Noesis A.I.

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 Android device.

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 built on a custom, hardware-agnostic C++20 mathematical logic engine natively bridged to Android, ensuring zero vendor lock-in and absolute execution speed.

Absolute Privacy: No internet connection required. No telemetry. Your configurations, datasets, and calculations never leave your Android device.