FastAPI · PostgreSQL · MCP
∞
Release candidate · Backend & AI lead
Continuum AI
Decision memory for AI assistants
Owned the backend for a two-person project that captures decisions and their reasons, then detects when changing assumptions break a plan. Built evidence-grounded extraction, dependency-graph traversal, versioned revisions, and eight MCP tools sharing the REST service layer.
40/40labeled detection-engine cases passed
Python · FastAPI · Next.js · Docker
◈
Demo · Backend, security & infrastructure lead
ProofLayer
Independent verification for AI coding agents
Built run orchestration, sandbox and verifier drivers, and a SHA-256 hash-chained evidence engine for a two-person platform. A separate verifier re-runs pinned checks, and deterministic rules classify agent claims as verified, failed, or inconclusive, with downloadable evidence certificates.
142automated backend & frontend tests
Implemented · Locally verified
KubeFleet
Batch admission & lifecycle operator
Built a Go operator with immutable BatchRun APIs, UID-safe Job ownership, prerequisite admission checks, and durable cancellation and deadline cleanup. Added a tenant CLI, restricted worker Pods, and observability; exercised process crashes and leader failover on a local kind cluster.
180successful local smoke batch runs
OCaml · Python · WAL · Docker
↻
v0.1.0 · Local CLI workbench
ReplayLab
Matching engine & crash-recovery workbench
Built an OCaml price/time-priority matching engine checked against an independent Python reference. Implemented synchronous journaling, snapshots, retry-safe recovery, and nine controlled crash hooks. Failure-reduction tooling shrank a seeded FIFO defect from 500 attempts to three commands.
100Kattempts in the differential test corpus
PyTorch · FAISS · FastAPI · Kafka
✧
In progress · Product & experiment design
InspireRank
Multi-interest visual recommendations
Designing a recommendation benchmark and interactive feed that combine multiple user interests with recent activity. The planned system compares retrieval and ranking models with chronological evaluation, session adaptation, and diversity reranking. Implementation and measured results are pending.
PyTorch · WavLM · Scikit-learn
〽️
Aug 2025 – Present
Speaker-Independent Speech Emotion Recognition
Built an eight-class, speaker-independent speech inference pipeline with pretrained WavLM representations, statistical pooling, PCA, and downstream classification, achieving 82% test accuracy.
82%test accuracy
AWS EKS · Terraform · Helm
☁️
Aug 2025 – Dec 2025
Cloud-Native Microservices Platform
Deployed containerized Python services to AWS EKS with Docker, Kubernetes, Terraform, and Helm. Added CI/CD plus Prometheus and Grafana monitoring for repeatable deployments and operational visibility.
React · FastAPI · PostgreSQL
🎙️
Feb 2025 – Jun 2025
NextMeet-AI Meeting Companion
Built an AI meeting companion for transcription, summaries, and action items. Celery and Redis decouple long-running AI workloads while the frontend presents responsive, real-time task progress.
React · TypeScript · Cloudflare
✦
Sep 2025 – Oct 2025
Nebula Spotlight
Built an AI-powered Chrome extension that automates browser interactions from natural-language commands using a universal DOM element-resolution framework. Added secure Cloudflare Worker APIs, client-side PII masking, caching, and prompt orchestration.
Jan 2026 – Mar 2026
Event-Driven Order Management System
Architected independently scalable order, inventory, and analytics services. Implemented idempotent consumers, queue-based decoupling, authentication, and failure handling for reliable distributed workflows.