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The article provides a step-by-step guide to setting up a .NET solution with a console app, class library, and xUnit test project, then demonstrates how to install and run the Stryker mutation testing tool. It shows how …
The article describes a production pattern for implementing multi-tenant row-level security (RLS) in PostgreSQL, arguing that application-layer tenant isolation is unreliable because bugs like missing authorization check…
Creation of **llm-cost-optimizer-node**, an open-source, drop-in client wrapper for OpenAI that automatically reduces API costs by intercepting outgoing prompts, stripping unnecessary filler words (like "the" and "is"), …
Three weeks after publishing an article claiming that his CLAUDE.md file "writes itself," the author found that the file had autonomously added four new rules between April 28th and May 21st, 2026. These rules were gener…
Five practical patterns for validating LLM outputs in production, addressing common failures like malformed JSON, incorrect length, and hallucinated fields. It emphasizes using schema validation with retries and error hi…
A developer is using three AI models to plan a single software feature, then having a fourth model implement it. The process involves Opus 4.7 and GPT-5.5 independently designing a plan, Gemini 3.1 Pro auditing both and …
The author reduced their LLM API costs by 90% by implementing a self-hosted, OpenAI-compatible proxy called freellmapi, which automatically routes non-critical requests across multiple free-tier providers (such as Groq, …
PR Sentinel is an AI-assisted tool that uses Gemma 4 to analyze React and TypeScript code snippets, generating structured engineering feedback focused on maintainability, accessibility, performance, and UI quality. Inspi…
Contentious debate surrounding the use of large language models (LLMs) in software development, particularly criticizing those who dismiss LLM tools without serious hands-on experience. It highlights the Rust programming…
"The Auditor," a new architectural layer for an AI forensic system called the Sovereign Vault, which uses Persona Injection to transform an LLM into a Senior Forensic Bibliographer for high-reasoning synthesis. It descri…
Flipper One, an open-source Linux ARM computer platform distinct from the Flipper Zero, designed for high-performance networking and hardware expansion via PCIe, USB 3.0, and SATA. Its ambitious goals include achieving f…
Google has released a new set of Android development tools, including a redesigned command-line interface (CLI), modular "Skills" instruction sets, and an integrated knowledge base, designed to optimize AI agent-driven w…
Alpha Insights is an open-source business analysis tool designed for AI runtimes like Claude Code and Codex Desktop. Unlike standard AI research tools that rely solely on prompts, it enforces an analyst-grade workflow th…
The author attended DevWorld 2026 in Amsterdam for the first time, describing it as two days of genuine engineering conversations focused on real-world software development. A key takeaway was that AI has shifted from an…
The article compares three small, fast LLMs—Gemini 3.5 Flash, Claude Haiku, and GPT-4o mini—for routine tasks like classification and code routing, emphasizing that cheap, consistent models are preferable over frontier m…
Author's personal .NET AI Architect Laboratory project, which aims to deeply understand the engineering principles of integrating Large Language Models (LLMs) into applications rather than just using quick-start guides. …
Users often unknowingly expose sensitive information—such as proprietary code or client requirements—to AI tools without understanding where their conversation data ends up, including backups, training data, and third-pa…
Author's experience with AI in software development, noting that over-reliance on tools like Cursor led to issues such as incorrect business logic and performance problems like N+1 queries. To use AI effectively, the aut…
"Interview Buddy," a free AI-powered tool designed to help job seekers ace technical interviews, coding challenges, and proctored exams by providing real-time assistance. The creator, based in Kenya, argues that the hiri…
A maximum-severity vulnerability, tracked as CVE-2026-45829, has been discovered in the Python FastAPI version of the open-source AI database ChromaDB, allowing unauthenticated attackers to execute arbitrary code on expo…