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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.
Every single day I open LinkedIn, Twitter, or YouTube, and my feed is flooded with mixed opinions. One side says: "AI agents are evolving so fast that junior developer jobs will disappear in a few
Video decoders parse untrusted bitstreams from the internet — they are a prime target for memory corruption exploits. Historical CVEs in video decoders (libvpx, dav1d, ffmpeg) are overwhelmingly buffe
Four days after registering a new domain, I opened GA4 and saw 65 page views / 34 users / 9 countries. For a brief, build-in-public moment, I almost cheered. Then I looked at the breakdown. The US ha
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built The Problem For a blind user, the important question is not just what is in front of me, but how
From YAML to AI agents: building smarter DevOps pipelines with MCP DevOps teams have spent years turning manual work into YAML. That helped. CI runs on every pull request. Deployments can
An illustrated bestiary of the creatures you accidentally summon when you open a text box. The Oracle You Keep Asking About Your Ex Humans approach this shimmering entity with the same
This is a submission for the Hermes Agent Challenge Most AI Agents Are Goldfish. Hermes Is Different. Let me describe the standard agentic experience of 2024–2025. You open a terminal,
Last week Gemini bought concert tickets autonomously. Claude can now control your browser. AI agents are signing into services, making purchases, and communicating with each other — right now, today.
VuReact is a compiler toolchain for migrating from Vue to React — and for writing React with Vue 3 syntax. In this article, we will look at how Vue 3's defineSlots() macro is mapped into React.
The Problem Most online resume builders fall into two camps: SaaS tools that upload your resume to a server for PDF generation — your most sensitive personal data leaves your machine. L
This is a submission for the Hermes Agent Challenge: Build With Hermes Agent What I Built I built a prototype integration between Hermes Agent and .klickd, an open portable memory format