Insights on AI, Cloud
& Modern Engineering
We write about AI agents, cloud architecture, cost optimization, and the tools we use every day to build software.
GLM-5.1 Benchmarks Breakdown: SWE-Bench Pro 58.4%, NL2Repo 42.7% & What They Actually Mean
Every GLM-5.1 benchmark score explained in context — what was measured, how it was evaluated, where GLM-5.1 genuinely leads, and where it falls short. Includes evaluation methodology and caveats.
GLM-5.1 vs GLM-5: What Changed in Zhipu AI's Next-Gen Coding Model
Detailed comparison of GLM-5.1 vs GLM-5: CyberGym +20.4 points, Terminal-Bench +7.3, NL2Repo +6.8, plus MIT licensing upgrade and long-horizon capabilities. Should you upgrade?
Using GLM-5.1 with Claude Code, OpenCode & Coding Agents: Complete Setup Guide
Step-by-step setup guide for GLM-5.1 with Claude Code, OpenCode, Kilo Code, Roo Code, Cline, Droid, and Z Code. Includes GLM Coding Plan configuration and long-horizon optimization tips.
GLM-5.1 for GPU Kernel Optimization: 3.6× Speedup on KernelBench Level 3
GLM-5.1 achieved 3.6× geometric mean speedup on KernelBench Level 3 — optimizing full architectures like MobileNet, VGG, MiniGPT, and Mamba. Deep dive into results, trajectories, and audit methodology.
GLM-5.1 Built a Full Linux Desktop in 8 Hours — What That Tells Us About Agentic AI
GLM-5.1 was given one prompt and 8 hours. It built a complete Linux-style desktop environment in the browser — file browser, terminal, text editor, games, and more. Why this matters more than any benchmark.
GLM-5.1 vs Gemma 4: Frontier MoE vs Efficient Open-Weight — Which to Choose?
GLM-5.1 (large MoE, MIT License, SWE-Bench Pro 58.4%) vs Gemma 4 (2.3B–31B, Apache 2.0, single-GPU). Architecture, coding, reasoning, hardware requirements, and deployment scenarios compared.
How to Use GLM-5.1 with OpenClaw: Complete Integration & Setup Guide
Configure GLM-5.1 as your OpenClaw LLM provider for long-horizon agentic capabilities. Setup via onboarding wizard or manual config, skill building tips, multi-agent routing, and cost management.
Amazon S3 Files: Complete Guide to Pricing, Use Cases & EFS/FSx Comparison
S3 Files lets you mount S3 buckets as NFS file systems on EC2, Lambda & containers. Detailed pricing breakdown, cost comparison vs EFS & FSx, AI/ML use cases, and community reactions.
How to Deploy an EmDash Plugin on AWS: ECS Fargate, EC2 & Lambda Guide
Complete guide to deploying EmDash CMS and plugins on AWS. Covers ECS Fargate, EC2, and Lambda deployment options, RDS PostgreSQL setup, S3 media storage, DynamoDB plugin KV, CI/CD with GitHub Actions, and cost optimization.
Hermes Agent vs OpenClaw: Key Differences, Security, Skills & Which to Choose
Complete comparison of Hermes Agent and OpenClaw covering architecture, self-improving learning loop, memory systems, security (CVE-2026-25253), skills ecosystem, deployment options, cost breakdown, and decision framework for choosing the right AI agent in 2026.
How to Migrate from OpenClaw to Hermes Agent: Complete Step-by-Step Guide
Step-by-step guide to migrating from OpenClaw to Hermes Agent. Covers the hermes claw migrate tool, skill format conversion, messaging channel setup, LLM provider configuration, post-migration validation, and running both agents side by side.
Hermes Agent Developer Guide: Setup, Architecture, Skills & Self-Improving AI
Complete developer guide to Hermes Agent by Nous Research. Covers installation, architecture, the self-improving learning loop, layered memory (v0.7.0 pluggable backends), skill development, MCP server mode, 6 deployment options, and security best practices.