Agents

LangGraph for tokenmaxxing

Stateful graphs help keep agents from wandering through expensive loops. Fewer accidental tool calls, more deliberate context.

39.5K starslangchain-ai/langgraph
6.6K forksGitHub metadata checked 2026-08-12
MITTokenmaxxing in spirit

What it does

A framework for building resilient stateful agents with explicit graphs, persistence, human-in-the-loop flows, and controllable execution.

Why it belongs here

Stateful graphs help keep agents from wandering through expensive loops. Fewer accidental tool calls, more deliberate context.

Best use case

Agent workflows that need explicit state, resumability, human review, branching, and clearer control over multi-step execution.

How to use it

Model the workflow as a graph, add stopping rules and review nodes, and log each model and tool step as part of the agent trace.

Limits

A graph can make behavior easier to inspect, but it does not make every task a good fit for agent automation.

Tags

agentsstateworkflows
Related feed

Source notes connected to this use case

CNX Software - Embedded Systems News source artwork
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Token Monitor - An ESP32-S3 desktop display that tracks AI coding assistant usage (Crowdfunding) - CNX Software

Fractal Manifold is crowdfunding Token Monitor, a EUR 99 ESP32-S3 desk display with a 4-inch touchscreen that shows quota use, session limits, reset timers and estimated token costs for Claude Code, Codex CLI and Antigravity CLI.

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The real energy use of agentic AI

Climate scientist Zeke Hausfather metered his own Claude Code habit: 1,138 typed prompts fanned out to more than 14,000 model calls and 3.2 billion tokens in eight weeks, drawing roughly 170 kWh of data-center electricity.

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ZDNET source artwork
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Token-maxing is an AI cost sink - how to use agents without busting your budget

ZDNET asks enterprise leaders how to run agents without wrecking the budget. Boomi CEO Steve Lucas says he spent ten times more on Claude last year than the year before, and calls that pace flatly unsustainable.

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HackerNoon source artwork
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Claude Code Was Burning Tokens Until I Put a Gate in Front of It | HackerNoon

Prateek Kapoor wrapped Claude Code in a PreToolUse hook that rejects unbounded greps and whole-file reads, hands the agent a corrected command, and reports 75% to 80% lower token use on heavy editing tasks.

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