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damn llms are nice, until you realize you are the data
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damn llms are nice, until you realize you are the data

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totally-not-eli/README.md

πŸ‘‹ Hi, I'm Eli (Eliniel Valdez)

Full Stack & Data Engineer | Backend Systems | Finance + AI Integrations


πŸ› οΈ About Me

I’m a Senior Software Engineer with expertise in full stack engineering, data pipelines, accounting automation, and AI integrations.
I build scalable APIs, ACH payment systems, AI-enabled applications, and developer tooling that bridge finance, medical, agriculture and technology.

I specialize in building systems that handle complex data flows, ensure compliance/security, and deliver production-ready AI integrations.


πŸ”¨ What I Do

πŸ’΅ Finance & Accounting Systems

  • ACH payment workflows and reconciliation
  • Automated participation payouts & reporting
  • Portfolio and loan management APIs
  • Accounting report generation and integrations
  • Interactive dashboards for financial visibility

πŸ—οΈ Backend & Data

  • REST API development (FastAPI, Flask)
  • Authentication & authorization systems (JWT, RBAC)
  • ETL pipelines and complex migrations (Postgres, Supabase, MySQL)
  • Real-time cron-driven data automation
  • High-performance scraping and ingestion

πŸ€– AI & Vector Search

  • AI-powered data retrieval and semantic search
  • Multi-model inference setups (pgvector, Pinecone, cloud APIs)
  • Retrieval-Augmented Generation (RAG) pipelines
  • LangChain-based chatbot integrations

🌐 Frontend

  • Next.js + React for dashboards and portals
  • Secure authentication flows
  • API-first approach with backend-first architecture

πŸ›‘οΈ DevOps & Infra

  • CI/CD pipelines (GitHub Actions, Cloud Build)
  • AWS + DigitalOcean deployments with scaling and monitoring
  • Dockerized local/staging/production parity
  • Infrastructure as Code (CloudFormation, scripting)
  • Compliance-first logging and observability

πŸ“‚ Featured Projects

1. ACH Payment & Reporting Automation

A backend-first system for automating ACH payments, reconciliations, and financial reporting.

Highlights

  • Automated ACH file generation and correction workflows
  • Cashflow management and syndication support
  • Weekly reconciliation against bank/ledger data
  • Dynamic accounting reports with breakdowns for principal, income, and fees
  • CI/CD pipelines with blue/green deployments for reliability

2. Financial Management Admin Portal

A React-based financial dashboard providing visibility into ACH workflows, portfolio tracking, and reporting systems. Serves as the frontend layer for payment automation and reporting pipelines.

Highlights

  • Interactive dashboard with key financial metrics
  • Portfolio and transaction management with batch operations
  • Scheduled payments, overrides, and fee tracking
  • Contract generation and document storage
  • SaaSant integration for accounting workflows
  • Secure authentication, audit logs, and compliance features
  • Built with React 18, Material-UI, AG Grid, Chart.js, Recharts

3. Intelligent Plan Navigator Chatbot

A large-scale chatbot system designed for navigating structured but complex plans where users need to evaluate costs, benefits, and eligibility in real-time.

Highlights

  • Vector-based semantic search with hybrid metadata filters
  • Real-time eligibility verification with caching and compliance middleware
  • Optimized token usage and batch embeddings for cost efficiency
  • PHI-safe logging and observability with performance metrics

4. High-Volume Data Ingestion Pipelines

A data engineering platform for scalable ingestion, transformation, and reporting from multiple third-party data sources.

Highlights

  • Automated ingestion of millions of records via APIs and web scraping
  • Real-time data normalization into Postgres/Redshift warehouses
  • Cron + multiprocessing orchestration for parallelized loads
  • Dashboard-ready data with aggregated sales, performance, and KPIs
  • Optimized ETL jobs with 2–3x speedups via batch operations

5. Migration & API Platform

A complex migration project transforming legacy data + APIs into a modern Supabase + FastAPI stack.

Highlights

  • Data migration across 30+ related tables with strict referential integrity
  • ERD re-design for query efficiency and debuggability
  • High-performance RESTful APIs handling 10k+ daily requests
  • Automated testing suite with ~98% coverage (cron jobs + API flows)
  • Reduced production errors by ~80% through validation + async tasks

πŸ“Š Resume Highlights

  • Built ACH payment and reconciliation systems with automated reporting
  • Developed APIs for financial, healthcare, and AI-driven applications
  • Designed high-volume ingestion pipelines and optimized scraping frameworks
  • Architected multi-model vector search and RAG pipelines
  • Created CI/CD pipelines, blue/green deployments, and infra as code setups
  • Built secure, compliance-ready systems for sensitive data processing

πŸš€ Tech Stack

tech_stack = {
  "Languages": ["Python", "Rust", "Go", "TypeScript", "JavaScript"],
  "Backend": ["FastAPI", "Flask"],
  "Frontend": ["Next.js", "React"],
  "Databases": ["Postgres + pgvector", "MySQL", "Supabase", "MongoDB"],
  "AI/ML": ["LangChain", "GPT APIs", "Vector DBs (Pinecone, ChromaDB)", "LLM Integrations"],
  "Infra": ["AWS", "GCP", "DigitalOcean"],
  "DevOps": ["Docker", "CI/CD", "CloudFormation", "Cloud Build"],
  "Other": ["ACH Systems", "Financial Reporting", "Web Scraping"]
}

πŸ“Š GitHub Stats


πŸ“« Connect With Me


Pinned Loading

  1. binance-test-quant binance-test-quant Public

    Python 1

  2. ipfs_bc ipfs_bc Public

    Rust 1

  3. Scraper Scraper Public

    Python 1

  4. Solve-zhiwehu-exercise Solve-zhiwehu-exercise Public

    Here, I've documented the problems from zhiwehu and solved it using other approaches that I could think of, this is mainly for improving my algorithm and critical thinking skills.

    Python

  5. Technical-Interview-Questions-Competitive-Programming Technical-Interview-Questions-Competitive-Programming Public

    I will be documenting every problems that I could solve and no :p this did not come from leetcode or hackkerrank (kekw)

    Python