#Supervision
189 related articles
·5 min
The Rise of Slow Content: A Tweet Sparks Reflection on the Attention Economy and Content Creation
A tweet about "live streaming reading a book aloud" reflects the deep dilemma of content creators in the attention economy. This article explores the revival of slow content, the irreplaceability of the human voice in the AI era, and lessons on content differentiation.
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·6 min
From Vibe Coding to AI Engineering: A Complete Practical Guide to Codex and Claude Code
An in-depth analysis of the practical use of Codex and Claude Code, comparing Vibe Coding and AI engineering, covering Super Power plugins, Spec-Driven Development, and Chinese LLM integration strategies.
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·6 min
Does AI Adoption Actually Lead to More Hiring? Explaining This Counterintuitive Phenomenon
Growing data shows companies aggressively adopting AI are actually hiring more. This article explores the overlooked complex relationship between AI and employment through the Jevons Paradox, new job creation, and competitive divergence.
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Enterprise AI Factory: Governance Fram…
·3 min
Enterprise AI Factory: Governance Frameworks and Practical Guides for Autonomous AI Agents
Explore how enterprises building AI Factories can govern autonomous AI agents through identity management, runtime protection, and defense-in-depth to balance autonomy with security.
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Morph Reflexes: Building Real-Time Beh…
·4 min
Morph Reflexes: Building Real-Time Behavioral Guardrails for AI Agents with Multi-Head Classifiers
Morph Reflexes is an open-source AI agent monitoring tool that uses multi-head classifiers for real-time trace classification — enabling safety guardrails, quality scoring, and training data filtering.
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·7 min
Engineering Vibe Coding in Practice: Taming AI Programming with Superpowers and gstack
A deep dive into engineering Vibe Coding: using Superpowers for project-level decomposition and gstack for module layering and constraints to tame AI coding assistants like Codex and Claude Code.
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·7 min
Claude Sonnet 5 Released: The Most Powerful Agent-Capable Mid-Tier AI Model
Anthropic releases Claude Sonnet 5, its most agentic mid-tier model with planning, browser/terminal tool use, and autonomous execution—bringing flagship Agent capabilities at significantly lower cost.
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·7 min
Claude Sonnet 5 Released: The Most Capable Agent Model at Mid-Tier Pricing
Anthropic releases Claude Sonnet 5, its most agentic Sonnet model yet. With planning, browser/terminal tool use, and autonomous execution, it brings flagship Agent capabilities to mid-tier pricing.
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·3 min
Local AI Agent in Action: Auto-Record World Cup Highlights and Stop Staying Up to Watch Soccer
A hands-on test of the AiKanQiu Agent on Flowin AIPC: auto-schedule, record, and extract World Cup highlights locally — no more staying up all night for soccer.
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·3 min
Claude Sonnet 5 Hands-On Review: The Hidden Token Trap That Makes 'Low Cost' an Illusion
Claude Sonnet 5 promises near-Opus 4.8 performance at lower cost, but hands-on tests reveal a critical trap: a new tokenizer inflates token consumption, making real costs far higher than expected.
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·4 min
Spotify's AI in Practice: How 3,000 Engineers Are Reinventing R&D with Agents
Spotify's real engineering story: 99% of engineers use AI coding tools, PR frequency up 76%, 2.5M automated maintenance PRs merged. How Honk, FleetShift, and Backstage work together to drive AI Agent adoption at scale.
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OpenAI Research: How AI Agents Are Res…
·2 min
OpenAI Research: How AI Agents Are Reshaping Work and Productivity
OpenAI research reveals AI agents are evolving from chat assistants into autonomous "digital workers," driving productivity gains across technical and non-technical roles alike.
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·7 min
GPT Image 2 Hands-On Review: In-Depth Evaluation of Text Layout and Character Breakdown Capabilities
GPT Image 2 hands-on review: near-flawless poster text layout and automatic character breakdown with Chinese annotations. Deep analysis of core capabilities, comparison with Nano Banana, and risk assessment for access channels.
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·4 min
Claude Code Beginner's Guide: From Installation and Configuration to Hands-On Projects
Complete Claude Code beginner's guide covering Git, VS Code setup, third-party model integration, permissions, Tools, Hooks, Skills, SubAgents, and a hands-on project walkthrough.
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·3 min
MiniMax Code Hands-On Review: How AI Development Team Mode Redefines Programming Collaboration
In-depth review of MiniMax Code (MCode) Agent Team collaboration through Starbucks financial visualization and Next.js website development cases.
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·4 min
Deep Learning Lane Detection: From Segmentation to Classification for 300+ FPS Real-Time Inference
Deep learning lane detection algorithm that simplifies dense segmentation into efficient grid classification, achieving 300+ FPS real-time inference with row selection, Focal Loss, and expectation-based localization.
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·3 min
AI Scientist: A Deep Dive into Sakana AI's Automated Research Framework
Deep dive into Sakana AI's open-source AI Scientist project: how LLMs automate the full research pipeline from hypothesis generation and experiment execution to paper writing, including architecture, workflow, and limitations.
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·2 min
OpenAI's New Research: Keeping AI Safe During High-Stakes Tasks
OpenAI's new research on "broadly and persistently beneficial" AI explores how to keep models safe in high-stakes scenarios beyond their training distribution.
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·4 min
UE5.8 AI Blueprint Assistant Real-World Test: 5 Challenges Reveal Claude's Actual Performance
Smart Poly tests UE5.8's MCP plugin with 5 blueprint challenges—from toggle doors to ragdoll physics. Detailed scoring reveals Claude's real strengths and limitations in UE5 blueprint development.
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·3 min
PilotDeck: A Local Console That Tames Multi-Task Agent Chaos
PilotDeck is an open-source local Agent console from a Tsinghua-affiliated team that solves multi-task chaos with workspace isolation, white-box memory management, and smart model routing.
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