Systems of Ashish
Long Term Memory AI
A practical long-term memory system for LLM agents that models working, episodic, semantic, and procedural memory to make multi-turn AI behavior more context-aware and capable.
Systems of Ashish
A practical long-term memory system for LLM agents that models working, episodic, semantic, and procedural memory to make multi-turn AI behavior more context-aware and capable.
More things from the same systems rabbit hole.
Gemma-style Per-Layer Embeddings trained from scratch. Every transformer layer gets its own tiny token table, streamed per-token from a memory-mapped file. Beats dense at matched inference VRAM — 149.88 PPL vs 160.39 PPL.
A Rust-based LLM inference engine focused on efficient model execution, token generation, and low-level systems performance.
🚀 Introducing NamasteScreen: The Launcher That Fights Phone Addiction! 🇮🇳 🔥 Inspired by my conversation with Hon'ble Prime Minister of India Narendra Modi about Digital Well-Being