{"slug": "increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes", "title": "Increasing collective agentic task solving speed by 5 to 7 orders of magnitudes in agent swarms", "summary": "A developer's Claude-assisted analysis claims that agent swarms communicating in Hyperlambda (HL) rather than natural language (NL) plus a sandbox would cut electricity consumption by 5 to 7 orders of magnitude and reduce a task that takes 5 seconds under HL to 75.2 days under NL. The author points to code at hyperlambda.dev for verification of the claims, which are based on a hypothetical swarm of one million agents collaborating on a single task. No independent benchmark or peer-reviewed measurement is reported.", "body_md": "I asked Claude to imagine an AI agent swarm with one million agents, collaborating on a single task. Then I told it to compare two means of communication;\n\nThen I asked it to estimate the differences in the electricity consumption ratio for both of the above scenarios. Its conclusion is that it would require 5 to 7 orders of magnitudes more electricity using NL versus HL, and a task that takes 5 seconds to solve using HL, would require 75.2 *days* to solve using NL + Sandbox.\n\nYou can [find the code for Hyperlambda here](https://hyperlambda.dev) to verify or bust my claims.", "url": "https://wpnews.pro/news/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes", "canonical_source": "https://discuss.huggingface.co/t/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes-in-agent-swarms/190653#post_1", "published_at": "2026-10-16 05:49:11+00:00", "updated_at": "2026-10-16 15:22:10.123336+00:00", "lang": "en", "topics": ["ai-agents", "artificial-intelligence", "ai-research"], "entities": ["Claude", "Hyperlambda", "hyperlambda.dev"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes", "markdown": "https://wpnews.pro/news/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes.md", "text": "https://wpnews.pro/news/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes.txt", "jsonld": "https://wpnews.pro/news/increasing-collective-agentic-task-solving-speed-by-5-to-7-orders-of-magnitudes.jsonld"}}