fastjava

🖼️ High‑performance screen capture for Java — 500–2000 FPS zero‑copy DXGI duplication, GPU‑accelerated streaming, and ultra‑low‑latency pixel access for vision and automation pipelines.

🔡 Zero‑allocation ASCII and UTF‑8 byte engine for Java — ultra‑fast primitive parsing, native UTF‑8 encoding/decoding, and JIT‑optimized byte‑level operations powering FastANSI, FastTerminal, and all high‑performance FastJava pipelines.

⚡Ultra-fast native Java libraries — powered by JNI and high‑performance native algorithms for automation, screen capture, clipboard, hotkeys, and more

🖼️ SIMD‑accelerated off‑heap image processing for Java — AVX2/SSE4.1 native kernels, zero‑GC pipelines, and 10–50× faster blur, resize, and color operations than Java2D.

🧭 Next‑generation command‑line workspace — a unified terminal, file explorer, and AI shell with live navigation, visible agent actions, interactive previews, and keyboard‑first workflows built on the FastJava ecosystem.

🎯 High‑performance Java automation engine — DirectX/DXGI zero‑copy screen capture and ultra‑low‑latency native mouse/keyboard injection, 10–17× faster than java.awt.Robot.

⚖️ Automated SOX compliance document-to-rule verification and hybrid semantic matching engine for Java.

🔊 High-performance native Text-to-Speech engine for Java — ultra-low latency synthesis via Matcha-TTS, VITS, Kokoro Studio, OmniVoice, F5-TTS, Pocket TTS, Piper, Windows SAPI, and cloud backends.

🤖 Cognitive mind layer, planning loop orchestrator, and multi-agent manager for the FastJava AI ecosystem

📊 Ultra‑fast native math engine for Java — AVX2/SSE‑accelerated vectors, matrices, trig, and interpolation with zero‑GC high‑frequency performance for graphics and simulation pipelines.

💾 High-performance 32-byte SIMD-aligned off-heap memory allocation and page locking engine for Java.

🔐 Hardware-backed Windows Credential Manager and DPAPI key management for Java

🎯 Ultra-fast semantic reranker, cross-encoder scoring, and context pruning for Java — reduces prompt bloat and eliminates LLM hallucinations.

Low-overhead Windows CLI video streaming with FastScreen capture, optional FastCamera PiP, FFmpeg hardware encoding, and simultaneous YouTube/Twitch output.

⚡ 2.3x faster file scraping for Java — powered by native Win32 JNI (FastGLOB). Directory trees, content extraction & chunking for LLMs, agents and code analysis. Parallel multi-threaded. Part of the FastJava ecosystem.

🖼️ Native Windows 11 Shell thumbnail & icon extraction for Java with explorer parity.

👻 High‑performance native ghost cursor overlay for Java — GPU‑accelerated DirectComposition rendering with click‑through transparency, zero‑focus disruption, smooth 60 fps motion paths, and real‑time AI cursor prediction visualization.

🔀 Ultra-fast multi-modal and dense-sparse hybrid search fusion for Java — Reciprocal Rank Fusion (RRF) combining BM25 keywords and vector search.

🖥️ High‑performance native virtual display engine for Java — 60–500 Hz Windows IDD/VDD monitor creation, dynamic resolution scaling up to 8K, and zero‑copy DXGI integration for headless pipelines and automation.

🤖 Unified primitive conversation history and memory orchestration for the FastJava AI ecosystem