公开记录卓越
软件健康报告模式 0.27.0 · 指标 2.2.0 · 2026-08-02 03:25 UTC
raullenchai / Rapid-MLX
The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 100% tool calling. 17 tool parsers, prompt cache, reasoning separation, cloud routing. Drop-in OpenAI replacement. Works with Claude Code, Cursor, Aider.
raullenchai/Rapid-MLX 的健康指数为 100 分中的 93 分，处于「卓越」区间。 其得分最高的类别是Engineering Quality（96/100），最低的是AI Readiness（54/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
93
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均，再依据公开记录的分布进行校准，使各等级具有百分位含义；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 34（存在风险）的上限。
93
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
加权总体分 79 经校准后在公布的指数量表上为 93（记录校准 2026-08-02）。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | rapid-mlx | 0.11.6 | - | 179 | 0 天前 | llmmlxapple-siliconinferencetransformers |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
91
开发活跃度
86优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 22.2/36 | 提交节奏 — 52 周中有 32 周有提交 |
| 18/18 | 提交量 — 最近一年 1,311 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 1,311 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 32 |
发布纪律
98卓越
评分方式
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 1.3 天发布一次 |
| 8/10 | OpenSSF Scorecard：Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
所用输入
| releases_count | 100 |
| latest_release_tag | v0.11.6 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.3 |
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
83
流行度与采用
89优秀
评分方式
| 57.3/60 | 星标 — 3,392 个星标 |
| 21.6/25 | 复刻 — 388 个复刻 |
| 10/15 | 关注者 — 64 位关注者 |
所用输入
| forks | 388 |
| stars | 3,392 |
| watchers | 64 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
77良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| readme_badges | — |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | — |
| has_pull_request_template | 是 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
67
维护者韧性（巴士系数）
36薄弱
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 3.2/22.5 | 提交分布 — 头号贡献者编写了 86% 的提交 |
| 13.5/13.5 | 贡献者广度 — 38 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 11 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 38 |
| top_contributor_share | 0.857 |
议题与 PR 响应能力
74良好
评分方式
| 37/42 | 议题解决 — 88% 的议题已关闭 |
| 27.7/30 | PR 接受 — 已裁定的 PR 中 974/1,053 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 974 |
| open_issues | 31 |
| closed_issues | 227 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.88 |
| closed_unmerged_prs | 79 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
已排除计分（无数据或不适用）：newcomer_pr_acceptance。 其余权重已重新归一化。
所有权与托管责任
70良好
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 21.4/25 | 所有者影响力 — raullenchai 有 935 位关注者 |
| 25/25 | 既往记录 — 134 个公开仓库，账户约 14 年 |
所用输入
| followers | 935 |
| owner_type | User |
| is_verified | — |
| owner_login | raullenchai |
| public_repos | 134 |
| account_age_days | 5,462 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
软件包维护
100卓越
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 0 天前 |
| 20/20 | 版本历史 — 179 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | rapid-mlx |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
96
工程实践
94卓越
评分方式
| 24/24 | CI 工作流 — 12 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
100卓越
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://pypi.org/project/rapid-mlx |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 19 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | apple-silicon, fastapi, inference, llm, local-llm, macos, mlx, openai-api, python, tool-calling, hacktoberfest, ollama-alternative, m1, m2, m3, qwen, deepseek, claude-code, cursor |
| has_wiki | 是 |
| homepage | https://pypi.org/project/rapid-mlx |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
61
安全态势
61中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 6.1 |
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。
54
AI 代理上下文与指引
40薄弱
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 100 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile, mise.toml |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 38 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 2/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile, mise.toml |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.38 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
51中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 51.3/55 | 可控的文件大小 — 采样的 897 个源文件中有 61 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 404,100 |
| source_files_sampled | 897 |
| oversized_source_files | 61 |
机器可读接口
60中等
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
3,392GitHub 星标
38贡献者
1,311最近 12 个月提交数
0距最近推送天数
100发布版本数
1巴士系数（bus factor）
31开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:rapid-mlx@0.11.6; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 0 ★ / 388 ⇿
0Star
388Fork
98发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 5修订 93
OpenSSF Scorecard 6.1 / 10
6.1综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 20
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | mlx | >=0.31.2 | pyproject.toml |
| PyPI | mlx-lm | >=0.31.3 | pyproject.toml |
| PyPI | transformers | >=5.0.0,<5.13 | pyproject.toml |
| PyPI | tokenizers | >=0.19.0 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.0 | pyproject.toml |
| PyPI | numpy | >=1.24.0 | pyproject.toml |
| PyPI | tqdm | >=4.66.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
| PyPI | requests | >=2.28.0 | pyproject.toml |
| PyPI | rich | >=13.8.0 | pyproject.toml |
