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Hermes Agent Remembers You

For the past two years, the AI industry has obsessed over model intelligence. Bigger context windows. Smarter benchmarks. More parameters. Faster inference. But most AI assistants still suffer from the same fatal flaw: They forget everything. Every session starts from…

Why Your $200 AI Workflow Actually Costs $20k in DevOps 😭

I’ve been spending a lot of time lately looking at different AI automation setups. Mostly, I’ve just been trying to figure out where the actual leverage is for smaller engineering and ops teams. What I keep finding? A lot of…

Ten Data-Backed Truths Of User Experience ROI

In the high-stakes economy of today, the cost of a friction-heavy interface is no longer just “lost clicks”, but potentially millions in wasted engineering spend and lost business value. As a veteran UX designer who has helped build digital products…

Pyrefly LSP Integration with Type Engine in PyCharm 2026.1.2

In PyCharm 2026.1.2, you can enable Pyrefly as an external type provider, dramatically increasing the speed of the IDE’s code insight features. What is the Pyrefly LSP? “LSP” stands for the Language Server Protocol – a standardized protocol that allows…

Help Shape the Future of Kotlin in the Age of AI

AI is rapidly changing the way developers write, review, learn, and maintain code. Code completion, AI chat assistants, autonomous coding agents, and other tools are giving rise to new workflows almost every month. But one important question remains: How well…

A New Default Project Structure for Kotlin Multiplatform

We are updating the default project structure for Kotlin Multiplatform projects to give modules clearer responsibilities, better align with conventions used by other build systems and frameworks, and reflect the changes in Android Gradle Plugin 9.0. You’ll see this project…

IntelliJ IDEA 2026.1.2 Is Out!

IntelliJ IDEA 2026.1.2 has arrived with several valuable fixes. You can update to this version from inside the IDE, using the Toolbox App, or using snaps if you are a Ubuntu user. You can also download it from our website. Here are…

Compose Multiplatform 1.11.0 Is Now Available

A new release of Compose Multiplatform has landed, with improvements to the iOS and web experience and a refreshed approach to UI testing. Read on for the highlights, or for the complete list of changes, check out the What’s New.…

The Ultimate Guide to Kubernetes Load Balancers in 2026 (K3s Edition)

TL;DR — Running K3s on bare metal or edge? This guide dissects every major Kubernetes load balancer — NGINX, Traefik, MetalLB, HAProxy, Envoy, Cilium, Istio, Linkerd, and K3s’s own Klipper — across architecture, performance, K3s compatibility, and real-world use cases.…

Why Heuristic Detectors Beat LLMs at Finding Agent Failures

TL;DR: We built 20 core rule-based detectors that find failures in AI agent traces. On the TRAIL benchmark (Patronus AI), they achieve 60.1% accuracy vs. 11.9% for the best LLM. Zero false positives. Zero LLM cost. On Who&When (ICML 2025),…

Practical Interface Patterns For AI Transparency (Part 2)

In the first part of this series, we talked about the Decision Node Audit. We mapped out the internal workings of our AI system to pinpoint the exact moments it makes decisions based on probabilities. This told us when the…

⚖️ Case File 2.2: The Stagnation Syndicate

The AI Syndicate Continued.. The most dangerous phrase in engineering isn’t “I don’t know”; it’s “We’ve always done it this way.” In 17+ years of leading engineering teams, I’ve seen brilliant architects turn into “Legacy Statues”. In an era of…