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jasper-0918/README.md

Hi, I'm Jasper John Paitan πŸ‘‹

Agentic Engineer & AI Consultant Β· Computer Engineer who ships production AI systems

I design and build AI agents and autonomous pipelines that replace hours of manual work with reliable, self-running software, multi-provider LLM routing, RAG, tool-calling, and local/on-device inference. I don't ship demos, I ship systems that run.

My edge: a real engineering foundation, a Computer Engineering degree and systems work from Python to embedded C, so the agents I build are debugged, secured, and maintainable, not prompt-and-pray.

πŸŽ“ Computer Engineering, La Salle University – Ozamiz (2026) Β |Β  πŸ“ Philippines (UTC+8), available for remote work worldwide 🌐 Portfolio Β |Β  πŸ“§ jasper.paitan0918@gmail.com Β |Β  LinkedIn Β |Β  Credly Certifications


πŸ€– What I Build

  • AI Agents & Autonomous Workflows β€” agents that scrape, reason, decide, and act end-to-end, with tiered human-in-the-loop control
  • Multi-Provider LLM Systems β€” routing, failover, and key rotation across Groq, Claude, OpenAI, OpenRouter, and Cerebras for reliability and cost control
  • RAG & Local AI β€” private, on-device assistants (Ollama, ChromaDB) that keep data on the client's own machine
  • Business Process Automation β€” turning repetitive, multi-step operations into scheduled, hands-free pipelines
  • Applied ML & Edge AI β€” computer vision and real-time inference on-device (TensorFlow, Edge Impulse, Raspberry Pi)

πŸ’Ό How I Can Help (Consulting)

I help teams find the highest-ROI workflow to automate, then design, build, and hand over the agent that does it, documented, reliable, and yours to keep. Available for remote consulting engagements and agentic / AI engineering roles.

  • Automate a manual, repetitive workflow (research, outreach, data entry, reporting) with an autonomous agent
  • Add an AI layer (chat, RAG, classification, routing) to an existing product or ops stack
  • Stand up a private, local LLM setup so sensitive data never leaves your infrastructure
  • Build your small business a premium website wired for lead response β€” form to instant reply to follow-up, so no inquiry goes cold

πŸš€ Featured Projects

⭐ RoScript AI Pro β€” Multi-Provider AI Coding Agent

A single-file, zero-backend AI coding assistant for game developers, engineered for reliability across multiple LLM providers.

  • Multi-provider routing with automatic failover and API-key rotation across Groq, OpenRouter, and Cerebras, so a rate-limited or down provider never stops the session
  • Multi-round tool-calling: the agent calls tools, reads results, and keeps reasoning across steps in one turn
  • Two-layer validation pipeline (static analysis + independent AI self-review) that catches and corrects logic errors before code is shown
  • Integrated Tavily web search and AI image generation, hardened against XSS, all in one portable HTML file

Tech: HTML/CSS/JavaScript, Groq API, OpenRouter, Cerebras, Tavily Search API


πŸͺ Lead-Gen Website Demos β€” small-business sites built to convert

Three vertical demo sites β€” dental clinic, real estate, home services β€” each with its own complete design system and a lead-qualifying form. Work samples for my web design + lead-response service.

  • Three distinct design systems, hand-built in a single file each: no frameworks, no stock photos, all SVG illustration
  • Lead-machine patterns throughout: reply-time promises, qualifying forms (service, budget, urgency), call CTAs
  • Live: Dental Clinic Β· Real Estate Β· Home Services

Tech: HTML/CSS/JS, design systems, SVG illustration, conversion copywriting (source private)


A private AI agent that runs entirely on-device, no cloud, no data leaving the machine.

  • Runs fully local via Ollama β€” no subscriptions, no cloud APIs, no data leaving your machine
  • RAG pipeline (ChromaDB + sentence-transformers) trained on personal notes to answer and draft in your own voice
  • Reads and summarizes Gmail, drafts replies in your tone, scans for interview responses
  • Autonomously searches and applies to jobs, and scaffolds complete working projects (plus a demo video) from a one-line prompt

Tech: Python, Ollama, ChromaDB, Streamlit, Gmail IMAP/SMTP, GitHub REST API, RAG


πŸ€– Autonomous Job-Hunting Agent β€” cut search from 2–4 hrs to under 10 min

An end-to-end agent that scrapes, screens, applies, and monitors replies, with a human kept in control.

  • Result: reduced daily job-search time from 2–4 hours to under 10 minutes
  • Scrapes listings (Playwright), then scores each with an LLM for fit and scam detection (keyword filter + deep analysis)
  • Tiered decision engine (auto-apply / human review / reject) based on AI fit scoring
  • Generates a tailored cover letter per role, applies, and classifies inbox replies via IMAP; FastAPI dashboard for live monitoring

Tech: Python, Playwright, FastAPI, SQLite, Claude AI, Gmail SMTP/IMAP

Also rebuilt as a free, zero-cost version using only open-source tools, same pipeline, no paid APIs, to prove cost-efficient automation on any budget.


A real-time computer-vision system that classifies and physically sorts plastics, running entirely on-device with no cloud dependency.

  • MobileNet CNN (TensorFlow + Edge Impulse) classifying 5 plastic resin types at greater than 90% accuracy
  • Real-time inference fully on-device on a Raspberry Pi 5 β€” no cloud round-trip
  • Servo actuators driven by model output automate the physical sorting end-to-end

Tech: Python, TensorFlow, TensorFlow Lite, Edge Impulse, OpenCV, Raspberry Pi 5


πŸ“ AI Document Organizer β€” hands-free file classification

Auto-classifies and files documents using zero-shot NLP and computer vision, no training data, no manual rules.

  • Classifies documents by content using zero-shot NLP (facebook/bart-large-mnli)
  • Recognizes image types with OpenCV scene recognition; perceptual-hash duplicate detection
  • Runs hands-free on a schedule with dry-run and watch modes; SQLite history prevents re-processing

Tech: Python, HuggingFace Transformers, OpenCV, SQLite, schedule


πŸ› οΈ Tech Stack

Category Tools
Agentic AI & LLM Tool-calling agents, multi-provider routing (Groq, Claude, OpenAI, OpenRouter, Cerebras), RAG (ChromaDB), prompt engineering, local LLM deployment (Ollama)
ML & Edge AI TensorFlow, TensorFlow Lite, Edge Impulse, HuggingFace Transformers, OpenCV, on-device inference
Backend & Automation FastAPI, REST APIs, Playwright, web scraping, email automation (SMTP/IMAP), task scheduling
Languages Python, C, C++, C#, JavaScript, Assembly, SQL
Data & Infra SQLite, MySQL, pandas, numpy, Git & GitHub, Linux, Raspberry Pi

πŸŽ“ Background

Computer Engineering graduate with a software development internship at Benpos Systems (system maintenance, defect resolution, client deployments), and a growing portfolio of production AI agents and automation systems. Certified in cybersecurity through Google Cloud and Cisco, a security-conscious foundation for the private, local-first AI I build. I build things that run in production, not demos.


πŸ“¬ Let's Work Together

Available for remote consulting engagements and agentic / AI engineering roles, worldwide.

Portfolio LinkedIn Email Credly

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