| PyPI | tabulate | >=0.9.0 | pyproject.toml |
| PyPI | psutil | >=5.9.0 | pyproject.toml |
| PyPI | fastapi | >=0.100.0 | pyproject.toml |
| PyPI | uvicorn | >=0.23.0 | pyproject.toml |
| PyPI | mcp | >=1.9.3 | pyproject.toml |
| PyPI | jsonschema | >=4.0.0 | pyproject.toml |
| PyPI | argcomplete | >=3.6 | pyproject.toml |
| PyPI | websockets | >=12.0 | pyproject.toml |
| PyPI | openai-harmony | >=0.0.8 | pyproject.toml |
| PyPI | llguidance | >=1.7.6 | pyproject.toml |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
原始 JSON 报告 机器可读
{
"data": {
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"apple-silicon",
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"description": "The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 100% tool calling. 17 tool parsers, prompt cache, reasoning separation, cloud routing. Drop-in OpenAI replacement. Works with Claude Code, Cursor, Aider.",
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"tag": "v0.10.17",
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},
{
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{
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"published_at": "2026-07-12T03:35:34Z"
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{
"tag": "v0.10.8",
"kind": "patch",
"published_at": "2026-07-11T20:38:01Z"
},
{
"tag": "v0.10.7",
"kind": "patch",
"published_at": "2026-07-11T00:00:30Z"
},
{
"tag": "v0.10.5",
"kind": "patch",
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},
{
"tag": "v0.10.3",
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"body": "Re-trigger auto-release for 0.11.4 with the hardened tier1-agent-gate (retrying dual-route large-context kernel warmup + job cap 55->90). pyproject is already 0.11.4; this squash subject re-fires detect. Harness/workflow only — no product code. See PR #1360.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1360)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T12:04:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1dbc1274cbb898868def99c0a74096b65fafb341",
"body": "Harness-only: warm the large-context Metal kernel before the timed Tier-1 agents so the first agent request lands on warm kernels — fixes the cold-compile gate hang that stalled the 0.11.4 auto-release. pyproject is already 0.11.4 (#1355); this re-triggers auto-release to run the fixed gate and tag v0.11.4. Engine core byte-identical v0.11.3..main; validated end-to-end (4/4 Tier-1 agents PASS).",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1358)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T10:42:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71367c952b77792589906bcc6e4591c48d2a6158",
"body": "Ship 0.11.4 by making tier1-agent-gate reliable: serve the gate model with --no-thinking to bound each hybrid-reasoning turn (thinking-on runaway CoT blew the per-agent budget). Pairs with the serial-execution fix (#1356). Validated end-to-end on the Studio: all four Tier-1 agents PASS, no turn >26s, ~6 min total. Re-triggers auto-release with the fixed gate to tag v0.11.4.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1357)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T09:48:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9491cb8fb4e8ff192ec3e2484f9f0642b5a7eee7",
"body": "Ship 0.11.4 by making the self-hosted tier1-agent-gate reliable: run the four Tier-1 agents serially instead of concurrently (#1348 oversubscribed the single GPU). pyproject already at 0.11.4 (#1355); this merge's subject re-triggers auto-release with the fixed gate. Validated end-to-end on the Studio box: claude 273s / codex 133s / hermes 54s / aider 5s, all PASS, 465s total.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4 (#1356)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T08:28:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73867739602748b158700ef66e9d27cc7e13d2eb",
"body": "Release 0.11.4. Publishes accumulated audio/video features (#1340/#1343/#1346/#1347/#1349) plus release-tooling hardening (#1348/#1354) to PyPI. Bumps pyproject 0.11.3 -> 0.11.4.",
"is_bot": false,
"headline": "chore: bump version to 0.11.4",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T06:43:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4520b2a3c48472e44d24a0ee77797fd2f9c7c37",
"body": "…et pre-flight (#1354)\n\nThe local release gauntlet (`make release-check-m3`, scripts/release_check_m3.sh)\nran every live-server gate strictly serially and had a recurring \"bumpy release\"\nfailure mode where a concurrent workflow silently corrupted a run. This makes three\nchanges — a pre-flight guard,\n[…]\nl-fast, #1247); G5 stress\nand G9 latency stay SOLO (their verdicts need an uncontended server); G8 parser\nmicrobench stays serial (pure CPU). No engine or shipped code changes — gauntlet\ntooling only.",
"is_bot": false,
"headline": "perf(release): parallelize light correctness gates + harden M3 gauntl…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T06:33:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "da8504a1c8009454c1ad3fc24ee11b3f019925b0",
"body": "#1351 (mine, merged 28 seconds after #1349) said the LTX section's\ncheckpoint \"emits synchronized audio alongside the frames, which the\nother two backends do not\". That was true of the pipeline and false of\nwhat the API returns: #1349 added an unconditional _remove_audio_track()\nat the end of the LT\n[…]\nsound. Also says plainly that\nnone of the three backends return audio, so nobody goes looking for it\non Wan or CogVideoX-Fun either.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(video): LTX does not return audio — #1349 strips it (#1353)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T05:14:15Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a879bccc3f7fd4bdd25981333fb8b7ec5416f888",
