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MiniMax M3 scores just 58.3 in hands-on testing across 7 hardcore tasks including 3D scenes, physics sims, and optical refraction — formulas right, demos broken.
Product ReviewsIn-depth MiniMax AI Agent review: tested across business plans, research reports, and PPT creation. Powered by MiniMax M1 with 1M token context. Free to start.

A complete path from zero to research internship for ML beginners, covering essential classic papers (AlexNet, ResNet, Transformer), paper reading methods, reproduction tips, and practical advice for research internship applications.

Learn how to achieve zero-code API automation testing with AI + Skill methodology, covering environment setup, packet capture, test case generation, and AI capability boundaries.

Go beyond Vibe Coding with enterprise AI programming: Claude Code, Codex tool selection, SuperPower plugin, and SDD workflows for production-ready projects.

Deep analysis of DeepSeek Harness engine's plugin mechanism and Skill system, exploring how engineering governance solves AI test output management challenges.

Learn the key differences between AI-driven and AI-assisted testing, plus a step-by-step guide to building a Claude Code + DeepSeek testing workbench with five-layer architecture.

Understand how AI, machine learning, deep learning, large models, and generative AI relate to each other. From Deep Blue to ChatGPT, learn how Transformer architecture gave rise to LLMs.

Google's Gemini 3.7 Flash cuts prices by half to capture the agent market, OpenAI's UltraFast achieves 14x speed breakthrough, and DeepSeek raises prices for commercialization. Three AI giants compete for agent economy dominance.

Unsloth Desktop is an open-source cross-platform app combining model inference, fine-tuning, and deployment. Supports Mac/Windows/Linux with 2x training speed, 70% VRAM savings, and zero telemetry.

LTX 2.5 is officially released, continuing Lightricks' lightweight AI video generation approach with ongoing optimization in inference speed and output quality. Analysis of its evolution, competition with MiniMax 3, and user strategies.

Alibaba launches Qwen3.8-Max Preview with 2.4T parameters and 1M context window. Deep analysis of pricing, capabilities, competition with Kimi K3 and DeepSeek, and implications for Alibaba Cloud's MaaS business.

CMU professor David Brumley reveals how RL trains AI for cybersecurity offense, exposes flaws in current benchmarks, and demonstrates sandbox escapes on Chrome V8.

Zhipu GLM-5.3 tops open-source charts with 50% coding boost; Google Gemini 3.7 Flash launches at half the price; DeepSeek V4 Pro withdrawn within 24 hours; OpenAI debuts UltraFast API and Computer History.

A complete guide to building an AI-driven testing workbench with five-layer architecture, covering Claude Code agent client setup, DeepSeek model integration, and Node.js environment configuration.

Arthur Samuel's 1950s checkers program first defined machine learning, pioneering evaluation functions, self-play, and parameter optimization—techniques that shaped AI from Deep Blue to AlphaGo.

GitHub Trending Aug 16: Localized AI explodes with unsloth's local training UI, needle's 14MB edge model, and ai-memory solving Agent long-term memory.

Google launches Gemini 3.7 Flash, its smartest workhorse model optimized for coding and agents. Explore its positioning, technical advantages, and developer strategy.

6 practical lessons from the Superconductor team on multiplayer agentic engineering: model neutrality, cloud sandboxing, signal automation, team visibility, and more.

Anthropic defaults Claude Code to auto mode, OpenAI delays frontier model Astra over safety concerns, and Apple China confirms Qwen integration. Analysis of AI automation, safety governance, and compliance trends.