Ciprian Spiridon CiprianSpiridon

ULPI Memory System - Complete Implementation Plan

Executive Summary

Build a Laravel-native Memory system that uses HSG (Hierarchical Semantic Graph) architecture within ULPI. This system enables AI agents to store, retrieve, and manage memories across five cognitive sectors with intelligent decay, semantic connections, and hybrid search capabilities.

Key Decisions:

Configurable Classification: Free tier uses regex (fast, zero cost), paid tier uses LLM (higher accuracy)
Hybrid subscription model: Plan-based feature access with included quotas + metered overage billing

Ulpi Performance Architecture: 10-100x Faster Than Cursor

Executive Summary

Ulpi achieves dramatic performance improvements by eliminating all middleware layers and leveraging direct integration with VSCode's core. This document outlines the architectural decisions and strategies that make Ulpi 10-100x faster than Cursor's extension-based approach.

Performance Comparison Overview

Operation	Cursor (Extension)	Ulpi (Built-in)	Improvement

🚀 Open Source Tools & Platforms

Automation & Workflow

automatisch/automatisch — The open source Zapier alternative. Build workflow automation without spending time and money.
welovemedia/ffmate — FFmate is a modern and powerful automation layer built on top of FFmpeg - designed to make video and audio transcoding simpler, smarter, and easier to integrate
glebkudr/shotgun_code — One‑click codebase “blast” for Large‑Language‑Model workflows.
Marker-Inc-Korea/AutoRAG — AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation

AI, LLMs & Agents

The Ultimate SaaS Foundation - Launch your next billion-dollar idea in days, not months.

Stop reinventing the wheel. This battle-tested, enterprise-grade Laravel API starter kit gives you everything you need to build the next Stripe, Slack, or Notion. With 90% of the heavy lifting already done, you can focus on what makes your product unique instead of building authentication for the 100th time.

"From idea to MVP in under a week" - What our users are saying

💎 What Makes This Special?

🔐 Authentication That Actually Works

Never worry about user management again.

SnapSeek — Your Screenshot Memory, Searchable in Milliseconds

Turn your screenshot chaos into a searchable second brain. Every error message, every design, every important moment - found instantly.

Why SnapSeek?

"Try this: Take 10 screenshots. Wait 5 seconds. Search for any text in them. That's SnapSeek - but for every screenshot you've ever taken."

CreatorHub

Publish once. Grow everywhere. Never create alone.

Ciprian Spiridon · Tania Asimionesei
Investor / co-founder deck — 24 Jun 2025

1 The Problem

| Pain | What it costs creators |

	# Example Global Environment Configuration
	# Template showing all available environment variables for the ShipToday monorepo
	#
	# IMPORTANT: This project uses separate environment files:
	# - env.global.dev.yaml (for development)
	# - env.global.prod.yaml (for production)
	#
	# SECURITY NOTE: Never commit real secrets to this file!
	# This is a template - edit the actual env.global.dev.yaml and env.global.prod.yaml files

	{
	"packages": {
	"apps/web": {
	"outputFile": "apps/web/.env.local",
	"variables": [
	"database.*",
	"auth.*",
	"payments.*",
	"email.RESEND_API_KEY",
	"analytics.*",

	#!/usr/bin/env node

	/**
	* Creates a Vercel-compatible environment file from the web app's .env.local file
	*
	* This script converts the generated .env.local file into a format that can be
	* imported directly into Vercel's environment variables dashboard.
	*
	* Key differences from .env.local format:
	* - Removes quotes around values (Vercel adds them automatically)

	#!/usr/bin/env node

	/**
	* Environment Variable Synchronization Script
	*
	* Reads environment-specific YAML files and distributes variables to packages
	* based on configuration in env.config.json
	*
	* Usage:
	* node scripts/sync-env.js # Sync all packages (dev)