DESIGN.md@gguf-tools/docsA
DESIGN.md@gguf-tools/docs from fodelf/youngai is a DESIGN.md file: the design rules coding agents follow in that repo.
mdr add fodelf/youngai/gguf-tools/docs/DESIGN.md@git:20260825.5493542Pins git:20260825.5493542 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- DESIGN.md file
- Repository
- fodelf/youngai
- Path
gguf-tools/docs/DESIGN.md- Versions recorded
- 1
- Latest version
- git:20260825.5493542, committed Aug 25, 2026
- Size
- 6,973 bytes
- Repository stars
- 19
- License
- MIT
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# go-onebit 模块化设计（R3-b，2026-07-03 草案 v1） > 目标：把 R1/R2 长成的平铺代码收敛为清晰模块——量化（Θ_fix）、隐变量（z）、四损失求解、MTP 加速、双机流水、语料工厂——每模块单一职责、接口文档化、脚本与工具同域放置。运行时（ds4.c/ds4_metal.m）保持薄接口不搬家。 ## 模块图 ``` gguf-tools/go-onebit/ ├── DESIGN.md ← 本文件（模块契约） ├── pipeline.conf ← 工厂唯一配置入口 ├── quant/ 【Θ_fix：1-bit 量化】 │ ├── onebit_quant.c/.h 编码器（go1b/go1b_blk + L_fix 加权 scale） │ └── gen_go1b.sh 发射（--imatrix gostats，RSS 看门狗） ├── latent/ 【z 隐变量：求解与发射】 │ ├── solve_rrr.c/.h 四损失闭式求解器（RRR/L_align+L_smooth+L_fix钉+Q度量） │ ├── hiddenvar_solve.c/.h 旧 hv 求解器（对照保留）+ z_layer 容器 │ ├── linalg_small.c/.h Cholesky/topk-eig/（svd_small） │ ├── emit_z.c z→corr GGUF（--phi、逐层 k_L、merge/check） │ └── solve_delta.py L_cls δ 闭式（教师/学生 route_logits 对齐） ├── calib/ 【标定数据面】 │ ├── calib_run.c 装配+求解驱动（--solver rrr/--dump-sel/--load-sel/--go-stats） │ ├── calib_diag.c / validate_fwd.c / traj_analyze.c 诊断三件 │ ├── layer_probe.c/.h / hf_read.c/.h / npy.c/.h 原语 │ └── pyfwd/ 教师世界（numpy 直跑原始 HF） …
Read the whole file at its exact version.
How to install
mdr add fodelf/youngai/gguf-tools/docs/DESIGN.md@sha256:b3f5b854c270b4ebThe line at the top of this page pins the label git:20260825.5493542, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_fezm2fxm47xwkozc)
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Versions
The registry has recorded 1 version of this file, committed on Aug 25, 2026.
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Source
fodelf/youngai · 19 stars · license MIT · pushed 2026-11-02 · branch restructure
API
GET https://markdownregistry.com/api/v1/artifacts/art_fezm2fxm47xwkozc GET https://markdownregistry.com/api/v1/resolve?ref=fodelf/youngai/gguf-tools/docs/DESIGN.md GET https://markdownregistry.com/api/v1/blob/b3f5b854c270b4eb1bfde05e4126972a265d919ed3821da71441d214bfa06adb
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: what DESIGN.md is and how agents use it · which agent file does what.