#software verification
1259 related articles
Tech Frontiers·2 min
Claude Mythos Real-World Test Falls Flat: Only 1 Low-Risk Vulnerability Found in 170K Lines of Code
Curl founder tests Anthropic's strongest model Claude Mythos on 170K lines of code—finds only 1 low-risk CVE with 3 false positives. Results severely contradict official claims.
Read more →
Tutorials·3 min
Building an AI Trading Assistant with Claude Code: Full Walkthrough from Order Execution to Risk Management
Hands-on test of building an AI trading assistant with Claude Code + Telegram: natural language orders, funding rate scanning, portfolio dashboards, copy-trading, and security architecture.
Read more →
Tutorials·2 min
Harness Engineering Explained: The Role Shift from Coder to AI Supervisor
Deep dive into Harness Engineering: how engineers shift from coders to AI supervisors. Learn to solve agent drift, feedback optimization, and build future-proof engineering skills.
Read more →
Tutorials·3 min
3-in-1 Refill Tool: Unlimited Usage Solution for Kiro/Cursor/Windsurf
A refill tool integrating Kiro, Cursor, and Windsurf for unlimited AI coding assistant usage including Claude 4.5. Analysis of technical principles, methods, and potential risks.
Read more →
Tutorials·3 min
10 AI Coding Plugins Tested: From Video Animation to Product Development and Office Automation
Hands-on review of 10 AI coding plugins covering Hyperframe animation, Remotion data videos, Figma design, multi-platform development, spreadsheet/PPT automation, and Computer Use for full productivity.
Read more →
Tutorials·3 min
10 AI Coding Plugins Tested: From Video Animation to Product Development and Office Automation
Hands-on review of 10 AI coding plugins covering Hyperframe animation, Remotion data videos, Figma design, multi-platform development, spreadsheet/PPT automation, and Computer Use for full workflow enhancement.
Read more →
Tutorials·2 min
Tutorial: Enabling Official Plugins in Codex with DeepSeek V4 and Other Third-Party Models
Tutorial: Fix the issue where third-party models like DeepSeek V4 can't use official plugins in Codex by adding one line to the CCSwitch config file.
Read more →
Tutorials·3 min
STM32 Code Download via ST-Link Tutorial: Wiring, Driver, and Keil Configuration Complete Guide
Complete guide to downloading code to STM32 via ST-Link, covering SWD wiring, driver installation, Keil debugger configuration, compiling, flashing, and troubleshooting for beginners.
Read more →
Expert Opinions·3 min
Replit CEO Interview: AI Coding Models Are Plateauing, the SaaS Apocalypse Is Happening Now
Replit CEO Amjad Massad on AI coding models hitting a ceiling, competition shifting to product engineering, SaaS being replaced by AI Agents, the death of the IDE, and multi-model orchestration.
Read more →
Tutorials·3 min
Claude Code with DeepSeek API Tutorial: 7 Steps to Build a Low-Cost AI Coding Assistant
Step-by-step tutorial on switching Claude Code's backend to DeepSeek API using ccswitch. Complete 7-step setup guide to build a low-cost AI coding assistant with troubleshooting tips.
Read more →
Tutorials·3 min
DeepSeek V4 Pro in Action: AI-Assisted Reverse Engineering of Youdao Translate's Encryption Parameters
Hands-on demo using DeepSeek V4 Pro to reverse-engineer Youdao Translate's sign parameter, from locating MD5 encryption logic to generating complete Python code, compressing hours of work into minutes.
Read more →
Tutorials·4 min
Fengxing Story AI Novel Expansion Suite: Installation, Configuration & Seven-Stage Creative Writing Tutorial
Complete guide to Fengxing Story AI novel expansion suite: installation, model API configuration, and seven-stage automated creative workflow from synopsis to full-length text.
Read more →
Tutorials·3 min
DeepSeek Multi-Agent Matrix + UE5.8 Official MCP: A Collaborative Development Workflow in Practice
A complete workflow for collaborative UE5 development using DeepSeek multi-Agent matrix and UE5.8 official MCP, covering pure C++ architecture, agent roles, cache optimization, and automated code review.
Read more →
Tutorials·3 min
OpenCode + DeepSeek Zero-Code CAE Simulation Software Development: Building a Complete Engineering Platform for $7
Using OpenCode AI Agent with DeepSeek LLM to develop CAE simulation software with zero code for under $7, covering geometry modeling, meshing, and post-processing.
Read more →
Tech Frontiers·2 min
AI Daily: OpenClaw 3.5x Performance Boost, Copilot Memory Opens Up, Programming Tools Evolve Across the Board
May 16, 2025 AI roundup: OpenClaw 3.5x faster, GitHub Copilot Memory early access, Qoder 1.0 autonomous workbench, MiniMax M2.7 on OrcaRouter, Meituan General 365 benchmark.
Read more →
Product Reviews·3 min
Multica Open-Source Platform: A Self-Hosted Solution for Unified Management of Multiple AI Coding Agents
Deep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
Read more →
Product Reviews·3 min
Local Claude Code Hands-On: How Well Does a Terminal Agent Make PPTs?
Hands-on test of local Claude Code with MiniMax 2.7 for creating pitch deck PPTs, exploring its precise file history rollback mechanism vs. Cursor's rollback pain points.
Read more →
Tech Frontiers·3 min
GPT-5.6 Internal Testing Begins: A Complete Breakdown of the Week's Biggest AI Developments
GPT-5.6 internal testing launches UltraFast mode, Codex goal-driven mode revolutionizes AI programming, MiniMax cuts costs 360x, Anthropic vs OpenAI valuation war, Cerebras IPO raises $5.55B, Figure robot validates 8-hour autonomous ops, Google Vio 3.1 leads AI video.
Read more →
Tutorials·4 min
Zero-Code in Practice: Building and Publishing a WeChat Mini Program from Scratch with AI
Complete guide to building and publishing a WeChat Mini Program with zero coding using ChatGPT and Codex — from account registration to AI-generated design, code, and question banks to review and launch.
Read more →
Product Reviews·3 min
Zor Full-Stack AI Engineer: Build Complete Production-Ready Apps with a Single Prompt
Deep dive into Zor, the full-stack AI engineer platform that builds complete apps via natural language. Covers auth, databases, Stripe payments, AI image generation, and comparisons with Cursor and Lovable.
Read more →