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// jays.website / appdevelopment

App Development

Agents, infrastructure, and full-stack applications — built and running in production.

9
Projects
4
Running
2
Planned
ClaudBot
Paused

Telegram bot bridging directly to Claude AI. Send a message from anywhere — Claude responds with full tool access including web browsing. Monitored via live dashboard.

TelegramClaude AIBrowserSystemd
DashClaw
Live

AI agent governance and audit layer. Every action the AI agent takes is logged, risk-scored, and auditable. Human-in-the-loop approval for sensitive operations and full decision history.

GovernanceAudit TrailRisk ScoringNext.jsPostgres
LLM Agent
Complete

Multi-agent LLM system for desktop automation. Local-first with CrewAI orchestration and Ollama inference, with no cloud required.

CrewAIOllamaPythonlocal-firstweb UI
SKS Memory System
Active

Semantic knowledge store and memory bridge for Claude Code. Extracts facts from session logs into a RAG database and surfaces relevant context at session start.

PythonVector DBRAGClaude Codecron
jserv Home Lab
Active

Dell i5-4690K tower repurposed as a dedicated dev/data lab. Runs JupyterLab, Docker, and PostgreSQL. Connected via Tailscale. Home for web scrapers, data pipelines, and ML experiments.

Dell TowerUbuntu 24.04JupyterLabDockerTailscale
AI Appliance Setup
Complete

One-shot bootstrapper for a private local AI stack: no cloud, no subscriptions. Installs Ollama, pulls Qwen2.5-1.5B, and sets up Open WebUI as a systemd service. Runs on any Ubuntu/Debian machine, CPU-only.

bashOllamaOpen WebUIQwen2.5systemd
HomeMind Appliance
WIP

Local AI backend designed for a Raspberry Pi 4 (ARM64). FastAPI + llama-cpp-python inference server with streaming responses. Runs offline, no cloud required. Goal: a persistent home AI that remembers context and never phones home.

FastAPIllama-cppARM64Raspberry Pi 4offline
Memory Objects
WIP

Local LLM embedded in physical objects: a bear, a photo frame, a card. No internet, no subscription. Fine-tuned on personality data using QLoRA + voice cloning with Coqui TTS. Privacy-first memory preservation for loved ones.

TinyLlama 1.1BQLoRACoqui TTSRaspberry Pi ZeroESP32
LLM Training Lab
Complete

Self-contained LoRA/QLoRA fine-tuning toolkit for open LLMs. Config-driven training, BLEU/ROUGE/perplexity evaluation, evolutionary hyperparameter search, and a FastAPI proposal review dashboard.

LoRAQLoRAHuggingFacePEFTFastAPI