"body": "Three things were wrong or missing after 0.11.3:\n\n- The alias count read \"165+ text aliases + 26 audio across 30+ families\".\n 0.11.3 registers 41 audio, and the 8 video aliases were never counted at\n all. Now \"165 text + 41 audio + 8 video aliases, 214 total\".\n- The video section was titled \"LTX-2\n[…]\nized audio — the one thing the other two backends do not do).\n\nVerified: every alias cited in the README resolves in the registries.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(readme): README still described the 0.11.1 feature set (#1351)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:36:04Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "37bb90bac0149b12fa56556707f9f6503c18932a",
"body": "* fix: omit silent audio from LTX videos\n\n* fix: use owned temporary video output\n\n* fix: preserve remux errors during cleanup\n\n* fix: preserve LTX output permissions\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix: omit silent audio from LTX videos (#1349)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:35:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fd807c0c510b30ea659d9f8636b713db930c7dfb",
"body": "* feat: lock VoiceDesign voices with seeds\n\n* fix: isolate VoiceDesign random sampling\n\n* fix: preserve TTSEngine positional arguments\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: lock VoiceDesign voices with deterministic seeds (#1347)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T03:04:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcc5e1573cde27b2757d1ba8922183ee10b2a72f",
"body": "…ix cache\n\nThe Tier-1 agent gate (auto-release.yml, self-hosted Studio, 55-minute job) drove\nClaude Code / Codex / Hermes / Aider through the bug-fix task strictly serially,\nso its wall-clock was ~sum of the four agent runs. Two changes cut that without\nweakening the gate:\n\n1. Run the four agents CO\n[…]\n cache), total wall 311s bounded by the slowest agent instead of the sum\nof the four.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf(release): run the four Tier-1 agents concurrently + disable pref…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T02:58:15Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "99520f3f6811abe9edfbbb4105798462aea7395d",
"body": "* feat: configure audio output format\n\n* fix: preserve native audio and validate codecs\n\n* perf: avoid audio conversion object expansion\n\n* fix: preserve native audio duration metadata\n\n* fix: make audio layout contract explicit\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: configure audio output sample rate and channels (#1346)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:50:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b0b600472955b0755c2566892ef658b6f39038c",
"body": "vllm_mlx/audio/aliases.json registers 41 aliases across 12 families.\ndocs/guides/audio.md documented 7 of those families and 28 aliases —\nQwen3-TTS (8), F5-TTS, SenseVoice (2) and Qwen3-ForcedAligner (2) were\nabsent from the alias table, the header bullets and the model tables,\ndespite having shippe\n[…]\nches modes\n\nVerified programmatically: all 41 registry aliases now appear in the\nguide, and all 12 families are named in the header.\n\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs(audio): the guide was missing five whole model families (#1345)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:30:19Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "93289002fff9b16c90f9a6d7ef651d14a0f39f5a",
"body": "* feat: expose video capability limits\n\n* fix: align advertised Wan sizes with limits\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: expose video capability limits (#1343)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:09:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae3d8e9d05d2094fe777366d71109f1b62ec7dfb",
"body": "…out headroom (#1344)\n\nThe Tier-1 agent gate (auto-release.yml) false-negated the 0.11.3 cut 4/4 — not\non a product regression, but on two defects in its own harness.\n\n1. `agents {codex,hermes} --setup` was called without `--base-url`, so setup\n probed the default localhost:8000 (empty in this run\n[…]\n6-35b-8bit @ 0.11.3:\nall four Tier-1 agents (Claude Code, Codex, Hermes, Aider) PASS.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): agent-smoke hermes/codex --base-url + cold-compile time…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-31T00:01:40Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b9bc50bf19ebcb58b0c0c239218ff9233fded70a",
"body": "* feat: expose video motion controls\n\n* fix: preserve video backend defaults\n\n* fix: honor CogVideoX frame controls\n\n* test: cover conditioning strength upload\n\n* fix: validate LTX temporal controls\n\n* test: cover CogVideoX workload ceiling\n\n* fix: make frames the temporal source of truth\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat: expose video motion controls on /v1/videos (#1340)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T23:17:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae147252d0616a227d369c407a38833f6f5ce569",
