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A 3-layer temporal RAG memory library for Python. Zero external dependencies. just stdlib + sqlite3. 43KB installed.
Core idea: a self-growing tag dictionary. Day 1, every tag extraction calls your AI. Day 90, ~90% resolve from a local keyword map instantly. Cost goes down over time.
L1: 3-day Markdown logs. L2: 30-day AI summaries. L3: SQLite FTS5 permanent archive (~1ms search). Works with any AI, OpenAI, Claude, Gemini, or local models.
pip install sandclaw-memory
sandclaw-memoryZero-dep Python RAG memory that gets cheaper over time
kokogo100left a comment
Hi everyone! I'm the maker of sandclaw-memory. I built this while working on a larger AI project. The memory system grew to 7,600 lines, and I realized the core concept, self-growing tags + temporal layers + zero dependencies, was useful beyond my own project. Every memory library I found needed a vector DB, a graph DB, or some external infrastructure. I wanted something that just works with...
sandclaw-memoryZero-dep Python RAG memory that gets cheaper over time
kokogo100left a comment
Hey everyone! I was frustrated that brokers around the world don't communicate with each other in any unified way. So I wanted to build a program that converts broker API services into plugins and brings them all together. Right now, information asymmetry, fee structures, and individual drawbacks are all scattered across separate platforms. I believed that if brokers were unified like this,...
SandClawFree in the sandbox. Your AI, your brokers, completely free
SandClaw is a desktop IDE where you raise an AI trader through conversation. Connect brokers worldwide via plugins (IBKR, Kraken, bitFlyer, Kalshi and more), and the AI grows around your investment style. Skill plugins extend it beyond trading. Completely free. Your funds never leave your broker.
SandClawFree in the sandbox. Your AI, your brokers, completely free
We live in an era where AI summarizes everything. I built AlgoBalloon to give you back control.
Why AlgoBalloon?
š Global Perspective: Compare headlines from 32 countries side-by-side.
š« No AI Summaries: News is "consumption." We provide raw metadata, you decide what to think.
ā” Browser Translation: Instantly translated into 14 languages (English, KR, JP, etc) for free.
š Data Sovereignty: Download raw JSON for private analysis.
In a world of curated truths, get the raw reality.
AlgoBalloonCompare global news headlines from 32 countries, bias-free.
kokogo100left a comment
Hello Hunters! š» I'm the maker of AlgoBalloon. I built this because I felt frustrated by how much 'media bias' changes the narrative depending on where you live. I wanted a tool that simply shows 'What are they saying in Denmark?' or 'What's the headline in Brazil?' without any filter or AI hallucination. Key Features: * 32 Countries supported * Auto-deletion for privacy * No Tracking I'd love...
AlgoBalloonCompare global news headlines from 32 countries, bias-free.