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        <title>EXO</title>
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            <title>1.0.71</title>
            <pubDate>Thu, 23 Apr 2026 14:59:39 +0000</pubDate>
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            <sparkle:shortVersionString>1.0.71</sparkle:shortVersionString>
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# EXO v1.0.71 Release Notes

This is a small patch release, with better defaults for sampling and bug fixes for M5 series Macs and RDMA, along with support for the new Kimi K2.6.

## Models
- Add Kimi K2.6, including support for multimodality ([#1952](https://github.com/exo-explore/exo/pull/1952))
- Add model cards for Qwen3.6 27B, GLM 5.1 and Kimi K2.6 quantisations ([#1970](https://github.com/exo-explore/exo/pull/1970))


## Performance
- Add recommended sampling defaults (from model providers) to improve model output quality, including min_p and top_k ([#1947](https://github.com/exo-explore/exo/pull/1947))
- Prevent JACCL all_sum from corrupting output ([#1952](https://github.com/exo-explore/exo/pull/1952))

## Quality of Life
- Add a Pi integration tab! ([#1925](https://github.com/exo-explore/exo/pull/1925))
- Handle multiple tool calls correctly in the Claude and Responses APIs ([#1952](https://github.com/exo-explore/exo/pull/1952))
- Add a friendly context message for bug reporting ([#1959](https://github.com/exo-explore/exo/pull/1959))

## Bug Fixes
- Fix vision models on M5 series Macs by fixing addmm on NAX ([#1927](https://github.com/exo-explore/exo/pull/1927))
- Fix prefix cache for Qwen3.6 ([#1952](https://github.com/exo-explore/exo/pull/1952))
- Prevent complete downloads from losing their Completed status ([#1956](https://github.com/exo-explore/exo/pull/1956), [#1958](https://github.com/exo-explore/exo/pull/1958))
- Populate the image cache from events to prevent crashes ([#1961](https://github.com/exo-explore/exo/pull/1961))
- Fix DeepSeekV32 parsing and tensor parallelism for Gemma 4 models with effective parameters ([#1967](https://github.com/exo-explore/exo/pull/1967))

## New Contributors
And a thank you to [@nhwaani](https://github.com/nhwaani) who made their first contribution here!

**Full Changelog**: [https://github.com/exo-explore/exo/compare/v1.0.70...v1.0.71](https://github.com/exo-explore/exo/compare/v1.0.70...v1.0.71)
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