"body": "Cuts the 0.11.3 release (= intended 0.11.2 payload + agent-gate serve-budget fix #1341). Triggers auto-release.yml.",
"is_bot": false,
"headline": "chore: bump version to 0.11.3",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T22:15:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83f2e2e34f0dab97c872c3ffcd1af53c6ecc45b9",
"body": "…d start (#1341)\n\nThe Tier-1 agent gate (auto-release.yml) serves the default 35B hybrid model\n(Qwen3.6-35B-A3B, GatedDeltaNet) into a fresh venv. Its first cold serve on the\nStudio compiles the hybrid GatedDeltaNet Metal kernels, which pushes cold start\nto ~240s — right on the old 240s serve-ready \n[…]\nob timeout with room for\nthe four agent runs. A genuine never-binds hang still fails.\n\nRelease-gate tooling only; no product code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): widen agent-smoke serve-ready budget for 35B hybrid col…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T22:12:39Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5d0571db6c9f6b217a16c8322f84ce818c828fa1",
"body": "Cuts the 0.11.2 release (audio + video generation wave + KV-quant/scheduler quality work, 33 commits since v0.11.1). Triggers auto-release.yml.",
"is_bot": false,
"headline": "chore: bump version to 0.11.2",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T21:34:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db05ce1215e95a9b5bc4d2e6216e7e83cc1e7798",
"body": "G12 (scripts/release_check_m3_random.py) reached completion for the first time\nduring the 0.11.2 cut and false-failed — none of the failures a product\nregression (the 0.11.2 range touches no parser/inference code). Two gate\ncalibration defects were surfaced and are fixed here:\n\n- Stale per-round tim\n[…]\nchange. The deeper\nsize-based-eligibility redesign (and the still-in-pool reasoning model\ndeepseek-r1-8b-4bit) is tracked in a follow-up issue.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): calibrate G12 random-coverage gate (#1332)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T21:31:19Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "1c0a20b69828e7cd2b627cc9af47b8537fea818f",
"body": "The consolidated `bench --tier harness` step of release_check_m3.sh\nfalse-fails the release gauntlet on the hermes profile in three ways,\nall surfaced during the 0.11.2 cut. None is a product regression.\n\n- test_hermes_code_review ran away past 600s: the open-ended prompt\n drives the 9B gauntlet mo\n[…]\nstays untouched for\n non-gauntlet/standalone callers. Env-overridable.\n\nTest-harness / release-gauntlet only; no production code paths change.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): stabilize G7b hermes gauntlet profile (#1330)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T19:43:24Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "03e7341338e97493fd22ca1229454c98ccdf96e2",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(video): bundle CogVideoX runtime (#1329)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:44:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2878a0f2a1ab5ea91bb2b76b8d5692063d52caf",
"body": "* test(batching): warm concurrent kernel shapes\n\n* test(batching): tolerate subsecond timing noise\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "test(batching): warm concurrent kernel shapes (#1328)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:30:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d114b350ed668b76fa23f90c657419e6a73ce2cf",
"body": "* fix(audio): harden async generation lanes\n\n* fix(audio): satisfy route contract checks\n\n* test(audio): make F5 soundfile fake hermetic\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(audio): harden async generation lanes (#1327)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:20:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8973a004956071a06b1162bb44a78e48dde378cb",
"body": "test_hermes_read_file passed hermes only the file basename, which the\n9B gauntlet model (qwen3.5-9b-4bit) cannot reliably resolve against its\nworking directory. It non-deterministically either asks a clarifying\nquestion and never reads the file (marker absent -> FAIL) or launches an\nagentic file sea\n[…]\n(os.getcwd(), ...))\ninstead of the basename. Still exercises hermes -> read_file tool -> echo\ncontents; only removes path-resolution ambiguity.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(test): hermes read_file passes absolute path (#1326)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T17:15:18Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "87dca1be70d7bfca7a77c6594037d937d7b6b469",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(video): preserve Python 3.10 core compatibility (#1325)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T16:55:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c16e8aa5516f879c4e30e556ed7e12aeb3a9931",
"body": "…pes (#1324)\n\nThe G0a output-coherence sweep boots each release-fleet model with\n`--no-thinking` and exact-matches a terse golden answer within a small\ntoken budget. `deepseek-r1-32b-4bit` scores 0/6 -- not because it is\nbroken, but because it is a DeepSeek-R1-Distill reasoning model that does\nnot h\n[…]\nptance and integration\ncoverage (the 56-cell matrix is unchanged).\n\nThe flag is retired once the coherence gate is reasoning-aware.\n\nRefs #1323\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(release): exclude DeepSeek-R1 from the coherence sweep in all sco…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T15:45:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5533791cc76353a021bbe985e378933d33f9857d",
