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The Better Together Release\r\n\r\nThis release gets llama-swap + tailcat ready for use. If you haven't heard of [tailcat](https://github.com/tailscale/tailcat) it makes it easy to share models hosted by llama-swap with your friends or anyone over the Internet.  Tailcat is  \"Tailscale, without Tailscale by Tailscale\", which means you get Tailscale's security and connectivity magic without all the extra login and configuration overhead. \r\n\r\nHere's how it looks: \r\n\r\n<img width=\"979\" height=\"732\" alt=\"image\" src=\"https://github.com/user-attachments/assets/b5308791-aade-4c2c-853c-8d2a269f84c2\" />\r\n\r\nWith the token anyone can connect to your server securely and directly. No port forwarding, sharing IP addresses or setting firewall rules!\r\n\r\nMultiple llama-swap instances can be connected together as peer configurations also support tailcat! An easy to share peer configuration is automatically generated to share with friends:\r\n\r\n<img width=\"979\" height=\"562\" alt=\"image\" src=\"https://github.com/user-attachments/assets/9f99b944-9089-4bcd-ade9-30f188d54d69\" />\r\n\r\nTo get started generate your custom instructions with the built in Docs Agent: \r\n\r\n<img width=\"981\" height=\"748\" alt=\"image\" src=\"https://github.com/user-attachments/assets/880281e4-dd3b-448a-a198-997ae4b2d0d1\" />\r\n\r\nI would love [to hear your feedback](https://github.com/mostlygeek/llama-swap/discussions/1097) and how you're using this cool new feature!\r\n\r\n## Changelog\r\n* 6c7f9587dd633d8d887321a0bf6c8de98bde18f3 docker/unified: add cuda13 with multi-platform support for arm64 (#1093)\r\n* 82ccfbf27f45d47ab6e21b5d2c8511e8489c8f01 filters: set-if-undefined params via \"?\" key suffix (#1075)\r\n* 41f143110debc3f55615f2191a1ed086efbccac3 ui/tailcat: mask connection token, add shareable peer config (#1091)\r\n* 8365956000a436dbeee275a9b90c24c053144f09 ui/help: raise Docs Agent max_tokens from 4096 to 65536 (#1089)\r\n\r\n\r\n\r\n## Changelog\r\n* 7761aa13360ea379cb89366d07c2d08aa9f1ed10 tailcat: update to v0.6.0 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Changelog\n* afba24b4e36628ed490c6bcb8020eb9e52d20e45 ui/help: refine Help agent topics and controls (#1088)\n* a77f107d7716a5f91dc1821fc62878165f174b98 Replace config path argument with jq query support (#1087)\n* 8a06d56b5444e62eccb6cbdf3616b232487b1125 tailcat: add private server and peer connectivity (#1074)\n* 7a14664d98f0e66bc68bba08548290ca0b469f98 docker/unified: make CUDA version and architectures configurable 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been very busy over the past few weeks and haven't had much time for llama-swap. First,  thank you for all the contributors in this release:\r\n\r\n- @sousekd for adding on_startup.profile. No more manual switching every time \r\n- @bernardogv for adding the -validate flag so configurations can be checked in one step\r\n- @chrispaulm for improving context limit compat in v1/models\r\n- @cphlipot for cmd/wol-proxy improvements\r\n- @ShinkoLab for improving IME (input method handler) support in the Playground\r\n- @WhyNotHugo for their keen eye catching a typo fix.\r\n\r\nThe key feature of is a Help agent in the Playground:\r\n\r\nhttps://github.com/user-attachments/assets/fb10ec1c-0061-4312-8331-ba5489cdeaa1\r\n\r\nI've finally accepted that writing documentation will never be prioritized over interesting engineering things. At the same time the complexity of the configuration can no longer be ignored. Having only config.example.yaml was fine in the beginning when there was only the `models` configuration but now there are dozens of knobs to configure concurrency, swapping, routing, remote peers, etc. \r\n\r\nSo now llama-swap has a built in Help agent. It's been tuned so a small agentic model can search and generate accurate answers to questions. It was fun to build: \r\n\r\n- an evaluation set so a frontier model can tune the performance of the a specialized agentic system. The baseline model, gemma-4-12B Q4_K_XL passes at 100%. It's a prototype and my first time using an eval set and an \"agent in a loop\" to optimize a whole system. \r\n- a core implementation of stateless MCP 2026-07-28 for doc search. Foundation for more llama-swap to be a stateless MCP proxy. No support for the stateful protocol stuff because I hate the design and think it should be deleted. \r\n- new UI elements for representing reasoning, tool calls, etc.\r\n- new docs/kb knowledge base that is easy to contribute to.