Noesis A.I. vs Thumbdesk

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

Reach every computer you own from your iPhone or iPad: terminals, the full screen, files, projects and live stats. Pair a machine by scanning a QR code, or connect to any SSH server with nothing to install. PocketShell is now Thumbdesk. Same app, same account, same hosts, with a new name. Install the lightweight Thumbdesk agent on a Mac, Windows or Linux machine, scan the QR code, and you're connected. No SSH keys to copy, no ports to forward, no VPN to set up. Connections go directly between your phone and your machine over encrypted peer-to-peer links whenever the network allows. Built for developers, on-call engineers, homelab users and self-hosters who need safe access to machines they own, from anywhere. SCREEN SHARING - See and control your Mac, Windows or Linux desktop - Trackpad-style gestures, pinch to zoom and direct touch - Soft keyboard with modifier keys and platform shortcuts - Pick a display and quality, and hear the computer's sound - Clipboard sync between phone and computer TERMINAL - Real terminal sessions with a mobile-friendly key bar - Sessions resume where you left off, even after switching networks - Snap a photo, crop it and drop it straight into the terminal - Works with tmux and long-running jobs SSH HOSTS, NOTHING TO INSTALL - Add any server you can reach over SSH: VPS, Raspberry Pi, NAS - Terminal, SFTP files, stats and projects without installing anything on the server - Host keys are verified before your credentials are sent FILES AND PROJECTS - Browse, preview, upload and download files - Transfers resume after a dropped connection and keep going in the background - Upload from any app with the share sheet - Open projects with a code editor, search, and Git status, diffs, staging and commits - Preview local dev servers in the built-in browser CODING AGENTS - Browse and resume Claude Code, Codex and Grok sessions running on your machines - See which agents are working with a Live Activity and widgets - Get notified when an agent finishes MONITORING - Live CPU, memory, disk, network and process stats for every host - Alerts for the disks and thresholds you care about - Stats history charts HOW IT WORKS 1. Install the Thumbdesk agent on your computer with one command, or add an SSH server 2. Scan the QR code to pair your phone 3. Open terminals, the screen, files, projects and stats from anywhere FREE - Up to 2 hosts - Terminals, files, projects, monitoring and dev previews - Screen sharing in 2-minute sessions - 2 alert rules and your latest 10 agent sessions THUMBDESK PRO - Up to 10 hosts - Unlimited screen sharing - Unlimited alert rules - Full agent session history - Stats history charts - Files over 5 MB - Direct host-to-host file transfers SECURITY Thumbdesk uses device-bound pairing, Ed25519 keys, biometric unlock and trusted-device approval. Terminal contents are never stored on our servers. Terminal I/O, files, screen video and stats flow directly between your phone and your machine whenever the network allows. Thumbdesk is for accessing machines you own or are authorized to operate. Privacy Policy: https://thumbdesk.com/privacy Terms of Use (EULA): https://www.apple.com/legal/internet-services/itunes/dev/stdeula/