#software testing roadmap
104 related articles
·7 min
Fable AI Coding in Practice: Optimizing Reasoning Levels and Multi-Model Collaboration to Cut Costs
How developer Theo used Anthropic's Fable model to rebuild his AI coding workflow — controlling reasoning levels, multi-model routing with Codex, and sub-agent orchestration to cut costs from thousands to $150.
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·5 min
A Programmer's Guide to Large Language Models: The Complete Path from Prompts to Agents
A tailored large-model learning path for ordinary programmers: from prompt engineering, API calls, and LangChain, to RAG, Agents, fine-tuning, and enterprise deployment—six steps to build AI application skills fast.
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·6 min
Claude Code Chinese Guide: A Complete Path from Zero to an Efficient Workflow
A systematic Claude Code learning guide built for Chinese developers, covering ten core modules including Slash Commands, Memory, MCP, and Hooks, with a three-tier path to build an AI coding workflow in 11–13 hours.
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·6 min
AMD MI355X Running GLM5.2: Inference Costs at Half of NVIDIA Blackwell
AMD MI355X achieves 2,626 tokens/sec throughput running GLM5.2 at half the TCO of NVIDIA Blackwell. Deep analysis of the technical logic, ROCm ecosystem progress, and market implications.
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·6 min
Codex Beginner's Guide: Four Product Forms Explained, Plus Comparison with Claude Code and Cursor
In-depth analysis of OpenAI Codex's four usage forms, comparing Codex, Claude Code, and Cursor across price, stability, and frontend/backend fit to help developers choose the right AI programming tool.
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·4 min
Godot Game AI Development: Building Autonomous NPC Planning with GOAP
A deep dive into building a GOAP (Goal-Oriented Action Planning) AI system in Godot — moving beyond FSMs and behavior trees to enable autonomous NPC planning. Covers core mechanics, extensions, and real-world test cases.
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T3MP3ST: The Open-Source Framework Tha…
·4 min
T3MP3ST: The Open-Source Framework That Turns Coding Agents into Autonomous Red Team Operators
T3MP3ST is an open-source offensive security framework that turns coding agents like Claude Code and Codex into autonomous red team tools. Achieves 90.1% pass@1 on XBEN, supports Web pentesting, CVE discovery, and smart contract auditing.
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·5 min
AI-Native Team Practices: How Anthropic Engineers Achieved an 8x Productivity Boost
Anthropic's Fiona Fung shares how AI tools drove an 8x increase in engineer code output, and how AI-native teams are rethinking management, quality, and collaboration.
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·4 min
AI Agent Learning Roadmap for Beginners: A Three-Stage Journey from Fundamentals to Hands-On Practice
A systematic AI Agent learning roadmap for beginners covering core theory, the ReAct paradigm, and multi-agent collaboration, with hands-on project suggestions.
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·2 min
Groq Raises $650 Million to Rebuild Team, Challenging NVIDIA with LPU Chips
AI inference chip company Groq confirms $650M funding round, actively rebuilds executive team after NVIDIA's massive talent raid, and doubles down on Neocloud business.
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·3 min
Tata Electronics Confirms Data Breach: Apple and Tesla Supply Chain Security Under Threat
Apple and Tesla core supplier Tata Electronics confirms data breach. As a critical node in the global tech supply chain, this incident may compromise product secrets and supply chain intelligence.
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·1 min
Sakana AI Launches RSI Lab: The Path to Recursive Self-Improvement Where AI Builds AI
Sakana AI launches RSI Lab for recursive self-improvement, letting AI autonomously improve its own architecture. Explore their four-stage roadmap and key breakthroughs.
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·2 min
Klue Hacked: Data Breach Exposes Huntress, HackerOne, and Other Major Security Companies
Market research firm Klue was hacked, exposing data from Huntress, HackerOne, Jamf, Recorded Future, and Tanium. Analysis of supply chain attack risks and third-party risk management strategies.
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·3 min
SWE-Smith Expands to JavaScript: 6,099 Synthetic Bugs Powering Multilingual Code Repair
SWE-Smith Multilingual extends synthetic bug generation to JavaScript, validating 6,099 patches across 74 repos. Covers 14 modifiers, high-yield repo traits, and Modal cloud pipeline architecture.
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·3 min
The Complete Skill Map for AI Application Engineers: A Progressive Roadmap from Fundamentals to Production
A systematic breakdown of the complete skill structure for AI application engineers, covering Python & deep learning fundamentals, small model engineering, LLM fine-tuning, Agent development, and enterprise projects.
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·3 min
The Complete Guide to Vibe Coding: Turn Ideas into Products with AI — No Coding Required
A complete guide to Vibe Coding: from idea to PRD, UI design, and working code using AI tools like Gemini, Figma Make, and Cursor — no coding skills needed.
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·3 min
Codex vs Claude Code in Practice: A Complete Guide to AI-Engineered Programming for Enterprise Projects
In-depth comparison of Codex and Claude Code for enterprise AI development, covering Vibe Coding limitations, multi-Agent workflows, OpenRouter platform architecture, and programmer learning paths.
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·2 min
Decoding Google's AI Control Roadmap: A Defense Framework for When AI Goes Off the Rails
Google releases its AI Control Roadmap, a new safety paradigm that assumes alignment may fail and builds defenses at the system architecture level.
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·3 min
OpenAI's Head of Evaluations: Never Underestimate a Model's Capabilities
OpenAI's Frontier Evaluations lead Tejal Patwardhan shares insights on O1's jailbreak breakthrough, wet lab experiments beating human baselines, and building the AGI Index—revealing AI capabilities evolving faster than imagined.
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·4 min
UniApp Beginner Tutorial: Build Multi-Platform Apps with One Codebase
In-depth analysis of a UniApp zero-to-hero APP development course covering HTML, CSS, JavaScript, and UniApp, with project-driven teaching and learning path recommendations.
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