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AI Systems Architecture & Research Lab

Frontier Intelligence.
Engineered to scale.

Rigorous architectural deep-dives into frontier reasoning models, multi-agent state machines, on-premise GPU inference, and production systems.

DeepSeek-R1
Gemini 2.5
Claude 3.7
Qwen 2.5
Groq LPU520 tok/s
Breaking Feed • Major AI News & Industry Events 2026

Breaking AI News & Events

The most important releases, model updates, open-source breakthroughs, and AI industry shifts—covered as full analytical articles.

All AI News
Breaking AI News: OpenAI Unifies GPT Series and o3 Reasoning — What Changes for Every User
BREAKING NEWS
AMAM LAB
2026-04-04Breaking Dispatch

Breaking AI News: OpenAI Unifies GPT Series and o3 Reasoning — What Changes for Every User

No more confusing model pickers: OpenAI is merging instant multimodal chat, Deep Research, Canvas, Voice, and deep o-series reasoning into a single self-routing intelligence system.

Artur MoiseyevRead Full Story
2026 Plain-English Guide • Dedicated Articles on Every Trending AI Skill

New AI Skills & Capabilities: What Everyone Searches For & Why

We wrote a dedicated, plain-English article with ready-to-use prompt templates for every trending AI skill (Deep Research, MCP, Thinking Mode, Artifacts, Canvas, Operator, Live Voice & Camera, 2M Context, and Projects).

Most Searched Question:

What is Deep Research in ChatGPT, Perplexity & Gemini?

Read Full Skill Article
1. What is it in plain English?

An autonomous agentic mode where the AI spends 3–15 minutes browsing dozens of websites, reading PDFs, cross-checking statistics, and compiling a comprehensive, cited research report.

2. Why do you need it?

Replaces 5–10 hours of manual research. Ideal for market analysis, product comparisons, legal/medical literature review, and supplier sourcing.

3. How to use it right now?

Toggle the "Deep Research" button in ChatGPT, Perplexity, or Gemini and ask for a structured comparison with verified citations.

Available in:ChatGPT (o3 Deep Research)Perplexity ProGemini 2.5 Deep ResearchGrok 3 DeepSearch
Open full article with prompt templates →

Dedicated AI Skill Articles & Guides

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Deep Research (Autonomous Multi-Source Investigation)
Поиск и Аналитика
AMAM LAB

Deep Research (Autonomous Multi-Source Investigation)

An autonomous agentic mode where the AI spends 3–15 minutes browsing dozens of websites, reading PDFs, cross-checking statistics, and compiling a comprehensive, cited research report.

Read Article
Extended Thinking & Chain-of-Thought Reasoning
Логика и Стратегия
AMAM LAB

Extended Thinking & Chain-of-Thought Reasoning

Instead of answering impulsively, the model generates an internal scratchpad where it tests hypotheses, verifies math, backtracks on mistakes, and delivers a verified solution.

Read Article
Artifacts & Canvas (Interactive Live Preview Workspace)
Создание проектов
AMAM LAB

Artifacts & Canvas (Interactive Live Preview Workspace)

Opens a dedicated side-by-side window where the AI renders live working websites, calculators, interactive charts, diagrams, or documents in real time.

Read Article
Computer Use & Browser Operator Agents
Автоматизация
AMAM LAB

Computer Use & Browser Operator Agents

Gives the AI "eyes and hands" to view your screen or browser, move the mouse, click buttons, fill out web forms, and automate routine tasks.

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MCP (Model Context Protocol — Universal Tool Plug-in)
Интеграции и Скиллы
AMAM LAB

MCP (Model Context Protocol — Universal Tool Plug-in)

MCP is the universal "USB-C port" for AI. It lets you plug external skills—Google Drive, Notion, Slack, databases, Figma, or GitHub—directly into Claude, Cursor, or any AI agent.

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Realtime Voice & Live Camera Vision
Голос и Зрение
AMAM LAB

Realtime Voice & Live Camera Vision

Sub-300ms natural speech-to-speech conversation combined with live camera or screen sharing so the AI sees what you see in real time.

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2 Million Token Context (Whole Books, Video & Codebase Ingestion)
Работа с документами
AMAM LAB

2 Million Token Context (Whole Books, Video & Codebase Ingestion)

Allows you to upload up to 1,500 pages of PDFs, 20 books, or 90 minutes of raw video into a single prompt with 99.7% recall accuracy.

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Projects, Knowledge Bases & Persistent Memory
Персонализация
AMAM LAB

Projects, Knowledge Bases & Persistent Memory

Lets you create dedicated project workspaces pre-loaded with your reference files, brand guidelines, and persistent instructions.

