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efficiency

107 items

ARTICLEDEV.to AI·22d ago

I Gave My Strategist Agent WebSearch. 5 Topics Took 20 Minutes. Splitting It Into 3 Roles Made It 3.

This article details how splitting a complex task for an AI agent into multiple roles drastically reduced execution time and token cost. Initially, a single agent took 20 minutes to pick five topics, but splitting the task across three agents completed it in 3 minutes with a 60% cost reduction. The key was to separate the WebSearch function from the judging agent to streamline the pipeline.

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ARTICLEDEV.to AI·4/27/2026

Token Budget Negotiator

Token Budget Negotiator is a tool that optimizes LLM prompts by systematically identifying and removing non-essential sections. It uses a greedy ablation loop and an LLM judge to reduce prompt length, maintaining quality while hitting target cost savings.

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ARTICLEDEV.to AI·4/18/2026

Running 3 Parallel Claude Code Instances to Get $200 of Dev Work for $20/month

The author details a strategy for developing a Flutter Web SaaS using three parallel Claude Code instances, each assigned a specific development role, to achieve a 10x increase in throughput for just $20/month. This method, however, initially faced "deploy thrashing" due to uncoordinated simultaneous pushes, indicating a need for a communication strategy between instances.

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