#deterministic workflow
516 related articles
Product Reviews·3 min
Running Qwen3.6-27B Locally on Mac: 4 Solutions Benchmarked
Benchmarking 4 solutions for running Qwen3.6-27B locally on Mac: GGUF, MLX Diflash, and MTP-LX. MTP-LX 4bit leads at 43.6 tok/s with solid coding, writing, and reasoning quality.
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Tutorials·3 min
Learning LLM Application Development from Scratch: A Complete Roadmap from RAG to Agent
How to start LLM application development from scratch? A complete roadmap covering Python basics, RAG knowledge bases, and Agent development with LangChain.
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Tutorials·3 min
GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team
Deep dive into GStack, the open-source toolkit by YC President Gary Tan. 23 slash commands turn Claude Code into a full AI dev team covering product decisions to deployment.
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Tutorials·2 min
Three Key Features of Gemini CLI Explained: Hooks, Skills, and Plan Mode Make AI Coding Truly Controllable
Deep dive into Google Gemini CLI's three core features: Hooks intercept security risks, Skills reuse team knowledge, and Plan Mode enforces think-before-code workflows.
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Product Reviews·1 min
Kiro In-Depth Review: Breaking Down Amazon's AI Coding Tool and Its Four Core Features
In-depth review of Amazon's AI coding tool Kiro, covering its four core features: Specs, Agent Hooks, Steering, and Checkpoint, plus a free trial guide.
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Expert Opinions·1 min
Validation-Driven Development: The Key to Unlocking AI Coding's True Potential
The bottleneck of AI coding tools isn't model capability — it's your validation infrastructure. Learn the validation-driven development paradigm and how to achieve 5–7x efficiency gains.
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Product Reviews·2 min
Minions: An Open-Source Control Center for AI Agent Parallel Task Management
Minions is an open-source task control panel for Hermes Agent, offering a unified task board, smart monitoring, auto-retry, and escalation to solve silent failures and blocking in parallel AI Agent workflows.
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Product Reviews·1 min
iOrchestra: From Text to Production-Ready Hardware Design with AI Agents
iOrchestra is an AI hardware engineer platform that uses multi-disciplinary AI agents to compress PCB, mechanical, and thermal design from months to minutes, covering the full pipeline from natural language input to simulation, BOM generation, and manufacturing.
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Product Reviews·2 min
Arkiv: A Zero-Upload Blockchain Copyright Protection Tool — The Ultimate IP Guardian for Designers
Arkiv is a zero-upload blockchain copyright tool for designers. Files stay local while digital fingerprints are recorded on-chain for tamper-proof IP protection.
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Product Reviews·2 min
Phrony: An All-in-One Infrastructure Platform for AI Agent Production Deployment and Operations
Phrony is an infrastructure platform for AI Agent production deployment, offering multi-Agent orchestration, human-in-the-loop escalation, audit trails, and anomaly detection.
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Product Reviews·1 min
Gas City 1.0 Open-Source Platform: Building Automated Software Factories with Multi-AI Agent Orchestration
Gas City 1.0 is an open-source software factory platform that orchestrates multiple AI coding agents like Claude Code, Codex, and Gemini to transform non-deterministic outputs into production-grade code.
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Tutorials·1 min
Claude Code Workflow Practical Guide: Multi-Agent Workflow Orchestration Driven by JS Scripts
A detailed guide to Claude Code's new Workflow feature: use JavaScript scripts for precise multi-Agent orchestration. Covers setup, workflow patterns, SubAgents comparison, and reusable scripts.
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Industry Insights·1 min
Claude Compliance API Launch: Integrating 28 Security Vendors for Comprehensive Enterprise AI Compliance Management
Anthropic launches Claude Compliance API, integrating 28 security vendors including Zscaler and CrowdStrike, enabling DLP monitoring and activity auditing for enterprise AI governance.
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Tutorials·2 min
Vibe Coding Interview Tips for Campus AI Product Manager Recruitment: Key Assessment Areas & Response Strategies
A systematic guide to Vibe Coding interview questions for campus AI PM recruitment: three assessment dimensions, error correction strategies, and advanced quality control tips.
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Tutorials·2 min
4 Common Resume Mistakes AI PMs Make When Writing About Vibe Coding (And How to Fix Them)
How should AI PMs present Vibe Coding skills on their resumes? This article covers 4 common mistakes and provides ready-to-use resume writing examples.
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Expert Opinions·2 min
Token Maxing: YC CEO's Methodology for Achieving 400x Programming Efficiency with AI
YC CEO Gary Tan returned to coding after 13 years using Token Maxing with Claude Code, completing a $4M project in 5 days. Detailed breakdown of his 15 parallel agents, Plan-Eng-Review skills framework, and G-Stack open-source workflow.
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Tech Frontiers·2 min
Cursor 2.0 Beginner's Guide: Three AI Interaction Modes & Core Features Explained
Complete guide to Cursor 2.0 AI code editor covering Plan, Agent, Ask modes, Quick Edit, Git version control, MCP extensions, and project rules setup.
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Tutorials·2 min
ACPX in Practice: Scaling AI Agent Deployment on Kubernetes for Automated PR Processing
How to build an automated PR processing system using ACP protocol, ACPX workflow engine, and Kubernetes. From OpenCLO's 60K+ PR challenge to enterprise-grade multi-Agent orchestration.
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Tutorials·2 min
3 Hours, Zero Code: Building a WeChat Mini Program with AI Agents in Practice
How to use AI Agent workflows to automate WeChat Mini Program development end-to-end in 3 hours with only 30 minutes of human involvement, featuring multi-version divergence and fusion strategies.
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Tutorials·2 min
LangChain Agent Executor Architecture: Building a ReAct Agent from Scratch
Deep dive into LangChain Agent Executor internals, covering the ReAct reasoning-action-observation loop, tool choice strategies, and building a custom Agent Executor from scratch.
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