Adversarial Attacks and Defenses in Deep Learning Systems: Threats, Mechanisms, and Countermeasures
Hello y'all, I'm back again in 2026🔥🔥 Last Wednesday I just had the opportunity to join in the special talk about Deep Learning Security with Anadi Goyal who's the talented research assistant from IT Guwahati under the topic: "Adversarial Attacks and Defenses in Deep Learning Systems: Threats, Mec
AWS Just Renamed the SysOps Exam and Nobody Noticed — Here's What SOA-C03 Actually Tests Now
If you're still studying for the "AWS SysOps Administrator" exam, I have bad news: it doesn't exist anymore. AWS quietly renamed it to AWS Certified CloudOps Engineer – Associate (SOA-C03) in September 2025. The old SOA-C02 is dead. And the new exam isn't just a rebrand — the content shifted signifi
Why RTK Wasn't Enough (And What I Added)
RTK (Reduce Toolkit) is a solid Rust CLI for reducing AI context size. I used it daily. Then I hit its limits. RTK handles ANSI stripping and basic deduplication well. But real-world CLI output has patterns RTK doesn't catch. I forked it and built ContextZip. ANSI escape code removal Basic line dedu
How to scrape TikTok search results: A complete guide for 2026
TikTok has transformed from a simple video-sharing app into a global cultural engine. With over 1 billion active users, the platform dictates what we listen to, what we buy, and how we communicate. For businesses, marketers, and researchers, TikTok is not just entertainment; it is a repository of re
Build SSE in Python (FastAPI)
We’re building a Server-Sent Events (SSE) demo using FastAPI. immediately and reliably. Install the required packages: pip install fastapi uvicorn Optional (for HTML rendering if needed): pip install jinja2 Save this as main.py: from fastapi import FastAPI from fastapi.responses import StreamingResp
What I Learned Setting Up OpenClaw (and the Onboarding Path I Wish I Had)
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
I replaced Morgan with reqlog and never looked back
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
Benchmarked browser-use CLI vs playwright-cli for Claude Code browser automation.
Benchmarked browser-use CLI vs playwright-cli for Claude Code browser automation.
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
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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