#Skills v1.1
28 related articles
·5 分钟
AI Coding Getting Worse With Every Edit? Skills v1.1 Reveals the Real Cause and Solution
AI code getting messier with edits? The root cause isn't weak model capability but a lack of context and process. A deep dive into Matt Pocock's Skills v1.1: grilling, vertical-slice tickets, TDD, and WebFinder.
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·4 分钟
Self-Hosted Service Domain Resolution in Practice: A Deep Dive into Split DNS and Tailscale Solutions
A deep dive into domain resolution challenges for self-hosted home servers, covering Split DNS concepts and how Tailscale App Connector enables unified domain access across internal and external networks.
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·3 分钟
Stop Flying Blind: A Complete Practical Guide to Writing Evals for AI Agent Skills
A Google DeepMind engineer reveals that over 50,000 AI agent skills come with almost no evals. This guide covers skill descriptions, test design, eval harnesses, and retirement strategies.
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·3 分钟
Stop Flying Blind: A Complete Practical Guide to Writing Evals for AI Agent Skills
A Google DeepMind engineer reveals that over 50,000 AI agent skills come with almost no evals. Learn how to write skill evaluations, from description tuning to test design.
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·6 分钟
Hands-On with Panel AI On-Premises Deployment: One-Click Enterprise Adoption and Unified Compute Cluster Scheduling
In-depth review of Panel AI v1.1.1: second-level installation, no-public-IP networking, batch compute cluster management. Learn how enterprise AI on-premises deployment barriers are dramatically lowered.
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·4 分钟
Stop Shipping Skills Blindly! A Google DeepMind Engineer's Hands-On Guide to Agent Evaluation
Google DeepMind engineer Philip reveals: almost everyone uses coding agent Skills, yet almost no one writes evals for them. A deep dive into Skill evaluation methods, 8 actionable tips, and a real Gemini API case study.
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Best Laptops for AI/ML Students: A Dee…
·2 分钟
Best Laptops for AI/ML Students: A Deep Dive Comparing Three Popular Models
Lenovo LOQ, HP Omen, or MacBook Air M5? A deep dive comparing GPU performance, RAM, and CUDA compatibility to help AI/ML students find the right laptop.
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·3 分钟
Multi-Repo Microservice Development: The Workspace-Level Configuration Gap in AI Agents
Explore why AI agent tools (Codex, Claude Code, Gemini) lack workspace-level config for multi-repo microservice dev, and discover practical solutions like symlinks, custom paths, and cascading config.
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·4 分钟
A Deep Dive into ASP.NET Core: The Complete Guide to Microsoft's Cross-Platform Web Framework
A comprehensive analysis of ASP.NET Core's architecture and technical strengths: cross-platform deployment, high-performance Kestrel server, modular middleware, built-in DI, and modern web capabilities like Blazor, gRPC, and SignalR.
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·5 分钟
ChatGPT Work Officially Launches: How GPT-5.6 Is Reshaping the Way You Work
OpenAI launches the GPT-5.6 model family (Sol/Terra/Luna) and ChatGPT Work, enabling automated financial analysis, local file operations, Codex coding, and cross-app workflows—AI officially becomes a real work partner.
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·4 分钟
From New Grad SWE to Platform Engineer: Career Paths and Tech Stack Choices in the AI Era
How can new graduates transition from software engineer to platform engineer? This article breaks down the path of joining as a Grad SWE first, then transferring internally, analyzes C# vs Python trade-offs, and offers a 14-month prep plan for AI/ML infrastructure.
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·2 分钟
AI Agents for SGLang Kernel Optimization: Real-World Performance Gains and Engineering Methodology
SGLang's team converted expert knowledge into agent skills, achieving 71.4% throughput gains, TTFT reduced from 456ms to 168ms. A deep dive into agent-assisted kernel optimization methodology.
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·6 分钟
GPT-5.6 Now Widely Available: The Era of Three-Tier Models and Multi-Agent Orchestration Arrives
OpenAI releases GPT-5.6 (SOUL/TERRA/LUNA), with Ultra mode running four agents in parallel; Meta launches Muse Spark 1.1 with million-token context; ChatGPT desktop unifies Chat, Work, and Codex.
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·4 分钟
AI Daily Briefing: $60B Cursor Acquisition, GLM-5.2 Open-Sourced, DeepSeek's $7B+ Funding Round
Today's AI headlines: Cursor acquired for $60B in all-stock deal; Zhipu GLM-5.2 open-sourced under MIT; DeepSeek raises $7B+ at $50B valuation; Anthropic reports 27% Agent coding value growth in 7 months.
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·6 分钟
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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Google Invests $1.5 Billion to Expand …
·2 分钟
Google Invests $1.5 Billion to Expand Alabama Data Center, Deepening Its AI Infrastructure Play
Google announces $1.5B phased expansion of its Jackson County, Alabama data center campus. Explore the site selection logic, AI compute race, and community impact.
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·3 分钟
Claude Code Debugging Guide: From Context Management to the Observability Flywheel
A systematic guide to Claude Code debugging and observability, covering Token monitoring, context management, Compact compression, security, and Skills ecosystem.
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·2 分钟
Replit's Revenue Incentive Policy Explained: Earn Money on the Platform, Get Free Credits
Replit's new revenue incentive policy gives developers free credits when they earn money on the platform. A deep dive into its impact on indie developers and the AI platform landscape.
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·3 分钟
GitHub Copilot Skills in Practice: Making AI Automatically Follow Your Coding Standards
Learn how to create and use GitHub Copilot Skills by writing coding standards into skill.md files, enabling AI to auto-load team conventions and save tokens.
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·2 分钟
Claude Code Desktop Configuration Guide: No Account Required + DeepSeek Integration + Chinese Localization
Complete guide to configuring Claude Code Desktop: account-free setup, DeepSeek integration via CC Switch, Chinese localization, and custom Skill import for a low-cost AI coding environment.
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