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Best practices for AI refactoring legacy code
6+ hour, 57+ min ago (1297+ words) Many teams still depend on code written years ago, often by developers who have already left the company. These systems still run daily operations, but the code is hard to follow, risky to change, and rarely documented well. The scale…...
Master C and C++ with our new Testing Handbook chapter
3+ hour, 51+ min ago (345+ words) Home " Security Bloggers Network " Master C and C++ with our new Testing Handbook chapter LLM enthusiasts rejoice: we're also developing a Claude skill based on this new chapter. It will turn the checklist into bug-finding prompts that an LLM can…...
Git Hub outages: "Deep architectural work" needed says SVP
26+ min ago (17+ words) thestack. technology SVP says he is making "urgent, targeted improvements"...
AWS put a file system on S3; I stress-tested it
2+ hour, 59+ min ago (320+ words) The Register Home Page I've spent over a decade telling anyone who'd listen that S3 is not a filesystem, which in retrospect was a really weird way to start some conversations. So when AWS launched S3 Files on Tuesday " which lets you…...
Tux Care Offers Endless Lifecycle Support for My SQL - Palo Alto Today
2+ hour, 6+ min ago (68+ words) New service helps organizations secure My SQL 8. 0 environments beyond April 2026 end of life, avoiding rushed upgrades and operational risk Apr. 9, 2026 at 12: 05pm A global innovator in securing open source that offers the Endless Lifecycle Support (ELS) for My SQL service. The…...
From Fly. io to On-Premise Kubernetes
1+ hour, 11+ min ago (559+ words) Everything works in localhost. Exposing it to the internet is a different problem. I went through Fly. io, Linode managed Kubernetes, and eventually landed on an on-premise cluster. Each step had tradeoffs in both cost and operational complexity. Before getting…...
I Built an AI Agent That Routes Our Inbound Requests. Here's How It Works
1+ hour, 19+ min ago (701+ words) Here's how I built it and what I learned along the way. The core concept is simple. Instead of one big prompt that tries to do everything at once, the agent runs through four distinct steps. Each step produces structured…...
Why I debug my RAG pipeline stage by stage, not end to end
1+ hour, 26+ min ago (301+ words) I had a working document retrieval pipeline. Fixed-size chunking, TF-IDF embeddings, FAISS index. Recall@10 was 0. 82 on Sci Fact. Good enough. Then I made one change: I swapped fixed-size chunking for sentence-based chunking. Recall dropped to 0. 68. My first instinct was to…...
Advanced Python Logging: JSON, Stream Handler & aiologger
1+ hour, 20+ min ago (408+ words) Senior Architects do not write "logs". They architect Event Streams. They understand that a log is an immutable record of an event that occurred at a specific point in time, and it must be structured and routed with absolute precision....
Grafana Labs Brings AI-Powered Observability to Latin America With Observability Sessions Santiago Event
1+ day, 56+ min ago (253+ words) AI Pioneers Unite to Launch the Shared AI License Foundation to Advance Foundation Model Innovation Open AI and Meaghan B Murphy Discuss How Families Are Using Chat GPT Safely and with Confidence with Your Update TV Global AI Secures Enterprise…...
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