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# MiniMax launches M3.1 Flash, saying agent tasks cost 70% less than on its previous model
- URL: https://www.thenewway.ai/minimax-launches-m3-1-flash-says-agent-tasks-cost-70-less/
- Published: 2026-10-20T16:04:12.000Z
- Updated: 2026-10-20T16:04:12.000Z
- Description: MiniMax doesn't name the previous model, and says the downloadable weights come later. Three more stories inside.
- Author: The New Way

MiniMax, an AI lab, launched M3.1 Flash on Monday and says agent tasks cost 70% less than on its previous model, which it doesn't name. It scores 73.7% on the DeepSWE v1.1 coding benchmark by MiniMax's count, and it's the most-upvoted release on Hacker News since our last issue. Also today: DHS orders civilian agencies to remove DeepSeek and anything built on it; GitHub retires six Copilot models and adds an admin API for model access; and Inception says its Mercury 3 runs 4–8x faster than Claude Haiku 5.5 and GPT-6 Luna, at a launch price half its list.

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**In this issue**  
• [MiniMax launches M3.1 Flash, saying agent tasks cost 70% less than on its previous model](https://www.thenewway.ai/minimax-launches-m3-1-flash-says-agent-tasks-cost-70-less/#minimax-launches-m31-flash-saying-agent-tasks-cost-70-less-than-on-its-previous-model)  
• [DHS orders civilian agencies to remove DeepSeek, and anything built on it](https://www.thenewway.ai/minimax-launches-m3-1-flash-says-agent-tasks-cost-70-less/#dhs-orders-civilian-agencies-to-remove-deepseek-and-anything-built-on-it)  
• [GitHub retires six Copilot models, adds an API for admins to manage replacements](https://www.thenewway.ai/minimax-launches-m3-1-flash-says-agent-tasks-cost-70-less/#github-retires-six-copilot-models-adds-an-api-for-admins-to-manage-replacements)  
• [Inception says Mercury 3 runs 4–8x faster than Claude Haiku 5.5 and GPT-6 Luna](https://www.thenewway.ai/minimax-launches-m3-1-flash-says-agent-tasks-cost-70-less/#inception-says-mercury-3-runs-4%E2%80%938x-faster-than-claude-haiku-55-and-gpt-6-luna)

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## What changed this week

### MiniMax launches M3.1 Flash, saying agent tasks cost 70% less than on its previous model

MiniMax, an AI lab, rolled out M3.1 Flash on Monday, calling it a "generational leap" in agentic tasks, coding, Computer Use and cybersecurity. MiniMax says agent tasks cost 70% less to run than on its predecessor, which it doesn't name, and that inference runs nearly three times faster. It charges a flat $0.15 per million input tokens and $0.60 per million output tokens. On DeepSWE v1.1, a benchmark for independently understanding code, building features and fixing bugs, M3.1 Flash scores 73.7%, which MiniMax says puts it "alongside top models" without naming which ones. DeepSeek's own model card gave its V4.1 Flash update 77.0 on the same test Saturday. Both are the vendors' own numbers. One detail from the post: "Space Bunny," a stealth model that quietly processed over 200 trillion tokens online, was an early build of this one. MiniMax says the weights, the downloadable model files, come later.

[MiniMax M3.1 Flash: Redefining Agent Performance and Cost - MiniMax ResearchToday, we officially roll out MiniMax M3.1 Flash. As a next-generation Flash model, M3.1 Flash delivers a generational leap in agentic tasks, coding, Computer Use and cybersecurity, while making online inference nearly three times faster and reducing usage costs by 70%.![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/icon/favicon-31d555ed-9f6a-44d3-9f67-95636a6b6bce.ico)MiniMaxMiniMax![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/thumbnail/m31-flash-zh-1-1792403273121-b021f6a1-2adc-4de4-b1eb-23ca4cdb439d.webp)](https://www.minimax.io/blog/minimax-m31f?ref=thenewway.ai)

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### DHS orders civilian agencies to remove DeepSeek, and anything built on it

The Department of Homeland Security has ordered every federal civilian agency to stop buying DeepSeek and remove its products, plus "third-party products and services developed using DeepSeek implementations," from its IT systems, citing China's legal reach over DeepSeek's own servers. That clause reaches past DeepSeek's app into anything built on its models. Signed in July and made public this week, per the AI-news site madrobot, the order excludes the military and intelligence agencies, with 60 days to request an exception.

