buffer management, and error handling.
Designing a Crash-Safe, Idempotent EVM Indexer
Architecting a production-grade indexer using Rust and PostgreSQL. Focuses on atomic transactions, reorganization handling, and data integrity.
Fixing Wrong Rows: Debugging ParadeDB's JoinScan on Self-Joins
A self-join with duplicate sort keys was returning wrong rows. How I traced it through the optimizer and rebuilt physical projection on column indices.
RAII in Postgres Extensions: Surviving Nested ExecutorRun
Why a depth counter can't model recursive DML in executor hooks, and how an RAII FrameGuard fixes it.
About Me
I build backend systems where mistakes are expensive: customer data, email delivery, query execution. Most of the work is finding the invariant the system has to hold and making the database or the design enforce it, instead of trusting review to catch violations.
Right now that means Tasvam and MailTitan at Tvaram, plus PRs into ParadeDB's Rust codebase. Before that, Rust security tooling at the Prime Minister's Office.
Tech Stack
- Go
- Python
- Rust
- TypeScript / Node.js
- PostgreSQL
- Redis
- Docker
Systems Interests
PostgreSQL internals · Distributed systems · Email infrastructure · Rust
Get in Touch
Email is the fastest way to reach me. Happy to talk backend architecture, PostgreSQL internals, email infrastructure, or open source.
Say Hello