fastjava

🔡 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.

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

🤖 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.

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

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

⚡ 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.

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

🔀 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 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.

📄 Lightweight Java parser for multi‑format text extraction and normalization — optimized for retrieval pipelines and native FastContentChunk integration.

🖱️ High-speed raw mouse input logger, microsecond .mousebin dual-format stream compressor, and heatmap engine for Java.

🖥️ High‑performance True‑Color terminal engine for Java — zero‑dependency rendering, emoji‑safe UTF‑32 grids, and native keyboard/mouse input for ultra‑responsive TUI applications.

📅 Ultra-Fast Zero-Allocation iCalendar (RFC 5545), CalDAV & RRULE Recurrence Engine for Java

⚡ Hardware-accelerated low-bit quantization (INT8, INT4, 1-Bit Binary) and SIMD vector distance substrate for Java.

🧬 Lightweight Deep Learning Engine, Tensor Computing & Neural Backpropagation for Java — gradient descent optimizers, composable layers, and loss surface exploration.

📍 Zero-overhead 64-bit native pointer abstraction and zero-allocation address arithmetic for Java.

🖥️ High‑performance native Windows TUI framework for Java — true‑color rendering, zero‑latency interaction, mouse‑driven windows, and a modern widget system built on FastTerminal.

🕸️ High‑performance native HTML/XML extractor for Java — AVX2‑accelerated parsing, zero‑copy region locking, and microsecond clean‑text extraction for LLM and RAG pipelines.