\r\n\r\n## Changelog\r\n* e31a1adee494bb7a578e2a97ec891b3e809899dc Split Docker build into per-project stages for CI (#1071)\r\n* e2d6f930f934eab6b65bd26701738db80ef2a7ee ui: improve Help page (#1070)\r\n* 6ffd67fdf2d935e1c564cd8c52078164e46327ab internal/reference: add indexed docs and /api/tools endpoints (#1054)\r\n* 32c3d66cd3bb96828750386a4306a3d87ae08154 config,server: add startup profile hook (#1053)\r\n* 1fc0490592174ffd6e4a79667b1f34474a470b11 expose context_window on models endpoint (#1063)\r\n* 51d1969c19af8d4983708137b8b495b269c5a27f cmd/wol-proxy: add -api-key option for use in health checks (#1055)\r\n* a6f5ae3d0d113071bb2b4111001fe18623ac7d3c cmd/wol-proxy: add liveness check (#1057)\r\n* 8a32e055f5bc6c7e07a138c8ffaca3a454bba78a Typo 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(#1045)\r\n\r\n","reactions":{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/379916514/reactions","total_count":15,"+1":2,"-1":0,"laugh":0,"hooray":10,"confused":0,"heart":1,"rocket":2,"eyes":0},"mentions_count":6},{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/375139585","assets_url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/375139585/assets","upload_url":"https://uploads.github.com/repos/mostlygeek/llama-swap/releases/375139585/assets{?name,label}","html_url":"https://github.com/mostlygeek/llama-swap/releases/tag/v251","id":375139585,"author":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOM7P8-M4WXC0B","tag_name":"v251","target_commitish":"main","name":"v251","draft":false,"immutable":false,"prerelease":false,"created_at":"2026-08-23T06:58:47Z","updated_at":"2026-08-23T07:04:58Z","published_at":"2026-08-23T07:04:58Z","assets":[{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/assets/525944788","id":525944788,"node_id":"RA_kwDOM7P8-M4fWUfU","name":"llama-swap_251_checksums.txt","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"text/plain; 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Changelog\n* 4ec317589b21f58b64802c2b3371a179b9fdaa53 internal: record client disconnects as 499, not 200 or 502 (#1040)\n* 23432e65f0018b35bf47b778e923ba7b31552b1f internal/server: rate limit sendBuffer full warnings (#1043)\n* 0bdb3720199f530b622a1934c0db89f32c94819c internal/server: parse vLLM speculative decoding metrics (#1039)\n* cb536168c48976815a658e4e3db381774242e16f internal/swaputil: OpenAI-compatible error bodies (#1038)\n* 23c28febf1ccf3940aa01c077e46ff633da2a279 docker/unified: build audio.cpp as a deployment build (#1023)\n* b40d20e91660a0c6c0d3369aab410b42f591f1d2 ui: render ANSI colors in logs (#1019)\n* 08f1076cb777e787eba3f57170350aa09513341a ui-svelte: Add markdown activity export (#1020)\n\n","reactions":{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/375139585/reactions","total_count":5,"+1":2,"-1":0,"laugh":0,"hooray":1,"confused":0,"heart":1,"rocket":1,"eyes":0}},{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/370674575","assets_url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/370674575/assets","upload_url":"https://uploads.github.com/repos/mostlygeek/llama-swap/releases/370674575/assets{?name,label}","html_url":"https://github.com/mostlygeek/llama-swap/releases/tag/v250","id":370674575,"author":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOM7P8-M4WGAuP","tag_name":"v250","target_commitish":"main","name":"v250","draft":false,"immutable":false,"prerelease":false,"created_at":"2026-08-14T15:45:40Z","updated_at":"2026-08-14T21:22:37Z","published_at":"2026-08-14T15:48:56Z","assets":[{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/assets/514598855","id":514598855,"node_id":"RA_kwDOM7P8-M4erCfH","name":"llama-swap_250_checksums.txt","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"text/plain; 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contributors to thank on this release: \r\n\r\n- @einhander for greatly improving the `cmd/vllm-wrapper` and @depohmel for the initial contribution.\r\n- @chaserhkj for adding `/v1/task/run` endpoints for audio.cpp\r\n- @cphlipot for improving llama-server context compatibility and adding the `/models` endpoint \r\n- @noctrex for the cool new capabilities labels in the model UI (see screenshot below)\r\n\r\n<img width=\"1231\" height=\"1001\" alt=\"image\" src=\"https://github.com/user-attachments/assets/cfe1ea82-e13b-46d7-af27-b1edad2b7d0b\" />\r\n\r\nThis release also updates the unifed docker container to come with: \r\n\r\n- audio.cpp \r\n- llama-bench\r\n- vllm-wrapper\r\n\r\nEnjoy!\r\n\r\nPS: check https://github.com/mostlygeek/retrocraft - Qwen 3.8 27B demo\r\n\r\n## Changelog\r\n* 60226b63776efac11e15828abe0bb302ec259699 docker/unified: add llama-bench, vllm-wrapper, audio.cpp (#1011)\r\n* 44a17d70df700aad8231d35ee5ead04c5c844738 README.md: reorder list of features\r\n* 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Spicy maintainer notes: \r\n\r\nv243 is a quality of life release. \r\n\r\n1. `cmd/vllm-wrapper` helps vLLM users avoid the long load times by communicating with an already running vLLM to load and sleep a model via its API. It hijacks the `model.cmd` and `model.cmdStop` parameters to send the commands. Neat. Thanks @depohmel for the contribution!