#peer instruction
116 related articles
Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
Read more →
Tutorials·2 min
The Three-Layer Pyramid Model for Agent Development: From Beginner to Industrial-Grade Deployment
Deep dive into the Three-Layer Pyramid Model for Agent development, covering autonomous agents, collaborative multi-agent systems, and universal orchestration agents with a complete learning path from beginner to industrial-grade deployment.
Read more →
Tutorials·2 min
Huawei Hermes Agent Manual Explained: Five-Layer Memory Architecture and Multi-Agent Collaboration in Practice
Deep dive into Huawei's 100-page Hermes Agent manual: five-layer memory architecture solving AI amnesia, self-evolution loops for continuous optimization, and multi-agent collaboration engineering.
Read more →
Tutorials·2 min
OpenClaw Skills Explained: The Core Skill Files for AI Test Case Auto-Generation
Deep dive into OpenClaw Skills: four core advantages including large-scale instructions, reusability, version control, and progressive loading for AI test case auto-generation.
Read more →
Expert Opinions·2 min
Anthropic Reveals: Core Methodology for Building More Powerful Claude Agents
Anthropic shares deep insights on building Claude agents, covering Claude Code SDK, multi-agent coordination, tool design principles, and Skills injection techniques.
Read more →
Expert Opinions·2 min
How Can Test Engineers Avoid Being Replaced in the AI Era? Three Layers of Core Cognition That Determine Your Career Ceiling
AI can write test cases and run automation — will test engineers be replaced? This article analyzes survival strategies and transformation paths across three cognitive layers: capability boundaries, human-AI collaboration, and core competitiveness.
Read more →
Research·2 min
Complete Disassembly of 80386 Microcode: A Reverse Engineering Feat Deep into x86 Processor Microarchitecture
A researcher completes full disassembly of Intel 80386 microcode, revealing how this x86 CISC processor decomposes complex instructions into micro-operations, with implications for security research and emulation.
Read more →
Tech Frontiers·2 min
OpenAI Codex Global In-Person Meetups Now Open for Registration, Accelerating Developer Community Ecosystem
OpenAI launches global developer Codex Meetups to build its AI coding community ecosystem. Learn about Codex upgrades, event significance, and the competitive AI coding landscape.
Read more →
Product Reviews·3 min
GitHub 8K Stars: Deep Dive into the Most Comprehensive LLM Resource Repository
Deep analysis of the GitHub project awesome-LLM-resources covering multimodal generation, AI Agents, MCP protocol, model training/inference, o1 models, and SLMs—a community-verified 8200+ Star LLM learning resource hub.
Read more →
Tech Frontiers·3 min
What Is Claude Managed Agents? Core Capabilities and Usage Guide for Anthropic's Hosted Agent Service
A comprehensive guide to Anthropic's Claude Managed Agents: core capabilities including Advisor Strategy, code execution, and web search, plus comparisons with third-party Agent frameworks.
Read more →
Tech Frontiers·4 min
Google's New Anti-Spam Policy Explained: Manipulating AI Search Results Will Face Severe Penalties
Google's 2025 spam policy update brings manipulation of AI Overview and AI Mode results under formal penalties. Deep dive into policy changes, new AI search manipulation tactics, and SEO impact.
Read more →
Deep Dives·3 min
Deep Dive into ByteDance's Hermes Agent Orange Book: A 198-Page Complete Guide to AI Agent Development
Deep dive into ByteDance's Hermes Agent Orange Book covering self-evolution loops, three-layer memory systems, Skill ecosystems, and multi-Agent collaboration — a complete 198-page technical guide.
Read more →
Deep Dives·4 min
AI Guardrails Index: A Comprehensive Guide to the Most Complete LLM Safety Evaluation Framework
Deep dive into the AI Guardrails Index: the most comprehensive LLM safety evaluation framework covering PII protection, jailbreak defense, harmful content filtering, and its open-source design.
Read more →
Research·3 min
Multi-Agent AI Detects Zero-Day CVE Exploitation: Technical Deep Dive Behind 85% Accuracy
Deep dive into the multi-agent architecture of ai-detects-if-cve-was-zero-day: how GPT-4o, DeepSeek v3, and Llama 3.3 collaborate to detect zero-day CVE exploitation with 85%+ accuracy on 50 validated samples.
Read more →
Tech Frontiers·3 min
Karpathy Open-Sources autoresearch: A Deep Dive into the AI-Powered Automated Research Tool with 80K Stars
Andrej Karpathy open-sources autoresearch, an AI Agent tool that automates nanochat training experiments on a single GPU. With 80K+ GitHub Stars, we break down its architecture and impact.
Read more →
Deep Dives·2 min
awesome-LLM-resources: A Comprehensive LLM Collection with 8000+ Stars, Covering Multimodal, Agent, MCP, and 11 Major Domains
Deep dive into awesome-LLM-resources, a GitHub repo with 8200+ Stars covering multimodal generation, AI Agents, MCP, o1 models, small language models, and more.
Read more →