Noesis A.I. vs clux

Noesis AI by Sapiens Qualia is the definitive architectural toolkit for Machine Learning Engineers, Data Scientists, and AI Researchers. Built to eliminate the guesswork in model deployment and hardware provisioning, Noesis provides an offline, lightning-fast suite of calculators and profilers to optimize your LLMs, CNNs, and datasets directly from your iPhone or iPad. Whether you are provisioning GPUs for a 70B parameter model, tracking tensor dimensions through a deep convolutional network, or calculating LoRA parameter reductions, Noesis AI delivers immediate, mathematically precise answers. CORE ENGINEERING TOOLS: • VRAM & GGUF Estimator: Instantly calculate hardware memory requirements for model inference at varying quantization precisions (FP16, INT8, INT4). Estimate exact disk storage space required for quantized GGUF models. • Training Compute Calculator: Estimate total PetaFLOPs required for training runs and map them directly to H100 and A100 GPU hours. • KV Cache Estimator: Provision memory limits based on batch size, context window length, layers, and hidden dimensions. • LoRA Parameter Profiler: Calculate base vs. trainable parameters and analyze memory reduction percentages dynamically. DATA & CODE ARCHITECTURE: • Dataset Profiler: Utilize our high-speed C++ file stream engine to instantly parse massive CSV datasets, returning row counts, column metrics, and structural integrity without sending your data to the cloud. • Math-to-Code Rosetta Stone: Access an offline library translating complex machine learning formulas directly into PyTorch and C++ conceptual implementations. • Tensor Dimension Tracker: Prevent runtime crashes by calculating exact output shapes and receptive fields through multi-layer CNN architectures. • Token Cost Analyzer: Estimate API expenditures for OpenAI and Anthropic models instantly. A TRIUMPH IN ENGINEERING: Noesis AI is not just a tool; it is a masterclass in cross-platform software architecture. • Zero Vendor Lock-In: Driven entirely by a proprietary, universal C++20 mathematical logic core. • Absolute Privacy: No internet connection required. No telemetry. Your configurations, datasets, and calculations never leave your device. • Universal SQLite: Features a fully embedded C-based SQLite amalgamation for the Prompt Library, bypassing host-OS restrictions for absolute data portability. • Native SwiftUI: Experience a flawlessly fluid, responsive interface that adapts natively from the iPhone’s compact screen to the iPad’s expansive workspace. Stop guessing your hardware requirements. Architect your AI with precision. Designed by Sapiens Qualia

Tell AI to write code — from your bed. clux is a remote SSH terminal app for controlling AI coding tools (like Claude Code) on your PC from your iPhone or iPad. Connect to Mac, Windows, or Linux via SSH and operate in real time through tmux sessions. VIBE CODING, FROM ANYWHERE In the age of AI coding, you don't need to sit at your desk to build software. With clux, you can give AI instructions from your bed, your couch, or on the train — just by speaking. Send commands directly to Claude Code or any terminal-based AI coding tool running on your PC, see results in real time, and give the next instruction. Development never stops, even when you're away from your computer. KEY FEATURES Remote AI Coding Control Claude Code, GitHub Copilot CLI, Cursor, and other terminal-based AI coding tools from your iPhone or iPad. Send instructions, review output, and follow up — all from your mobile device. Voice-Powered Commands Give AI instructions using your voice instead of a keyboard. "Create a PR", "Run the tests" — just speak and the command is sent. Perfect for vibe coding while lying in bed. tmux Session Management Run multiple AI tasks in parallel. Organize sessions by work type — Research, Development, Review — and switch between them with a single tap. Let AI handle multiple jobs at once. ANSI Color Terminal Full 16-color ANSI support. See Claude Code's colorful output exactly as it appears on your desktop, providing a terminal experience comparable to your PC. Automatic Git Worktree Automatically create a Git worktree for each task. AI can develop multiple features in parallel, each in its own isolated branch. Customizable Quick Actions Send common AI instructions like "Implement this", "Create a PR", or "Review this" with one tap. Fully customizable per work type. PERFECT FOR - Letting AI write code while you relax in bed - Checking AI-generated PRs during your commute - Monitoring AI build progress from the couch - Managing multiple AI tasks while you're out SETUP (3 STEPS) 1. Enable SSH on your PC (Mac: Remote Login, Windows: OpenSSH Server) 2. Enter your PC's address and login credentials in clux 3. Test the connection and you're done An in-app setup guide walks you through every step. PRIVACY AND SECURITY - SSH credentials are encrypted and stored on-device - No communication with external servers - All operations stay within your local network With clux, AI coding is always at your fingertips.