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Why I'm Writing This I spent about two weeks getting comfortable with OpenClaw - an open-source AI agent runtime. Not a chatbot, not a coding assistant, but a platform where you connect real communication channels, install skills, and build actual workflows. The tool itself is impressive. But the ge
Let me describe a debugging session I had six months ago. It is 11pm. A client is reporting that their order confirmation emails are not sending. I am staring at a NestJS backend with 12 services and I have no idea which request is failing or what payload it is carrying when it does. My terminal is
Most blockchain privacy tools trust the developer to handle data correctly. Midnight does not. And I found that out the hard way while building NightScore, a privacy-preserving credit attestation oracle on the Midnight Network. Let me walk you through what happened. NightScore lets borrowers prove t
Originally published at adiyogiarts.com Prevent LLM pre-training collapse with synthetic data pipelines. Discover strategies for maintaining data quality and diversity, ensuring resilient AI development. WHY IT MATTERS Generative model collapse refers to the gradual decline in the quality and utilit
Before diving into sorting algorithms, let us first understand the application we are working with: a Number Guessing Game. This will help give context to why sorting is needed. A Number Guessing Game is a simple interactive game where: The system generates a random number within a given range (for
TL;DR I built a system that updates our mobile app PRD (Product Requirements Document) every day by searching for best practices and adding them with full citations. Result: our development team (Claude Code) always has the latest optimization strategies, including a 636% LTV increase from weekly su
1.Create a list and print the third item items = ["Notebook", "Pencil", "Eraser", "Ruler", "Marker"] print(items[2]) Explanation: Add “Glue Stick” to the list Concept: Use append() to add at the end. items.append("Glue Stick") print(items) Explanation: Insert “Highlighter” Concept: Use insert(index,
From Coding to Orchestrating I started experimenting with spec-driven development while using AI to help implement features, and I expected the biggest improvement to be speed. But speed wasn’t what impressed me the most. It was clarity. Very quickly, a pattern showed up: If the spec was vague, the
Code review on ClaudeGate. The HTTP handler that receives execution jobs was returning a 500 when the job queue was full. A colleague caught it in the logs: "this isn't an internal error, it's saturation — it should be a 503." He was right. The problem was a single innocent line: all errors from Enq
Originally published at adiyogiarts.com The long-held belief that larger language models always perform better is now undergoing a critical re-evaluation. Surprisingly, new data reveals that some Small Language Models, with just 3 billion parameters, are significantly outperforming much larger 70-bi
Let's be honest: nothing kills an international conversion rate faster than showing a European customer a pricing page in US Dollars, or forcing a Japanese user to mentally convert from British Pounds. If you're building a global SaaS or e-commerce site, you need to show the local currency immediate
The new rollback() API introduced in triggon v2.0.0 can automatically revert temporary changes to variables and attributes made in a with block. Here's a simple example. In this example, the variable x is assigned 99 inside the block, but once the block exits, it's restored to its original value, 1.
OpenAI’s new GPT-5.4 is here, and on paper at least, it looks like one of their strongest all-rounder models so far. In this article, we take a quick look at OpenAI GPT-5.4, go through its official benchmarks, and then compare it in one small coding task against Anthropic’s general-purpose model, Cl
The problem AI coding agents are everywhere. Copilot, Cursor, Claude Code, Codex -- they're writing code in repos with no AI policy. Most repos have a LICENSE file. Many have CONTRIBUTING.md. Almost none have an AI policy. Can a contributor submit AI-generated code? Does it need review? Can agents m
There is a law most UK freelancers have never heard of that lets you charge interest on late invoices automatically. It is called the Late Payment of Commercial Debts Act 1998. Under it, you can charge: 8% + Bank of England base rate interest per year (currently ~12.5%) Fixed compensation: £40 for d
It is not uncommon for popular culture to pick up on a concept from science and twist it until it is nearly unrecognizable. The concept of the "technological singularity" is no exception. Still, when the singularity is talked about as "the machines taking over" or the point at which we all "upload o
React has become one of the most widely adopted libraries for building user interfaces. Its component-based architecture, declarative style, and rich ecosystem make it a powerful tool for projects of any size. But writing good React code requires more than just knowing JSX, it requires understanding
