Comparisons and guides for AI coding assistants, LLM APIs, and developer-facing AI products.
16 articles
A hands-on guide to running GLM-5.2 locally with Unsloth Dynamic GGUFs and llama.cpp, including memory requirements, quant selection, and the full launch command.
How Enterprise-Managed Authorization (EMA) and the ID-JAG token chain let headless AI agents access MCP servers without a browser redirect or per-server consent screen.
Set up Claude Code persistent memory safely with built-in memory, the third-party Recall plugin, and the separate Recall web-app MCP path.
A direct comparison of Kimi K2.7 Code and GLM-5.2 for coding tasks, covering benchmarks, API constraints, context windows, pricing, and when to choose each.
Two HN threads with 2,600 combined points agree — local models are good now. Here's what that actually means for your coding workflow and when cloud APIs still win.
An AI agent ran up a $6,531 AWS bill in 24 hours while scanning a hobbyist network. Here are five controls to add before you deploy an agent.
Three Chinese open-source coding tools released in 2026 — a model, an agent harness, and a general-purpose model — each targeting a different part of the agentic coding stack.
Ponytail is an agent-portable skill that turns any AI coding agent into a lazy senior developer — 80-94% less code, 47-77% less cost, 3-6x faster.
Three ways to generate production-ready Lottie animations with Claude Code: the diffusionstudio skill, the Lottie Creator MCP, and the 21st SDK agent pattern.
Use your most capable model to audit and plan, then hand the work to a cheaper executor. A practical guide to the planner-executor pattern using shadcn/improve.
The genuine receipts behind the hype — what Claude Fable 5 actually did that convinced skeptics, switched users from GPT-5.5, and made developers call it a generational leap.
The model is remarkable. The business decisions around it are legitimately alarming — silent nerfing, over-aggressive classifiers, a 13-day free window, and a data retention clause worth reading.
A practical developer rundown of WWDC26's AI announcements — Foundation Models framework, Core AI, Apple Intelligence updates, and what they mean for iOS, macOS, and watchOS apps.
OpenRouter adds a 5.5% fee on top of direct Anthropic, OpenAI, and Google API pricing. Here's what you get for it, and when you're better off without it.
A hands-on comparison of Claude Code, GitHub Copilot, and Cursor — covering interface, agentic autonomy, pricing, and which to choose in 2026.
A skeptical, reproducible test of Headroom, the context-compression wrapper for AI coding agents. We ran Codex 12 times across two task sizes to see if it really cuts tokens.