"body": "…ons (#1317)\n\nRebase of feat/align-route-hardening onto main (afe41c41), resolving the\noverlap with #1299 (word-timestamps) and #1301 (in-place alignment):\n\n- `_run_stt_request` is now ASR-only. Its former in-place `align()`\n branch is deleted; forced alignment is dispatched separately by\n `create\n[…]\ntask-cancellation shutdown sweeps and absorbs\n repeated cancels.\n- ci.yml apple-silicon allowlist gains test_forced_alignment_route_hardening.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): harden the forced-alignment lane on /v1/audio/transcripti…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T15:08:58Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "08a9eaeaf8ea102474856e8339a03aa8b54015fa",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add Wan 2.1 and 2.2 generation (#1322)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T14:36:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "afe41c41dddf77dc28b0afb96470c71dca732e7c",
"body": "…ls [skip-version-bump] (#1319)\n\n* fix(cli): stop weightless-stub notice mis-firing on cached video models [skip-version-bump]\n\n`rapid-mlx serve <video-alias>` printed a false \"config cached but its\nmodel weights are missing — serving will start by downloading the missing\nweights first\" on EVERY sta\n[…]\nrectory-named component and symlink-to-directory component both\nstay stubs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(cli): stop weightless-stub notice mis-firing on cached video mode…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T06:11:03Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b410fe0ac627ece6305f57aecaaad7707beab645",
"body": "…ion-bump] (#1321)\n\n`tests/test_model_sizes.py::test_every_audio_alias_has_a_manifest_entry`\nis RED on `main` — a release blocker. The IndexTTS zero-shot voice\ncloning aliases (#1318) point at `mlx-community/IndexTTS-1.5` but the\nsize manifest was never regenerated, so the audio-alias coverage test\n\n[…]\n interpreter) at its sorted\nposition — the exact value + placement `gen_model_sizes.py` would\nproduce. One-line diff; no other entries touched.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(models): add IndexTTS-1.5 to model_sizes.json manifest [skip-vers…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T06:08:50Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0090a392c7b996749d97f02eea9fc5270b1ba422",
"body": "…] (#1320)\n\nThe Kokoro espeak self-test repair (#1312/#1314) added RAPID_MLX_ESPEAK_LIB\nand RAPID_MLX_ESPEAK_DATA path-override knobs to audio/probe.py but never\nallowlisted them in ALLOWED_RAPID_MLX_ENV_VARS, leaving\ntest_no_routing_shaped_rapid_mlx_env_vars RED on main (a release blocker).\n\nThese \n[…]\nelf-test — they never select a model, parser, or routing tier. Allowlist\nthem with a comment per the test's own guidance for non-routing knobs.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: allowlist RAPID_MLX_ESPEAK_LIB/DATA env vars [skip-version-bump…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:58:31Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "125945cd04bcf4a1f8af626502d6765a7120c032",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): add IndexTTS zero-shot voice cloning (#1318)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:27:46Z",
"body_truncated": false,
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{
"oid": "e0f37a6107c9536b4d925813f3cc337858387861",
"body": "`main` has carried `MusicEngine` and the vendored Stable Audio 3 tree since\n#1307, but with no HTTP surface: the only way to reach text→music was to\nimport the class. This adds the route, ported from PR #1300 (which landed on\nthe now-retired `mvp/content-farm-local` branch and never reached `main`).\n[…]\ning from the same\nsource PR is a separate change against the same file.\n\nCo-authored-by: Raullen Chai <nextmindsfoundation@gmail.com>\nCo-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): expose MusicEngine over HTTP — POST /v1/audio/music (#1316)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T05:07:09Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "5ef40e850dfaccfad94195d99637a6dc1ec18d6d",
"body": "…version-bump] (#1299)\n\nWhy: this is the STT/captions lane of the audio-POC absorption. The\ncontent-farm automation tier needs OpenAI-compatible caption/subtitle\nplumbing — word-level timings let downstream tooling build karaoke-style\ncaptions and precise subtitle cuts without a second forced-alignm\n[…]\non-empty, monotonic `words[]` with\nexactly `{word, start, end}` keys. `scripts/dev_test.py unit`,\n`ruff check`, and `ruff format --check` pass.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): word-level timestamps on /v1/audio/transcriptions [skip-…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T04:56:42Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "394e5cc731e3949474e494270e4b1f6838db35ad",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix video upload body-limit response (#1315)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T04:32:42Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "1ac339113d8687b61ad932dd63b69efc23eb8c98",
