A viral Claude Code skill claims to cut 65% of output tokens by making LLMs talk like cavemen. Two research papers suggest forced brevity can actually improve accuracy in large models. But tokens are also compute — and nobody has benchmarked whether caveman-speak helps or hurts code quality. A look at the arguments on both […]
Read More →Getting productive in an open source project usually means understanding someone else’s repository before you can ship a useful issue or PR. The default playbook is familiar: clone the repo, read whatever README or contributing guide exists, search the tree, skim recent commits, and hope the architecture becomes clear before you lose momentum. That path […]
Read More →Google DeepMind released Gemma 4 on April 2, 2026 under Apache 2.0. It’s their fourth-generation open model family, and it runs locally with surprisingly little friction. Here are three ways to get it going, depending on what hardware you have in front of you. Table of contents Option 1: On your phone No account, no […]
Read More →512,000+ lines of Anthropic’s Claude Code CLI leaked from a source map left in their public npm package. 1,900 TypeScript files exposing multi-agent orchestration, 40 permission-gated tools, and unreleased feature flags. Not a hack. A build config nobody checked. Table of contents Anthropic’s Claude Code CLI, all 512,000+ lines of it, got exposed to the […]
Read More →Most people blame Claude for strict limits. The blame is justified to an extent. Until Anthropic eases its usage limits, users are better off optimizing token usage. All you need to do is use tokens wisely, but not everyone knows how to do that and ends up losing a lot of tokens and money as […]
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