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Fine-tuning vs Prompt-engineering – what to choose in 2025
With the explosion of large language models (LLMs) and the widespread use of services like OpenAI GPT‑4, Llama 2, Claude, developers and product teams face...
Pattern-matching refinements in Ruby 3.3
With Ruby 3.3, pattern-matching received further enhancements: better guards, right-hand patterns, and more flexible destructuring. Let’s explore.
ESNext Decorators – class enhancements in 2024
The class decorator syntax in JavaScript has been evolving for some time and as of 2024 the JavaScript Decorators proposal has matured to Stage 3...
Promise.any() – when you need the first to fulfill
In modern JavaScript we have several Promise combinators (Promise.all, Promise.race, Promise.allSettled). With the release of ES2021 you also got Promise.any — a lesser-used but powerful...
Rails 7.2 — Better eager loading with Zeitwerk
With Rails 7.2 a subtle but useful change landed: more efficient eager loading of autoload paths via the Zeitwerk code loader.
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Zero‑Shot Reasoning vs RAG – the 2025 Reality Check
With smarter internal representations, 2025 LLMs can perform strong zero‑shot reasoning, but RAG remains essential.
Fine-tuning vs Prompt-engineering – what to choose in 2025
With the explosion of large language models (LLMs) and the widespread use of services like OpenAI GPT‑4, Llama 2, Claude, developers and product teams face a key decision: fine-tune a...
Pattern-matching refinements in Ruby 3.3
With Ruby 3.3, pattern-matching received further enhancements: better guards, right-hand patterns, and more flexible destructuring. Let’s explore.
LLM Agents in Production – What Changed in 2025
By 2025, LLM agents are widely deployed in customer support, devops automation, and internal workflows. With improved memory, tools, and reasoning, they can execute multi-step tasks autonomously.
Private LLMs & On‑Prem Deployments in 2025
Thanks to advancements in quantization and GPU alternatives, running local LLMs is mainstream in 2025.
ESNext Decorators – class enhancements in 2024
The class decorator syntax in JavaScript has been evolving for some time and as of 2024 the JavaScript Decorators proposal has matured to Stage 3 (or perhaps Stage 4 depending...