"body": "…-out [skip-version-bump] (#1314)\n\n* fix(audio): harden Kokoro espeak probe against 500s + candidate crowd-out [skip-version-bump]\n\nFollow-up to #1312. Two robustness gaps in the espeak readiness probe:\n\n1. _probe_espeak_readiness could let unexpected exceptions from\n _discover_system_espeak (file\n[…]\n false negative.\n\nTests reworked: anti-diagonal order, sweep iterates all candidates, malformed\ncandidate skipped, single-data covers all libs, single-lib covers all data,\nproduct truncated to budget.",
"is_bot": false,
"headline": "fix(audio): harden Kokoro espeak probe against 500s + candidate crowd…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:43:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0605a71829f25da3aad2d5070219635977bde93d",
"body": "* feat(video): add experimental CogVideoX-Fun backend\n\n* fix(video): address CogVideoX review findings\n\n* fix(video): clean partial CogVideoX outputs\n\n* test(video): cover CogVideoX worker boundaries\n\n* fix(video): bound CogVideoX worker shutdown\n\n* fix(video): clean cancelled CogVideoX results\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add experimental CogVideoX-Fun backend (#1313)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:41:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b82423c9f7a8b9f704051b862f2a00b04823682",
"body": "…skip-version-bump] (#1312)\n\nOn a fresh `pip install 'rapid-mlx[audio]'`, the espeak-ng dylib shipped by\n`espeakng-loader` can fail to locate its `espeak-ng-data` (the compiled data\npath points at the wheel's CI build dir). misaki's English G2P falls back to\nespeak for out-of-dictionary words, so th\n[…]\nst\n`RemoteDisconnected`-crashed the server; post-fix it returns valid 24 kHz\naudio and the server survives. New hermetic tests cover bundled-ok,\nsystem-repair, and unfixable-503 branches plus caching.",
"is_bot": false,
"headline": "fix(audio): repair Kokoro espeak G2P instead of crashing the worker […",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T03:15:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "65e3f3a1ef0f775c9e76606b30e353dc8c4ef486",
"body": "…udio 3) [draft POC] (#1307)\n\n* feat(audio): MusicEngine — local text-to-music via vendored MLX Stable Audio 3\n\nThird audio lane alongside TTSEngine/STTEngine: text->music/SFX, fully local on\nApple Silicon. Vendors Stability's official torch-free MLX Stable Audio 3\n(vllm_mlx/audio/sa3/, +680K source\n[…]\nns (e.g. 0.003s) to 0.00 (empty\n clip). Add regression tests for both.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): MusicEngine — local text-to-music (vendored MLX Stable A…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:35:54Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "19ae69b89617bc6a19f41a1f7fa5aeb58a52fa29",
"body": "…gn) (#1309)\n\nAdd the VoiceDesign sibling of the qwen3_tts family: the voice is authored\nin natural language via the OpenAI instructions field (mapped to mlx_audio's\nmandatory generate_voice_design instruct arg) instead of a named speaker.\nVoiceDesign checkpoints reuse the qwen3_tts loader/generate \n[…]\nariant detection, mandatory-instruct forwarding + fallback,\n and the describe voice surface on engine and route\n\nNo version bump.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): Qwen3-TTS VoiceDesign (natural-language voice/style desi…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:13:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "46bc30e643361d07b420229b662e63321956cfbd",
"body": "…licit paths (#1310)\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(pr_validate): pass --force-exclude so ruff honors excludes on exp…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-30T00:02:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "7e358d75cb65662b20024f568aed259856fddcaf",
"body": "* feat(audio): SenseVoice Chinese STT family [draft POC]\n\nAdd the FunAudioLLM SenseVoice Small model as a new STT family alongside\nWhisper (multilingual) and Parakeet (English), giving Chinese/Asian ASR a\ndedicated fast option. SenseVoice is a ~234M non-autoregressive CTC model\n(strong on zh/yue/ja/\n[…]\nct\n\n* test(audio): cover SenseVoice metadata override\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): add MLX-native SenseVoice STT (#1308)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T23:37:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ed7871d8d948dd78b08387e9eabb495f371bc357",
"body": "…ce cloning [skip-version-bump] (#1303)\n\nExposes Chatterbox's exaggeration (emotion/intensity) knob + zero-shot ref_audio cloning end-to-end over POST /v1/audio/speech: adds the exaggeration request field (bounded, Chatterbox-only), forwards it and ref_audio through a dedicated chatterbox engine branch (never leaks voice/speed/lang_code), and admits Chatterbox to the clone-capability gate. Codex CLEAN; pr_validate MERGE-SAFE; merged result re-ran full unit gate green.",
"is_bot": false,
"headline": "feat(audio): Chatterbox expressiveness (exaggeration) + zero-shot voi…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T23:01:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "927ae4aacb7771bcf2cff1fe0042121f1a5bb51f",
"body": "…downmix, channel bound) (#1304)\n\nAddresses PR #1297 codex review findings on the merged F5-TTS path plus\nhardening surfaced during review. No version bump.\n\n- Silent/near-silent reference: the RMS-normalization step\n `aud * TARGET_RMS / rms` divides by ~0 (NaN/inf) or amplifies noise to\n full sca\n[…]\nmory\nio.BytesIO (no predictable temp path), and speed is already wired into\nestimated_duration() and self.model.sample(speed=...).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): harden F5-TTS _generate_f5 (silent-ref RMS floor, stereo …",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:54:43Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ac395408269fe5c90a92ac569b7323f3e5c6d4c2",
