Token Management

8 stories tagged Token Management.

Purple-themed dashboard interface showing Agentic OS mission control with 12 active agents, 478 completed tasks, and system…

How Agent Operating Systems Handle Always-On AI Tasks

Julian Goldie's Agent OS community session reveals how scheduled tasks, token management, and model orchestration work—and where the friction actually lives.

Brick-textured "CLAUDE" and "CODE" letters on dark background with yellow "SubAgents 2.0" banner and red "NEW" label

Claude Code Nested Subagents: Power and Cost Explained

Marcus Chen-Ramirez1 month ago

AI. Marcus Chen-Ramirez1 month ago

Claude Code Nested Subagents: Power and Cost Explained

Anthropic's nested subagents let Claude Code spawn agents five levels deep. Here's what that actually means for your workflow—and your token bill.

Person pointing at Claude interface displaying 93 million tokens saved, demonstrating increased usage capacity

Prompt Caching: The Reason Claude Code Doesn't Eat Your Limits

Yuki Okonkwo2 months ago

AI. Yuki Okonkwo2 months ago

Prompt Caching: The Reason Claude Code Doesn't Eat Your Limits

Prompt caching saves Claude Code users millions of tokens automatically—but a few small habits (and one surprising setting) can silently undo all of it.

$Man smiling at camera next to whiteboard listing "Top 1% User" techniques including /optimizer, context rot, compaction,…$

The Hidden Math Behind Claude's Session Limits

Zara Chen3 months ago

AI. Zara Chen3 months ago

The Hidden Math Behind Claude's Session Limits

AI automation expert Nate Herk breaks down why Claude users hit session limits—and the counterintuitive strategies that actually work to avoid them.

$Man smiling at camera next to whiteboard listing "Top 1% User" techniques including /optimizer, context rot, compaction,…$

White text reading "Insane New Agent Update" with an orange starburst icon on black background

Claude's Advisor Strategy Inverts AI Agent Economics

Dev Kapoor3 months ago

AI. Dev Kapoor3 months ago

Claude's Advisor Strategy Inverts AI Agent Economics

Anthropic's new advisor pattern lets cheaper models consult smarter ones mid-task—reducing costs 12% while improving performance. The economics flip.

A smiling man in a blue sweater stands next to a whiteboard listing "Goodbye Limits" with 8 numbered items including…

Why Your Claude Code Sessions Cost More Than They Should

Bob Reynolds4 months ago

AI. Bob Reynolds4 months ago

Why Your Claude Code Sessions Cost More Than They Should

Most Claude users don't need higher tier plans—they need to understand how tokens actually work. Here's what's burning through your budget.

An iceberg graphic with "WHAT YOU USE" at the tip and "WASTED" in large red text below, illustrating hidden problems with…

Claude's 1M Context Window: The Upgrade That Could Cost You

Yuki Okonkwo4 months ago

AI. Yuki Okonkwo4 months ago

Claude's 1M Context Window: The Upgrade That Could Cost You

Anthropic's free 1M context window for Claude sounds amazing—until you understand how token management actually works under the hood.

Bearded man wearing glasses and beanie holds up an invoice showing $1,000/day charge against dark background

When Software Developers Stop Writing Code for $1K Daily

Samira Barnes5 months ago

AI. Samira Barnes5 months ago

When Software Developers Stop Writing Code for $1K Daily

StrongDM's three-person team spends $1,000/day on AI tokens with no handwritten code. What happens when the unit of work shifts from instructions to tokens?