DeepSeek R2 Explained: 92.7% AIME, 32B Open-Weight

DeepSeek R2 Explained: 92.7% AIME, 32B Open-Weight

Last updated: April 2026 · By DecodeTheFuture.org DeepSeek R2 is a 32-billion-parameter open-weight reasoning model released in April 2026. It scores 92.7% on AIME 2025, runs on a single 24 GB consumer GPU, and undercuts Western frontier reasoning APIs by roughly 70% on token cost — a dramatic pivot from the long-rumored 1.2T MoE design … Read more

AI Agent Traps: 6 Attack Types Hijacking AI Agents in 2026

AI Agent Traps: 6 Attack Types Hijacking AI Agents in 2026

Last updated: April 2026 AI Agent Traps are adversarial content elements embedded in websites, documents, and APIs — engineered to manipulate, deceive, or hijack autonomous AI agents navigating the open web. A March 2026 Google DeepMind paper introduced the first systematic framework, identifying 6 attack categories that target perception, reasoning, memory, action, multi-agent dynamics, and … Read more

Behavioral Finance: 7 Biases That Cost You Money in 2026

behavioral finance

Last updated: April 2026 Behavioral finance studies how psychological biases — loss aversion, overconfidence, herd instinct, mental accounting — systematically push investors toward irrational decisions. Founded on Daniel Kahneman and Amos Tversky’s prospect theory (1979) and expanded by Richard Thaler’s work on market anomalies, the field explains why even professionals sell winners too early, hold … Read more

TradingView MCP Jackson: 81 AI Tools for Chart Analysis in 2026

Last updated: April 2026 TradingView MCP Jackson is an open-source MCP server that connects Claude Code (or any MCP client) to your locally running TradingView Desktop app via Chrome DevTools Protocol. It exposes 81 tools — from automated morning briefs and indicator reading to Pine Script development and replay-mode backtesting — all running locally with … Read more

EU AI Act Explained: 7 Risk Tiers, Penalties & 2026 Timeline

eu ai act

Last updated: April 2026 The EU AI Act (Regulation 2024/1689) is the world’s first comprehensive AI law. It classifies AI systems into four risk tiers — unacceptable, high, limited, and minimal — with fines up to €35 million or 7% of global annual turnover. As of April 2026, prohibited practices and GPAI model rules are … Read more

Claude Buddy Explained: 18 Species, 5 Rarities & How It Works

Claude code buddy

Last updated: April 2026 Claude Buddy is a Tamagotchi-style virtual pet built into Claude Code — Anthropic’s terminal-based AI coding assistant. Launched on April 1, 2026, it assigns each user one of 18 ASCII species across 5 rarity tiers using deterministic FNV-1a hashing of their account ID. The system uses a two-layer “Bones vs Soul” … Read more

Claude Code Source Code Leaked — 7 Things We Learned

Claude Code Source Code Leaked

Last updated: March 2026 On March 31, 2026, security researcher Chaofan Shou discovered that Anthropic accidentally shipped a source map file inside the @anthropic-ai/claude-code npm package (version 2.1.88). The 57 MB file exposed the full TypeScript source code of Claude Code — roughly 1,900 files and 512,000+ lines — including unreleased features, internal codenames, system … Read more

AI in Trading: 5 Types, Real Tools & Limits in 2026

Ai in trading

Last updated: March 2026 AI in trading refers to using machine learning, natural language processing, and reinforcement learning to analyze financial market data, generate trading signals, and optimize execution. Unlike traditional algorithmic trading that follows static rules, AI trading systems learn from data and adapt to changing market conditions — but they are not crystal … Read more

TurboQuant Explained: 3-Bit KV Cache at 6× Compression

Last updated: March 2026 TurboQuant is a vector quantization algorithm from Google Research (ICLR 2026) that compresses LLM key-value caches to 3 bits per coordinate with zero accuracy loss. It combines PolarQuant — a rotation-based coordinate transform — with a 1-bit QJL residual correction, achieving at least 6× memory reduction and up to 8× faster … Read more

What Is Computer Vision? 7 Core Tasks Explained (2026)What Is Computer Vision? 7 Core Tasks Explained (2026)

Computer vision

Last updated: March 2026 Computer vision is a field of artificial intelligence that enables machines to interpret, analyze, and extract meaning from visual data — images and video. It relies on deep learning architectures like convolutional neural networks (CNNs) and Vision Transformers (ViT) to perform tasks such as image classification, object detection, and semantic segmentation. … Read more