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Project archive · 12 entries

All engineering work

Case studies lead the archive. Smaller builds and contributions follow as concise, documented records that can expand as the work grows.

01

Archive 01

Four systems documented from context through architecture and engineering decisions.

02

Archive 02 · 06 entries

AI & agentic builds

Retrieval systems, coordinated agents, multimodal experiments, and rapid product builds.

  • 01

    Hierarchical RAG

    RecurseAI

    A provider-agnostic retrieval engine for navigating long technical documents through recursive summaries.

    Recursive summary trees and beam-search traversal improved retrieval accuracy from 25% to 88% across datasets exceeding 500K tokens.

    • Go
    • Python
    • Recursive Summary Trees
    • Beam Search
    • OpenAI
    • Gemini
    • Anthropic
    • Ollama
    • SQLite Vector Storage
  • 02

    Multi-agent orchestration

    Autonomous Knowledge Retrieval Agent

    A CrewAI system coordinating specialist agents for document verification and knowledge retrieval.

    Multi-agent orchestration improved extracted-specification consistency by 30%, with ChromaDB serving vector retrieval.

    • CrewAI
    • Llama 3
    • QLoRA
    • ChromaDB
    • Python
    • Vector Search
  • Animated SMOKY autonomous DevSecOps workflow demonstration
    Media plate · A03SMOKY · autonomous pre-merge risk analysis
    03

    Autonomous DevSecOps

    SMOKY

    An autonomous agent that evaluates security and production risk before code is merged.

    Built in a ten-hour sprint and awarded 2nd place at the Applied Intelligence Hackathon in May 2026.

    • Opsera MCP
    • Daytona
    • NEAR AI
    • React
    • FastAPI
    • InsForge
  • 04

    Multi-agent data repair

    DATA ER

    A multi-agent system that coordinates specialist workflows for schema validation, duplicate detection, and anomaly analysis across messy datasets.

    Won 1st place overall and the Hotdata track at the Data & AI Hackathon at AWS Builder Loft San Francisco.

    • RocketRide
    • Hotdata
    • Multi-Agent Systems
    • Data Engineering
    • Telemetry
  • 05

    Multimodal virality simulation

    Viralyst

    A rapid-build platform combining speech transcription, visual analysis, and vector similarity to model how founder videos may spread.

    Placed 2nd at the InsForge Hackathon after an eight-hour build in June 2026.

    • InsForge
    • Whisper
    • Vision Models
    • PostgreSQL
    • Vector Search
  • 06

    Retrieval-grounded legal QA

    Legal QA Engine

    A GPT-4 question-answering workflow grounded in retrieved legal context and built during a four-person hackathon sprint.

    Earned the top ranking at LLM x Law Hackathon #5 at Stanford University in April 2025.

    • GPT-4
    • LangChain
    • Vector Search
    • Python
03

Archive 03 · 02 entries

Platforms & contributions

Infrastructure practice and open-source work that sit outside the four complete case studies.

  • 01

    Personal infrastructure lab

    Observability & Self-Hosted Platform Engineering

    Hands-on platform work spanning container orchestration, service ingress, telemetry, configuration, and the networking foundations beneath them.

    Built and operated personal lab workflows around Linux, Docker, Kubernetes fundamentals, Prometheus, Grafana, OpenTelemetry, and Ansible.

    • Linux
    • Docker
    • Kubernetes
    • Prometheus
    • Grafana
    • OpenTelemetry
    • Ansible
  • 02

    Open-source contribution

    Faker

    Locale coverage contributed to the Python Faker ecosystem for more representative India-focused generated data.

    Added Hindi and Gujarati locale support, enhanced English-India data, and covered the additions with unittest modules.

    • Python
    • Faker
    • Localization
    • unittest