"body": "…-bump] (#1301)\n\nForced alignment (audio + KNOWN transcript -> per-character start/end times) via Qwen3-ForcedAligner, exposed over POST /v1/audio/transcriptions with an optional 'text' field (dispatches to align() for aligner models; back-compat transcribe path unchanged). Segments flow through exi\n[…]\ne_json/srt/vtt serializers. Guards fail fast (aligner-without-text, text-vs-non-aligner) before upload drains. Codex CLEAN; pr_validate MERGE-SAFE; merged result re-ran unit gate green (14296 passed).",
"is_bot": false,
"headline": "feat(audio): forced-alignment STT (Qwen3-ForcedAligner) [skip-version…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:37:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d9a2c5b8059c9da108b1faaae0a986ce2e7fc3f7",
"body": "…p] (#1305)\n\nZero-shot Chinese/multilingual voice cloning via Qwen3-TTS Base, wired end-to-end through POST /v1/audio/speech (ref_audio + ref_text inline base64). Adds route clone-capability gating, model_sizes manifest entry, and full HTTP-path tests. Codex CLEAN; pr_validate MERGE-SAFE.",
"is_bot": false,
"headline": "feat(audio): Qwen3-TTS Base zero-shot voice cloning [skip-version-bum…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:27:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cfa146686a4a0e4fa6d2b127c5e94062ac2a9e1",
"body": "## Why\nThe `voxcpm` alias (`mlx-community/VoxCPM1.5`) advertised \"Chinese/English\nhigh-quality TTS\", but empirically the current MLX port is broken for\nChinese: Chinese input produces Thai-script gibberish plus long runaway\ngeneration. The registry therefore steered users toward a language path\nthat\n[…]\n structured metadata / needs model weights + eval path).\n\n## AI-assisted\nThis change was drafted and validated with AI assistance.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(audio): de-advertise broken voxcpm Chinese support (#1302)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:21:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3529e39495fb341fb4ddae3ffaf346d909316c30",
"body": "* feat(video): add MLX-native LTX-2.3 generation\n\n* fix(video): serialize jobs without executor starvation\n\n* fix(video): harden job cleanup and cancellation\n\n* fix(video): make queue lifecycle cancellation-safe\n\n* fix(video): detach cleanup from cancellation\n\n* fix(video): bound generation workload\n[…]\no): accept OpenAI 720p sizes\n\n* fix(video): bound ffmpeg crop time\n\n* fix(video): guard multipart admission before parsing\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(video): add MLX-native LTX-2.3 generation (#1298)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T22:04:43Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "59f44d2e30ff560ca5974f18082eb1ce743f73e3",
"body": "* feat(audio): wire F5-TTS (pure-MLX) — Chinese expressive TTS + zero-shot cloning\n\nFills the Chinese expressive/cloneable-TTS gap the demo probe surfaced (Qwen3-TTS\nis clear-but-flat, Chatterbox English-only, IndexTTS/CosyVoice don't load).\nf5-tts-mlx is a standalone PURE-MLX package (no torch) — E\n[…]\nim batched F5 output correctly\n\n* fix(audio): bound F5 reference decoding\n\n* test(audio): pin decoded F5 waveform contract\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "feat(audio): wire F5-TTS Chinese cloning (#1297)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T19:59:18Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2c6847127cb05b6531aaaffb2e52418c23d533e0",
"body": "…ersion-bump] (#1296)\n\nTwo P3 loose ends found dogfooding main:HEAD (0.11.1 → all 24 PRs since 0.11.1).\n\n#1294 — scripts/kv_quant_quality_gate.py crashed with a raw mlx ValueError when\na model's head_dim was not divisible by the requested KV-quant group size (the\ndefault 64 vs Phi-3's head_dim=96), \n[…]\n to the on-macOS chip detection (already via\nthe sysctl fallback). Advisory tooling only. Regression tests pin both.\n\nCloses #1294\nCloses #1295\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: kv-quant gate head_dim guard + chip_tier dangling import [skip-v…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T17:35:27Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "668d47a7b0cec0a1cfe85cf999b5807018d0455b",
"body": "…ump] (#1293)\n\nCloses #1286. Adds a Size column to `rapid-mlx models` (text+audio) and a Download-size line to `rapid-mlx info <alias>`, sourced from a checked-in model_sizes.json manifest (offline, instant). Codex 0/0/0; full CI green.",
"is_bot": false,
"headline": "feat(cli): show model download size in models listing [skip-version-b…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T15:05:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1878506a5df0f613e9340d252bc84a12e8445ff",
"body": "* Remove legacy branding from public surfaces\n\n* Preserve benchmark and upstream provenance\n\n* Limit branding guard to public text files\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "Remove legacy branding from public surfaces (#1292)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T14:11:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f38e696ae2142037c548a79b6b0adf986a164f5",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "refactor: remove unused cloud routing (#1290)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T05:08:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46beeab6ee85be3ddf8c3370f76c2df474793794",
