Token Optimization

9 stories tagged Token Optimization.

Prompt Compression: Smarter LLM Input, Lower Costs

Prompt compression cuts LLM token costs without gutting context. Here's how the main techniques work, what they actually trade off, and where to start.

A smiling person in a black shirt next to a Ponytail app icon with an orange background and white starburst design

Ponytail Cuts Claude Code Token Usage by 94%

Bob Reynolds2 months ago

AI. Bob Reynolds2 months ago

Ponytail Cuts Claude Code Token Usage by 94%

Ponytail is a Claude Code plugin that enforces a seven-step minimalism checklist before writing code. Here's what it does, how it works, and what to watch for.

Anthropic's Advisor Strategy Flips Claude's Model Hierarchy

Yuki Okonkwo5 months ago

AI. Yuki Okonkwo5 months ago

Anthropic's Advisor Strategy Flips Claude's Model Hierarchy

Anthropic's new advisor strategy lets Sonnet run tasks while Opus only advises. AI LABS tested it on real apps—here's what actually works.

A man in business attire smiles beside large text reading "CAVEMAN" with a subtitle about token efficiency, featuring…

The Caveman Skill Makes AI Shut Up and Save You Money

Zara Chen5 months ago

AI. Zara Chen5 months ago

The Caveman Skill Makes AI Shut Up and Save You Money

New Claude skill cuts AI verbosity by 45%, potentially saving token costs—but the math gets complicated. Here's what actually works and what doesn't.

Claude's New Monitoring Tool Fixes AI's Expensive Idling Problem

Mike Sullivan5 months ago

AI. Mike Sullivan5 months ago

Claude's New Monitoring Tool Fixes AI's Expensive Idling Problem

Anthropic's Claude Code Monitor lets AI agents sleep instead of burning tokens checking for problems that don't exist. It's smarter, but is it new?

When Being Less Articulate Makes AI Models More Accurate

Dev Kapoor5 months ago

AI. Dev Kapoor5 months ago

When Being Less Articulate Makes AI Models More Accurate

A GitHub repo forcing Claude to 'talk like a caveman' went viral. The research behind it reveals something unexpected about how large language models fail.

Retro pixel-art style graphic with "Claude Code" text in brick-red blocks, dollar sign icon, and "2026 Edition" label on…

Your AI Coding Assistant Is Eating Your Tokens (Here's Why)

Zara Chen6 months ago

AI. Zara Chen6 months ago

Your AI Coding Assistant Is Eating Your Tokens (Here's Why)

Think you're not paying per token? Think again. How AI coding tools secretly burn through your limits—and what developers are doing about it.

Terminal window displaying npm install command for just-bash package with "Pure TypeScript Bash Shell" text and red arrow…

TypeScript Bash Implementation Cuts AI Token Costs by 95%

Bob Reynolds7 months ago

AI. Bob Reynolds7 months ago

TypeScript Bash Implementation Cuts AI Token Costs by 95%

JustBash runs Bash commands in TypeScript without infrastructure, reducing AI agent token usage from 133,000 to 6,000 in real-world tests.

Bold orange and white "CLAUDE MEMORY" text overlays a dark tech background with code snippets, a pixel art character, and a…

Claude's Memory Problem Gets an Open-Source Fix

Mike Sullivan7 months ago

AI. Mike Sullivan7 months ago

Claude's Memory Problem Gets an Open-Source Fix

Claude-Mem adds persistent memory to Anthropic's coding assistant, claiming 95% token savings. But does solving statelessness create new problems?