{"slug": "the-new-currency-is-tokens-how-to-save-tokens", "title": "The New Currency Is Tokens - How to save Tokens", "summary": "Developers are creating tools to reduce token consumption by AI coding agents, addressing the rising cost of tokens in 2026. Three projects—rtk, caveman, and superpowers—take different approaches: rtk compresses CLI output before it reaches the model, caveman compresses agent responses, and superpowers reduces wasteful workflow loops. Together, they represent a shift from measuring AI cost in API calls to optimizing token efficiency.", "body_md": "Forget cloud bills — in 2026, the line item engineers actually argue about is tokens. Every move a coding agent makes (reading a file, running a test, replying \"Sure, happy to help!\") has a price tag attached.\n\nThe dev community has been buzzing about a few repos lately, all tackling the same problem: do the same work, spend fewer tokens. What's interesting is that each one attacks it from a totally different angle — like three different ways to cut a grocery bill: buy less, waste less, and stop paying for the gift wrap.\n\n**rtk** — [github.com/rtk-ai/rtk](https://github.com/rtk-ai/rtk)\n\nThe \"stop paying for noise\" layer. It sits between your agent (Claude Code, Copilot, Cursor, etc.) and your terminal. It compresses the output of everyday dev commands — git status, test runs, docker ps, build logs — before any of it reaches the model's context. Most CLI output is boilerplate the model never needed in the first place; the project claims 60-90% savings on routine commands as a result.\n\n**caveman** — [github.com/JuliusBrussee/caveman](https://github.com/JuliusBrussee/caveman)\n\nFlips the problem around: instead of compressing what goes in, it compresses what comes out. It's a skill that makes your agent answer in short, fragment-heavy sentences instead of polite paragraphs — same technical content, way fewer words. It reports roughly 65% fewer output tokens while maintaining accuracy and has a side feature that compresses memory/context files (like CLAUDE.md), so every new session starts smaller, too.\n\n**superpowers** — [github.com/obra/superpowers](https://github.com/obra/superpowers)\n\nDoesn't compress anything directly — it goes after the most expensive token sink of all: waste. Disorganized agent sessions burn tokens re-explaining context, wandering down the wrong implementation path, and redoing work nobody planned properly. Superpowers is a structured workflow (brainstorm → plan → test-first build → isolated subagent execution → review) that keeps the agent on-task and hands work off to fresh subagents so the main conversation doesn't balloon. Less backtracking, fewer tokens paid for twice.\n\nPut together: one shrinks what comes in, one shrinks what goes out, and one stops you from paying for the same work twice. Three different layers of the same economy.\n\nFunny thing — a year ago we were all measuring AI cost in \"API calls.\" Now we're tuning prose style for token efficiency. The grind never stops; it just changes units.\n\nWhat else have you used?", "url": "https://wpnews.pro/news/the-new-currency-is-tokens-how-to-save-tokens", "canonical_source": "https://dev.to/akdevcraft/the-new-currency-is-tokens-how-to-save-tokens-4o0j", "published_at": "2026-07-11 06:13:58+00:00", "updated_at": "2026-07-11 06:38:31.416160+00:00", "lang": "en", "topics": ["developer-tools", "ai-agents", "large-language-models", "ai-infrastructure"], "entities": ["rtk", "caveman", "superpowers", "Claude Code", "Copilot", "Cursor"], "alternates": {"html": "https://wpnews.pro/news/the-new-currency-is-tokens-how-to-save-tokens", "markdown": "https://wpnews.pro/news/the-new-currency-is-tokens-how-to-save-tokens.md", "text": "https://wpnews.pro/news/the-new-currency-is-tokens-how-to-save-tokens.txt", "jsonld": "https://wpnews.pro/news/the-new-currency-is-tokens-how-to-save-tokens.jsonld"}}