#PTY
348 related articles
·4 min
Complete Guide to Commercial AI Agent Development: From Requirements Analysis to Production Deployment
Complete guide to commercial AI agent development from scratch, covering requirements analysis, architecture design (ReAct framework, deep search, intent recognition), hands-on Coze platform implementation, workflow creation, and production deployment.
Read more →
·4 min
Turn AI Into Your Personal Tutor with /teach: A Complete Guide to Stateful Skill Design
Deep dive into the /teach AI Skill's design and engineering: stateful vs. stateless Skill selection, ZPD pedagogy, interactive lesson generation, and onboarding potential.
Read more →
·2 min
Perplexity Computer: An AI-Powered Startup Operating System to Create and Run Companies from Scratch
Perplexity CEO announces Perplexity Computer will integrate all business connectors, enabling users to create and run companies from scratch with AI.
Read more →
·3 min
Building a Cold Chain Logistics Optimization Research Project with Codex: A Complete Workflow from Scratch to PDF Paper
Learn how to use OpenAI Codex to build a complete cold chain logistics optimization research project from scratch, including simulated annealing implementation, experiments, figures, and LaTeX paper compilation.
Read more →
·3 min
Claude Code Installation Guide & The Five Stages of AI Programming Tools Explained
Complete Claude Code installation guide with the five stages of AI programming tools, from manual coding to agents. Learn 0-to-1 project building and 1-to-100 iteration challenges.
Read more →
·1 min
Musk's Never Give Up Philosophy: From Near Bankruptcy to Industry Disruption
Decoding the real stories behind Musk's 'I don't ever give up' — from SpaceX's three failed launches to Tesla's production hell, and what his extreme persistence means for tech entrepreneurs.
Read more →
·3 min
Building AI Chatbots for Foreign Clients: A Side Hustle Breakdown at $150–$800 Per Project
A detailed breakdown of building AI chatbots for overseas clients as a side hustle: $150–$800 per project, no coding or English fluency required. Covers pricing, no-code tools, and a 5-step path to your first client.
Read more →
·3 min
AI Coding Showdown: Four Major Models Show Shocking Performance Gaps on a Dynamic Web Scraping Task
Real-world test of ChatGPT 5.4, Gemini 3.1, DeepSeek V4 Pro, and Kimi 5.1 on a Baidu dynamic web scraping task reveals surprising gaps in AI coding ability.
Read more →
·3 min
Open-Source Models Keep Throwing Errors in Your Code? The Problem Might Be the Framework
DeepSeek and Kimi keep failing at coding? The problem may not be the model but the framework. Learn how Commander Code fixes this with cache routing, tool call repair, and continuous learning.
Read more →
·2 min
Cursor Practical Project Guide: Best Practices from Simple to Complex
A systematic guide to using Cursor across project types, covering capability boundaries, rules configuration, prompting techniques, and phased development.
Read more →
·2 min
LLM Observability & Eval in Practice: A Complete Guide to Monitoring and Evaluating Large Models in Production
A deep dive into LLM observability, evaluation systems, and experimentation loops for production AI. Covers OpenTelemetry, trace monitoring, five eval signal types, four scope levels, and automated improvement flywheels.
Read more →
·2 min
Advanced RAG Systems: Building Energy Storage Industry Agents with MCP and Skills
Learn how MCP protocol and Skills framework upgrade traditional RAG into autonomous agents for energy storage, connecting SCADA, BMS, and EMS systems.
Read more →
·2 min
David Attenborough's Documentary 'Ocean': Saving the Ocean Means Saving Ourselves
David Attenborough's documentary Ocean reveals the ocean crisis and hope: from sea mount discoveries to trawling destruction, and the call to protect one-third of our seas.
Read more →
·3 min
The Complete Guide to Cursor Model Selection, Context, and Token Mechanisms
A detailed guide to Cursor AI's model selection (Auto/Max Mode/Compose 2.5 Fast), Context panel metrics, and token billing mechanisms to help developers use Cursor efficiently.
Read more →
·2 min
Gemini 3.5 Flash In-Depth Review: Pro-Level Performance at Flash-Level Pricing
In-depth review of Google Gemini 3.5 Flash across multimodal vision, video understanding, contract analysis, and Vibe Coding. 1M token context at one-third the price of competitors.
Read more →
·2 min
Unreal Engine 5.8 MCP Server Setup Tutorial: AI Agent-Driven Game Development in Practice
A detailed guide to configuring Unreal Engine 5.8's built-in MCP server for AI agent-driven game development, covering DeepSeek API setup, plugin activation, and natural language scene building.
Read more →
·3 min
Fixing Tool Confusion: A Practical Method to Make DeepSeek v4 Outperform Opus
Deep dive into DeepSeek v4's Tool Confusion problem and its deterministic fix. Repair Logic dramatically improves open-source model tool call accuracy, outperforming Claude Opus 4.7 in practice.
Read more →
Complete Guide to Cursor AI's Seven Wo…
·4 min
Complete Guide to Cursor AI's Seven Work Modes: From Beginner to Power User
In-depth guide to Cursor AI's seven work modes: Plan, Debug, Multitask, Ask, Image, Skills, and MCP Servers, with practical demos and scenario selection tips.
Read more →
·1 min
Claude Code + AssemblyAI in Practice: A Complete Tutorial for Building a Voice Agent in One Afternoon
Learn how to build a Voice Agent with speech recognition, conversation understanding, and calendar booking using Claude Code and AssemblyAI in one afternoon.
Read more →
·4 min
Coze Workflow in Practice: Complete Tutorial for AI One-Click Product Promo Video Generation
Step-by-step guide to building a Coze workflow for AI product promo videos, integrating HappyHours and Jimeng across 12 nodes with nine-grid storyboards and polling loops.
Read more →