\r\n2. Matrix sets can finally use full model IDs and using `var` is now optional. Using `var` was annoying for users who ultimately ran face first into a \"WTF is this naming limitation\" moment.  Even this frozen heart is melted by enough user tears. I'll work on lowering that threshold (maybe). \r\n3. #955 makes macros work where they are expected to (hopefully) in the configuration. The new approach does a multi-pass expansion over the yaml source. When there are no more macros to expand the configuration is unmarshalled into the typed configuration structure. Hopefully this is macro's final evolved form.  I consider this pokémon fully evolved. \r\n\r\n## Changelog\r\n* 4c50064e3d7ff44834cf1b12ab529befa79f22d6 internal/config: relax matrix model reference constraints (#957)\r\n* 4bffcfa539565f76c942b977faf5512ac14cc225 cmd/vllm-wrapper: add helper for sleep/wake (#941)\r\n* fa607fe04ec1dfe943e6bf036814b5c8a64e7d21 internal/config: refactor macro expansion (#955)\r\n\r\n","reactions":{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/359930561/reactions","total_count":10,"+1":7,"-1":0,"laugh":0,"hooray":1,"confused":0,"heart":1,"rocket":1,"eyes":0},"mentions_count":1},{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/359696835","assets_url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/359696835/assets","upload_url":"https://uploads.github.com/repos/mostlygeek/llama-swap/releases/359696835/assets{?name,label}","html_url":"https://github.com/mostlygeek/llama-swap/releases/tag/v242","id":359696835,"author":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"node_id":"RE_kwDOM7P8-M4VcInD","tag_name":"v242","target_commitish":"main","name":"v242","draft":false,"immutable":false,"prerelease":false,"created_at":"2026-07-25T07:03:25Z","updated_at":"2026-07-25T07:22:43Z","published_at":"2026-07-25T07:06:34Z","assets":[{"url":"https://api.github.com/repos/mostlygeek/llama-swap/releases/assets/489240662","id":489240662,"node_id":"RA_kwDOM7P8-M4dKThW","name":"llama-swap_242_checksums.txt","label":"","uploader":{"login":"github-actions[bot]","id":41898282,"node_id":"MDM6Qm90NDE4OTgyODI=","avatar_url":"https://avatars.githubusercontent.com/in/15368?v=4","gravatar_id":"","url":"https://api.github.com/users/github-actions%5Bbot%5D","html_url":"https://github.com/apps/github-actions","followers_url":"https://api.github.com/users/github-actions%5Bbot%5D/followers","following_url":"https://api.github.com/users/github-actions%5Bbot%5D/following{/other_user}","gists_url":"https://api.github.com/users/github-actions%5Bbot%5D/gists{/gist_id}","starred_url":"https://api.github.com/users/github-actions%5Bbot%5D/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/github-actions%5Bbot%5D/subscriptions","organizations_url":"https://api.github.com/users/github-actions%5Bbot%5D/orgs","repos_url":"https://api.github.com/users/github-actions%5Bbot%5D/repos","events_url":"https://api.github.com/users/github-actions%5Bbot%5D/events{/privacy}","received_events_url":"https://api.github.com/users/github-actions%5Bbot%5D/received_events","type":"Bot","user_view_type":"public","site_admin":false},"content_type":"text/plain; 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bunch of changes today: \r\n\r\n- removed the 25MB filesize limit for audio files. This was pulled over by the agents (claude!!!!) from the backend file limit which was fixed a little while ago. Now,  upload big files and make your local machines cry! \r\n- fixed a bug found by @teru358 in #946 where TTL and model request could cause a deadlock. Opus 5 released just in time. It burned all the credits in my 5hr limit but the fix was pretty nice after a bit of back and forth. \r\n- introduce fully qualified peer model names. Remove the constraint that local and peer model Ids have to be unique. \r\n- with FQN for peer models the spillover selector can spill over to a remote model. Fun if you have multiple llama-swap rigs and want to tag team in the other one for more parallelism!  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Notes\r\n\r\n- Support for the new metrics and usage data in vllm responses\r\n- Fix some small UI nits \r\n- Remove the 10sec wait delay in wol-proxy. \r\n  - random: mine's been running for months, all those 10s waits of my life I wasted everytime I updated my config! \r\n\r\n## Changelog\r\n* 9e63971d3ecaa63e5c6d57f08596c43aeb18e181 ui-svelte: activity logs older than a day show a timestamp (#911)\r\n* 0e5807aaa53ff1a2ed06d52204accc5011b83fef internal/server: support vLLM metrics (#910)\r\n* ca723d3b9e09b82e06bb6d9f8b2fc1f71f82038b cmd/wol-proxy: remove lag when llama-swap restarts (#909)\r\n* fdda55e466444d804615a261d5bb53b1c9c91e80 Remove Star History section from 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