{"version":1,"type":"story","url":"https://digestai.news/story/doing-less-with-more-a-first-principles-exploration-of-the-suitability","json":"https://digestai.news/story/doing-less-with-more-a-first-principles-exploration-of-the-suitability.json","markdown":"https://digestai.news/story/doing-less-with-more-a-first-principles-exploration-of-the-suitability.md","slug":"doing-less-with-more-a-first-principles-exploration-of-the-suitability","headline":"Doing Less with More: A First-Principles Exploration of the Suitability of Agentic Computing over Alternative Architectural Choices","summary":"A new arXiv study compares seven architectural approaches for evaluating 1,000 arithmetic expressions that require correct operator precedence. Deterministic methods such as native function calls, REST, SOAP and the Model Context Protocol (MCP) achieve 100% accuracy with negligible latency.\n\nThe authors conclude that LLM‑based approaches are poorly suited for exact arithmetic and recommend selecting architectures based on required accuracy and throughput.","keyPoints":["Agentic systems using local LLMs with MCP tools reached 99.9% accuracy on 1,000 arithmetic expressions.","Traditional methods (native function, REST, SOAP, MCP) achieved 100% accuracy with negligible latency."],"whyItMatters":"The findings highlight a trade‑off between near‑perfect accuracy and extreme latency for agentic AI, guiding architects toward simpler APIs for high‑throughput exact‑task workloads.","category":{"slug":"research","name":"Research","url":"https://digestai.news/category/research"},"entities":{"companies":["Groq","Ollama","GitHub"],"models":["large language models (LLMs)","Ollama models"],"people":["Ritvik G"]},"firstPublishedAt":"2026-10-20T04:00:00Z","updatedAt":"2026-10-20T04:00:00Z","sourceCount":1,"hasPrimarySource":true,"sources":[{"outlet":"arXiv cs.AI","title":"Doing Less with More: A First-Principles Exploration of the Suitability of Agentic Computing over Alternative Architectural Choices","url":"https://arxiv.org/abs/2610.23921","publishedAt":"2026-10-20T04:00:00Z","type":"primary","primary":true,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"Doing Less with More: A First-Principles Exploration of the Suitability of Agentic Computing over Alternative Architectural Choices\", 20 October 2026, https://digestai.news/story/doing-less-with-more-a-first-principles-exploration-of-the-suitability","publisher":"Digest AI","title":"Doing Less with More: A First-Principles Exploration of the Suitability of Agentic Computing over Alternative Architectural Choices","datePublished":"2026-10-20T04:00:00Z","url":"https://digestai.news/story/doing-less-with-more-a-first-principles-exploration-of-the-suitability"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}