{"type":"analysis","id":"analysis:ibm-s-own-numbers-show-four-forecasters-averaged-together-buy-almost-nothing","slug":"ibm-s-own-numbers-show-four-forecasters-averaged-together-buy-almost-nothing","title":"IBM's own numbers show four forecasters averaged together buy almost nothing, and Timestral's lead still needs a matched harness","description":"Mistral and IBM released zero-shot forecasters within a day of each other, and both quote GIFT-Eval MASE. The gap between the two vendors and the gap between IBM's ensemble and its best single member are both smaller than the uncertainty around how each was measured. That makes license terms and per-dataset behaviour the real basis for choosing.","published_at":"2026-10-24T10:00:00.000Z","updated_at":"2026-10-24T10:00:00.000Z","record_date":"2026-10-24","topics":["trends"],"source_urls":["https://huggingface.co/mistralai/Timestral-209M","https://www.amazon.science/blog/the-science-behind-torchneuron-amazons-new-pytorch-backend-for-aws-trainium-chips","https://huggingface.co/blog/ibm-research/granite-timeseries-ensemble-r1","https://github.com/NVIDIA/flare-local-inference","https://mistral.ai/news/timestral"],"language":"en","routes":{"html":"https://newruntime.com/analysis/ibm-s-own-numbers-show-four-forecasters-averaged-together-buy-almost-nothing/","markdown":"https://newruntime.com/analysis/ibm-s-own-numbers-show-four-forecasters-averaged-together-buy-almost-nothing.md","json":"https://newruntime.com/analysis/ibm-s-own-numbers-show-four-forecasters-averaged-together-buy-almost-nothing.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"story_cluster:mistral-timestral-time-series-foundation-model-family-release-cbd5cb3f1ba6","authorial_article_id":"5753c65b-a9cd-44d8-9d54-8353f58a5463"},"next_reads":[{"type":"topic","path":"/topics/trends/","url":"https://newruntime.com/topics/trends/","title":"Trends","reason":"Explore the trends topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/trends.md","json_url":"https://newruntime.com/topics/trends.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}