The Internet Has Become Too Complicated for Simple Conversation | Why We Need a Better Talk Layer

A category-style article about why the internet needs a simpler conversation layer: public talk, less profile friction, less algorithmic mediation, and more user control.

Aug 16, 2026 · 7 min · Akhat T. Kuangaliyev

The Missing Layer Between Humans and AI | Why AI Needs Expert Knowledge

AI needs more than documents and tools. It needs an Expert AI Layer: structured human judgment, methods, rules, and exceptions that help models act like experienced professionals.

Aug 7, 2026 · 10 min · Akhat T. Kuangaliyev

Reganta Boot Sequence: From ROM to a Running System | Contract-Based OS Loading, RAW Images, and Atomic CPU Restart

A simplified English overview of the Reganta boot path from ROM to a running system, including RAW images, verified modules, PageMover transfer, and atomic CPU_RESTART.

Aug 1, 2026 · 8 min · Akhat T. Kuangaliyev

Flexible Stream Control and CPU Sleep in Memora8 | SmallFIFO Tuning, Event-Pool Wait, and BLAKE3 Performance

Memora8 gained adaptive SmallFIFO width and programmable CPU sleep, reducing overhead, improving BLAKE3 throughput, and keeping digest output unchanged.

Jul 25, 2026 · 9 min · Akhat T. Kuangaliyev

General Theory of the Reganta Operating System | AI-Ready Kernel, Modules, Streams, and Page-Based Memory

Reganta is an OS theory centered on streams, modules, and page-based memory coordination across Function Devices, with a contract model suited to AI-driven systems.

Jul 25, 2026 · 6 min · Akhat T. Kuangaliyev

Memora8 BLAKE3 Benchmark Report | Parallel Cluster Performance, IPC, and Memory Behavior

Memora8 BLAKE3 benchmark report: eight simple processors, sustained aggregate IPC above 4.6, constant SRAM usage, and a predictable in-order pipeline.

Jul 20, 2026 · 21 min · Akhat T. Kuangaliyev

Sekura JS Overview | System Programming Language for the Sekura Ecosystem

A short overview of Sekura JS: a system language with a 32-bit model, explicit types, modular compilation, and direct connection to Memora8.

Jul 8, 2026 · 2 min · Akhat T. Kuangaliyev

Memora8 Overview | 32-bit Microprocessor Architecture, ISA, Memory Model

A short overview of Memora8: 32-bit ISA, predictable pipeline, explicit memory model, and system/user separation for analysis and compiler work.

Jul 8, 2026 · 2 min · Akhat T. Kuangaliyev