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Architecture Comparison

Frontier Models Benchmark

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DeepSeek AI • MLA Architecture

DeepSeek-V3 / R1

Multi-Head Latent Attention (MLA) + 256 Expert MoE trained for $6M

Context Window
128,000 tok
Generation Speed
65 tok/s
Input Cost
$0.14 / 1M
KV-Cache Reduction
93.3%
ARCHITECTURE TOPOLOGYVerified 2026
Input Tokens [d_model=4096]100% Data
↓ Latent Low-Rank Projection
Compressed Latent [d=512]-93.3% VRAM
↓ RoPE Decoupled Attention
64 Attention HeadsLossless Recall
Frontier Investigations

Selected Dispatches

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AI Event of the Year: How DeepSeek Slashed Global AI Costs by 95% and Sparked the Open-Weights Boom
AI News
AMAM LAB
2026-04-04AI News

AI Event of the Year: How DeepSeek Slashed Global AI Costs by 95% and Sparked the Open-Weights Boom

An analysis of how DeepSeek’s open-weights reasoning models forced Silicon Valley giants to make flagship AI features free and dropped API prices by 95% worldwide.

Artur MoiseyevRead
Breaking AI News: OpenAI, Google & Microsoft Adopt Anthropic’s MCP Standard for AI Skills
AI News
AMAM LAB
2026-04-04AI News

Breaking AI News: OpenAI, Google & Microsoft Adopt Anthropic’s MCP Standard for AI Skills

In a rare moment of industry unity, competing AI giants have agreed to support the Model Context Protocol (MCP) as the single universal standard for connecting AI to external apps and skills.

Artur MoiseyevRead
AI Video News 2026: Kling, Sora, Runway & Veo Add Native Audio and Consistent Characters
AI News
AMAM LAB
2026-04-04AI News

AI Video News 2026: Kling, Sora, Runway & Veo Add Native Audio and Consistent Characters

AI video generators have solved their two biggest flaws: characters no longer morph between shots, and models now generate synchronized dialogue and sound effects automatically.

Artur MoiseyevRead
The "Vibe Coding" Phenomenon: Why Non-Programmers Are Launching Full Websites & Apps in a Weekend
AI News
AMAM LAB
2026-04-04AI News

The "Vibe Coding" Phenomenon: Why Non-Programmers Are Launching Full Websites & Apps in a Weekend

Coined by AI pioneer Andrej Karpathy, "Vibe Coding" has become the biggest tech trend of 2026: describing what you want in plain words while AI agents write 100% of the code.

Artur MoiseyevRead
Google AI News: Gemini 2.5 Brings Free Deep Research, Canvas & AI Automation to Google Docs and Gmail
AI News
AMAM LAB
2026-04-04AI News

Google AI News: Gemini 2.5 Brings Free Deep Research, Canvas & AI Automation to Google Docs and Gmail

Google has rolled out Gemini 2.5 across Gmail, Docs, Sheets, and Android—adding free interactive Canvas workspaces and multilingual Audio Overviews.

Artur MoiseyevRead
Hardware AI News: How New Apple, Snapdragon & NVIDIA Chips Run Neural Networks Offline on Phones and Laptops
AI News
AMAM LAB
2026-04-04AI News

Hardware AI News: How New Apple, Snapdragon & NVIDIA Chips Run Neural Networks Offline on Phones and Laptops

Compact 3B–8B parameter neural networks now run directly inside smartphone and laptop NPU chips with zero internet connection and 100% privacy.

Artur MoiseyevRead
Foundational Systems

The AI Stack Anatomy

Navigating the four foundational pillars of modern intelligent systems.

Direct Answer Knowledge Base • GEO & AI Search Verified

Frequently Asked Questions on AI Models & Skills

Direct, factual answers to the most searched questions about choosing AI models, using new AI skills, and running local LLMs.

There is no single best model for every task in 2026: 1) For coding, web UI, and natural copywriting, Claude 3.7 Sonnet leads; 2) For complex math, logic, and open-weight reasoning, DeepSeek-R1 and OpenAI o3 are unmatched; 3) For analyzing massive documents (up to 2 million tokens of PDFs/video), Gemini 2.5 Pro wins; 4) For real-time voice, camera vision, and daily versatility, ChatGPT (GPT-4o) is the top choice.

Weekly Frontier Dispatch

Join The Global AI Dispatch

Every week, Artur breaks down breaking AI breakthroughs, architectures, and production code. No spam, no fluff.

Read by engineers at Google, DeepMind, Anthropic, and top AI startups.