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This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Demo Code How I Used Gemma 4
[ The full infrastructure at peak scale. This is what 600+ nodes of parallel agent execution looks like.] Most people use n8n for simple automations. Webhook → Gmail → Slack. That's fine. That's wh
Most AI coding tools are built to assist you. Rogue Studio is built to attack you — specifically, to attack the code it just wrote for you, find every vulnerability, and force itself to fix them be
When AI agents need to call an API today, they hit a wall. Sign up. Get a key. Manage rotation. Hit rate limits. Pay a subscription that doesn't match actual usage. That model was built for humans cl
When I started working on my usability study project with KServe, I interacted with KServe users to understand the challenges they were experiencing while using the platform. During these conversation
DeepSeek V4-Pro Just Got 4x Cheaper. But Here's What Nobody's Talking About DeepSeek dropped a bombshell on May 22: the 75% discount on V4-Pro is now permanent. Was Now Input (cach
I wanted to build a roulette website. I also set out to learn. I have worked in IT for some time, started with Windows admin, moved to Linux, and then onto some basic DevOps work. I may have gotten t
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 What exactly is Gemma 4? Simply put, it’s a family of open-weight, open-source AI models built for reasoning, coding, and complex
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 A small test of using open models to expose uncertainty, not hide it. Most AI demos start with clean prompts. Real work usually s
Java Records have been stable since Java 16, and with Java 21 now the LTS baseline, they're showing up everywhere - DTOs, value objects, domain models. Immutable by design, concise, and semantically c
This is where most tutorials stop. But if you try to use use() with a promise created inside a Client Component, you will hit a subtle and frustrating bug. // Bug: creates a new promise on every re
Originally published at thatdevpro.com. Part of ThatDevPro's open SEO + AI framework library. ThatDevPro is an SDVOSB-certified veteran-owned web + AI engineering studio. Open-source AI citation tool
Originally published at thatdevpro.com. Part of ThatDevPro's open SEO + AI framework library. ThatDevPro is an SDVOSB-certified veteran-owned web + AI engineering studio. Open-source AI citation tool
Where Does ReAct Hit a Wall? The previous article established ReAct's greedy strategy — each step looks at only the current state and decides the next action. This works well most of the ti
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 The Illusion of "Global" Tech Every time I open a modern AI tutorial, I notice the same quiet assumption baked into t
I've been building PingerAgents — a multitenant AI agent orchestration platform. Along the way I ended up writing something that felt worth writing up on its own: a domain-driven design framework fo
Every cleanup process you have was designed for human-speed mess-making. AI agents just have a “hit the nitro” button. A recent piece on pmdata.substack.com coined a term I can't stop thinking about:
Compressing KV cache via low-rank projections — the attention mechanism behind DeepSeek-V2/V3 and Kimi K2.x Why This Matters Multi-Head Latent Attention (MLA) is the attention variant th
Memoria — A Local AI Reading Companion Powered by Gemma 4 This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Reading long books can be difficult eve
"Accuracy lied to you. Here's the complete toolkit—confusion matrix, precision, recall, F1, ROC/AUC, log loss, and cross-validation—that separates models that look good from models that actually work.