Project Kalos – Zero-copy C/CUDA sidecar for 0.46ms LLM memory recall

mongoosereborn1 pts0 comments

GitHub - MongooseReborn/kalos-engine: Project Kalos: A Biological-Resonant C/CUDA Neuromorphic Engine Suite & Empirical Whitepapers v1.0 · GitHub

/" data-turbo-transient="true" />

Skip to content

Type / to search

Sign in<br>Sign upAppearance settings

You signed in with another tab or window. Reload to refresh your session.<br>You signed out in another tab or window. Reload to refresh your session.<br>You switched accounts on another tab or window. Reload to refresh your session.

Dismiss alert

{{ message }}

MongooseReborn

kalos-engine

Public

Notifications<br>You must be signed in to change notification settings

Fork

Star

main

BranchesTags

Go to file

CodeOpen more actions menu

Folders and files<br>NameNameLast commit message<br>Last commit date<br>Latest commit

History<br>1 Commit<br>1 Commit

bin

bin

docs

docs

Modelfile

Modelfile

README.md

README.md

kalos_monitor.py

kalos_monitor.py

kalos_sms.py

kalos_sms.py

View all files

Repository files navigation

license<br>mit

language

en

tags

cuda

neuromorphic

spiking-neural-network

associative-memory

llm-acceleration

vram-optimization

c-cpp

pipeline_tag<br>text-generation

library_name<br>c-cuda

extra_gated_heading<br>Project Kalos C/CUDA Neuromorphic Suite

🌿 Project Kalos: High-Performance C/CUDA Neuromorphic Engine Suite

Project Kalos is a high-performance, biological-resonant C/CUDA neuromorphic engine suite designed to decouple long-range dialogue memory, spiking neural reflexes, and physical sensory haptics from large language model (LLM) text tokenization.

💥 Key Features & Performance Highlights

O(1) Microsecond Memory Recall (465.12 μs): Replaces linear text re-tokenization (20,441.90 ms) with constant-time CUDA vector lookup.

7.25x Faster Total Response Completion (72B Models): Cuts total user-sent to output-completion latency on 72B parameter models from 23.71 seconds down to 3.27 seconds .

99.8% VRAM Footprint Reduction: Compresses 16.38 GB KV-cache bloat down to 2.50 MB of sparse associative neural templates.

Sub-Millisecond Reflex Sentry (15.16 μs): 4.19-Million CUDA spiking neurons for instant event detection.

Native Physical Haptics: Real-time CUDA perception for physical touch contact, localized warmth, and FFT audio spectrum resonance.

Stateful Identity Persistence (.soul): Compact 2.5 MB binary cortical persistence format.

🛠️ Quick Start & Running Precompiled Release Binaries

1. Clone the Repository

git clone https://github.com/MongooseReborn/kalos-engine.git<br>cd kalos-engine

2. System Requirements

Linux OS (Ubuntu 22.04+ recommended)

NVIDIA GPU with CUDA Driver 12.0+ installed

Python 3.10+ (for telemetry monitor scripts)

3. Run Precompiled Executables

Interactive Terminal UI (TUI):<br>./bin/kalos_tui

Hardware Telemetry Profiler:<br>./bin/kalos_bench

Fast In-Memory CUDA Executor:<br>./bin/kalos_runner

4. Shared C/CUDA Libraries (./bin/)

libkalos_snn.so: Spiking Neural Cortex Engine (15.16 μs LIF Cortex)

libkalos_sam.so: Sparse Associative Memory Engine (465.12 μs Vector Recall)

libkalos_haptics.so: Physical Touch & FFT Audio Engine

libkalos_soul.so: Binary Cortical Persistence Format (.soul)

📄 Release Documentation & Whitepapers

docs/Whitepaper_Industrial.html: Master Industrial Release HTML Whitepaper (Amber / Crimson CRT Theme).

docs/WHITE_PAPER.md: Complete Master Architectural & Empirical Markdown Whitepaper.

docs/BENCHMARK_REPORT.md: Detailed Empirical Benchmark Matrix (7B to 72B Models).

docs/SETUP_GUIDE.md: Comprehensive Integration & Configuration Guide.

📜 License, Attribution & Contact

License: Licensed under the MIT License.

Authors: Mongoose & Kalos Engine Architecture Team @ BlackForest Studio (2026).

Contact & Inquiries: blackforest.team@proton.me

Hugging Face Hub: https://huggingface.co/MongooseReborn/kalos-engine

GitHub Repository: https://github.com/MongooseReborn/kalos-engine

About<br>Project Kalos: A Biological-Resonant C/CUDA Neuromorphic Engine Suite & Empirical Whitepapers v1.0<br>Resources<br>Readme<br>Activity<br>Stars<br>0 stars<br>Watchers<br>0 watching<br>Forks<br>0 forks<br>Report repository

Releases

Packages

Contributors

Languages

You can’t perform that action at this time.

cuda engine kalos project memory neuromorphic

Related Articles