#SRE automation
26 related articles
·3 min
Enterprise Long-Running Agent Engineering: A Complete Guide from Demo to Production
A deep dive into enterprise Agent engineering: long-running execution, HITL safety approvals, and event sourcing — with two real-world commercial projects for content ops and SRE.
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·3 min
What Should AI Agents Require Human Approval For? A Practical HITL Framework
Too much human approval kills efficiency; too little creates risk. This article provides a practical HITL framework covering reversibility, blast radius, data flow, and tiered thresholds to help teams balance safety and autonomy in AI Agent deployments.
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When AI Flags an Excel Task as a Secur…
·3 min
When AI Flags an Excel Task as a Security Threat: A Wake-Up Call About Automated Moderation
A user creating an Excel financial spreadsheet was flagged as a cybersecurity threat by an AI system. This deep-dive examines why automated moderation fails, how appeals systems can be broken, and what it means for trust in AI services.
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Coinbase Outage Postmortem: The Deeper…
·4 min
Coinbase Outage Postmortem: The Deeper Causes of Failed Zone Failover and Its Lessons
A deep dive into Coinbase's global trading system outage—why multi-AZ deployment still couldn't prevent the disruption. Analyzing the missing automated zone failover, the core elements of financial-grade HA architecture, and reliability lessons for every team.
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Local Coding Agents in Practice: A Com…
·6 min
Local Coding Agents in Practice: A Complete Guide to Replacing Your Claude Subscription with Open-Source Models
An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.
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·3 min
Intent Recognition Interview Question: Three-Layer Funnel Architecture Breakdown and Answer Template
Asked 'how do you implement intent recognition' in an interview? Dumping everything into an LLM is a red flag. This guide breaks down the 3-layer funnel architecture with a ready-to-use answer template.
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·4 min
Proactive AI Agent Monitoring: Stop Fighting Fires, Catch Bugs Before Your Customers Do
A real case study: team builds AI Agent "Oogway" to auto-patrol after every job, investigate anomalies, create tickets, and update a knowledge Wiki — catching bugs before customers do.
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·4 min
Agent Draw: An AI Whiteboard That Draws While You Talk
Agent Draw is an AI whiteboard built on TLDraw that lets you speak or type to have an AI agent draw flowcharts and diagrams in real time. A deep dive into its tech, design, and use cases.
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·6 min
From Video to Notes to Knowledge Base: A Practical Guide to AI-Assisted Learning Workflows
A complete AI learning workflow: batch download videos, auto-transcribe, generate structured notes with AI, then build intelligent search and Q&A via Dify. Turn scattered videos into a reusable personal knowledge base.
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·4 min
Alibaba Plans to Ban Claude Code: The Battle Between Backdoor Risks and Enterprise AI Security
Alibaba reportedly plans to ban Claude Code internally over backdoor and data leakage concerns. A deep dive into enterprise AI security, supply chain trust issues, and what it takes for AI tools to win enterprise adoption.
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·7 min
PP-OCRv6 Deployment Deep Dive: Invoice Recognition Results and the Font-Missing Pitfall Explained
PP-OCRv6 is PaddlePaddle's SOTA-level OCR model. This article covers Docker deployment, invoice recognition testing, and the critical font-missing pitfall causing entire regions to be skipped.
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·6 min
5 Critical Engineering Pitfalls in Enterprise RAG Knowledge Base Deployment: The Real Barriers from Demo to Production
Why do enterprise RAG knowledge bases dazzle in demos but fail in production? This article dissects five critical engineering pitfalls with real-world case studies from million-doc platforms and ops agents.
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·6 min
Playwright's Three Test Agents: A Deep Dive into Planner, Generator, and Healer
Playwright's three new Test Agents—Planner, Generator, and Healer—cover the full pipeline from test design to script generation and auto-repair, integrated with VS Code, Claude Code, and more.
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·3 min
GitHub Daily · July 5: The Dual Narrative of Skill Ecosystem Explosion and Local-First AI
GitHub Trending July 5: Claude Code Skill ecosystem explodes, AI pen-testing tool Strix gains +2137 Stars, and local-first privacy apps surge.
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·3 min
Hermes Agent Deep Dive: Anatomy of a Self-Evolving AI Agent Architecture
Deep dive into Hermes Agent's core architecture including the Skills system, GPA governance mechanism, and 47 built-in tools. Learn how Hermes self-evolves to get smarter with use.
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·2 min
Deep Dive into Devin's Background Agent Architecture: Behind the 80% AI-Committed Code
Deep analysis of Devin's background agent architecture: brain-sandbox separation, environment setup, MCP integration, memory systems, and multi-agent collaboration challenges.
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·3 min
Hermes Desktop Officially Launched: A Forever-Free, Self-Evolving AI Agent for Your Desktop
Hermes Desktop is now available for Windows, macOS, and Linux. This MIT-licensed AI Agent features persistent memory, self-evolution, skill management, and multi-platform integration — completely free.
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·2 min
GitHub May 2026 Availability Report: A Comprehensive Analysis of Nine Service Degradation Incidents
GitHub's May 2026 availability report reveals nine service degradation incidents. This article analyzes the frequency, historical trends, developer impact, and platform reliability implications.
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From Prompt Engineer to Loop Architect…
·2 min
From Prompt Engineer to Loop Architect: The Paradigm Shift in AI Programming
Explore the paradigm shift from prompt engineering to loop architecture in AI programming. Learn about Anthropic's Routines, the six elements of mature coding loops, and token cost strategies.
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·4 min
OpenAI Engineer's Practice: Agent-Driven Development Methodology in the Era of Free Code
OpenAI engineer Ryan Lopopolo shares 9 months of pure AI agent coding practice, revealing core methodologies including prompt engineering, automated code review, and skill design in the new paradigm where code is free.
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