"body": "…ier [skip-version-bump] (#1289)\n\n* feat(quality): KV-quant differential quality gate + chip-tier classifier [skip-version-bump]\n\nAbsorb-list #4 + #5. Advisory (measure-first), offline, model-download-free.\n\n#4: scripts/kv_quant_quality_gate.py runs the SAME model twice on the SAME\nprompts (bf16-KV \n[…]\n to True.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(quality): KV-quant differential quality gate + chip-tier classif…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T04:57:03Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "84ffef0753b55a521efdfa01ad84b3860beadfb4",
"body": "Co-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "refactor: remove unused vLLM platform prototype (#1288)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T04:01:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "541b5b3225061912e7436bf4d483590316d57dde",
"body": "* feat(audio): add Qwen3-TTS CustomVoice with emotion control\n\nWire Alibaba's Qwen3-TTS 1.7B CustomVoice into the TTS lane. It ships\nmultilingual predefined speakers (Chinese: Vivian/Serena/Uncle_Fu/Dylan/\nEric, English: Ryan/Aiden) and — unlike the existing Kokoro/VibeVoice/etc\nfamilies — supports \n[…]\nith a separate CustomVoice-accepted case (codex).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(audio): add Qwen3-TTS CustomVoice with emotion control (#1287)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T03:35:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "c45666a2a51d7508302b6ded75160a9001e5b879",
"body": "…rim-lie [skip-version-bump] (#1285)\n\nClose two latent correctness gaps in prefix-cache reuse gating, plus a\nsibling instance in the legacy trie cache. All are defense-in-depth: no\nreachable class is in aliases.json, and the fix has ZERO behavior change\nfor currently-supported models.\n\nGAP 1 (produc\n[…]\ns so allowlist drift or an mlx_lm rename of the one\nhostable class is caught.\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(cache): lock sliding-window prefix reuse against ChunkedKVCache t…",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T03:34:29Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "3ae9eb54128a5e3fb4fdb5c898a3d5cc4da07937",
"body": "* fix(cli): ship official rmlx short command\n\n* fix(installer): expose rmlx on PATH\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>",
"is_bot": false,
"headline": "fix(cli): ship official rmlx short command (#1284)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-29T00:31:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80ec3c30e55eb3408f7464941b56f41cad1656f7",
"body": "* feat(scheduler): architecture-aware per-token KV byte estimate (skip-version-bump)\n\nRoute the D-METAL-CAP admission projection through a new pure-function KV\nfootprint estimator (`vllm_mlx/kv_estimation.py`) that classifies each layer\ninstead of counting every layer as a full-growth attention laye\n[…]\nallback).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Raullen <raullenstudio@Raullens-Mac-Studio.local>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(scheduler): architecture-aware per-token KV byte estimate (#1276)",
"author_name": "Raullen Chai",
"author_login": "raullenchai",
"committed_at": "2026-07-28T22:53:25Z",
"body_truncated": true,
"is_coding_agent": true
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"oid": "decad552d261b01ea3862ee45c8bcd8697b580b2",
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},
{
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"notes": [
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{
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]
},
{
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"components": [
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{
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{
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{
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]
},
{
"key": "package_maintenance",
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"inputs": {
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{
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{
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{
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],
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{
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{
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{
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{
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{
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{
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{
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{
"key": "token_permissions",
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{
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"notes": [
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"components": [
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],
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"metrics": [
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"key": "ai_agent_context",
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{
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"inputs": {
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