Topic
#cloud
1577 articles found
How Midnight's Compact Compiler Enforces Privacy at Compile Time
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
Understanding Generative Model Collapse in LLMs
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
Understanding Bubble sort Using The Number Guessing Game
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
How to Auto-Update Your PRD with Daily Best Practice Searches
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
Task 3: Delivery Man Task
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,
Spec-Driven Development Changes Everything
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
Go errors: sentinel errors, error structs or fmt.Errorf — how to choose
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
Small Language Models vs. Frontier: 3B Parameters Beat 70B
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
Stop Showing the Wrong Currency
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
Automatically Revert Temporary Value Changes in a with Block
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.
Everything you need to know about OpenAI GPT-5.4 ✌️
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
AI policy files are becoming a thing - here's a generator
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
UK freelancers: you are probably owed money right now and do not know it
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
The Singularity is Coming
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
Top 5 React essential techniques every beginner should know!
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
I Built 1Note - A Secure Ephemeral Note Sharing Tool (and What It Taught Me)
Most developers have done this at least once: Sent a password over Slack Shared credentials in email Copied secrets into a notes app and forgot about them It works — until it doesn’t. That’s where the idea for 1Note came from. It is a simple tool: Share a secret → view it once → it disappears Click
I built a book generator that runs entirely in your browser — no server, no account, no backend
A few months ago I posted here about EbookForge — a JSON-to-PDF engine I built because formatting ebooks was driving me insane. That post got zero comments. Fair enough. The product was rough, the pitch was confusing, and honestly — asking people to write books as JSON was a hard sell. But the forma