[The US is ordering every civilian agency to rip out DeepSeek, even tools built on itDHS has ordered all US federal civilian agencies to remove DeepSeek and third-party tools built on it, and to stop buying them. Here's what the order says.![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/icon/favicon-0e444c31-33a1-42ca-b7ef-e64a86a12c68.png)MadRobotRavi Gill![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/thumbnail/markwayne-mullin-dhs-deepseek-order-a4beea3e-0d24-4c4a-b2f5-689bad5ef281.jpg)](https://madrobot.blog/2026/10/19/us-bans-deepseek-federal-agencies-dhs-order-remove-third-party/?ref=thenewway.ai)

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### GitHub retires six Copilot models, adds an API for admins to manage replacements

GitHub deprecated six Copilot models Monday across Copilot Chat, inline edits, agent mode and code completions: Gemini 3.7 Flash, GPT-5.5, GPT-5.4, GPT-5.4 mini, GPT-5 mini and Grok 4.5, each pointed to a replacement. "No action is required to remove the deprecated models," GitHub says. The same day, GitHub shipped [a REST API](https://github.blog/changelog/2026-10-19-copilot-model-policy-api-for-enterprise-orgs-and-teams/?ref=thenewway.ai) letting admins manage Copilot's model access directly, not just by hand in settings. A separate wave hits Claude Opus 4.8, Opus 5 and GPT-5.6 Terra on November 16.

[GitHub Copilot models deprecated on October 19, 2026 - GitHub ChangelogAs of today, October 19, 2026, we have deprecated the following models across most GitHub Copilot experiences (including Copilot Chat, inline edits, ask and agent modes, and code completions). These…![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/icon/cropped-github-favicon-512-5c4a987c-cf5b-40ec-9a21-5be2b1a2ccc1.png)The GitHub BlogAllison![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/thumbnail/675076555-e8b71783-0511-4913-b6f3-dca3cf564538-e7166382-3275-4a99-840b-a7702026f0e8.jpg)](https://github.blog/changelog/2026-10-19-github-copilot-models-deprecated-on-october-19-2026/?ref=thenewway.ai)

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### Inception says Mercury 3 runs 4–8x faster than Claude Haiku 5.5 and GPT-6 Luna

AI lab Inception says Mercury 3 runs 4–8x faster than Claude Haiku 5.5 and GPT-6 Luna. Inception's table puts Mercury ahead of Haiku on the SWE-Bench Atlas coding test, 51.08 to 32.26, and behind on DeepSWE v1, 46.31 to 51.62\. Don't set either score against MiniMax's 73.7%, from v1.1\. Output costs $0.35 per million tokens at half-off launch pricing, beating Haiku's $0.50 output price for prompts up to 100K. At the $0.70 list price, it doesn't.

[Diffusion at Scale: Introducing Mercury 3 – InceptionMercury 3 is the most capable diffusion LLM released to date. It outperforms GPT-6 Luna and Claude Haiku 5.5 while running 4–8x faster at 1,000+ tokens per second.![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/icon/u3lyX8mBY8mLYJQ0zOr4Y0ucwe4-f7b586ca-9fe6-4363-b468-dce1d7c636b2.png)![](https://storage.ghost.io/c/9c/1f/9c1ff71c-2859-44c2-a962-1337982a6484/content/images/thumbnail/Zgp1I1AaILVgkXF4Xlk7iImaE-72825224-25a4-4df6-ad6b-75697a5f0fb3.png)](https://www.inceptionlabs.ai/blog/introducing-mercury-3?ref=thenewway.ai)

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## Also worth your time

- [DeepSeek open-sources DeepInfer, the inference framework behind its own production services](https://github.com/deepseek-ai/DeepInfer?ref=thenewway.ai)
- [Launch HN: Laminar, an RL-trained model that finds errors in agent traces](https://laminar.sh/blog/flow-1?ref=thenewway.ai)
- [r/codex: a weekend caching fix reportedly drains weekly usage early](https://www.reddit.com/r/codex/comments/1xa5m28/big%5Fshout%5Fout%5Fto%5Ftibo%5Fand%5Fteam%5Ffor%5Ftheir%5Fwork/?ref=thenewway.ai)

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