README: add context framing, reword related work

README.md

@@ -36,6 +36,25 @@ qwen3_8_27b_huihui_abliterated_nvfp4.ninfer
   identity  qwen3.8-27b / nvfp4      container v2      1124 objects
 ```
 
+## Why this exists
+
+Qwen3.8-27B is the king of the local models right now, and the great work Neroued has done with the
+[NInfer](https://github.com/Neroued/ninfer) engine runs it extremely quickly on Blackwell. There has
+also been a lot of work on obliterating and otherwise liberating models, including
+[Pliny](https://pliny.gg)'s OBLITERATUS suite.
+
+Some abliterated models have been "ninferized" already — see [Related work](#related-work--other-ninfer-abliterated-artifacts)
+below. Two things I hadn't seen:
+
+- the walkthrough/recipe to do it yourself
+- Pliny's OBLITERATUS Qwen3.8-27B, ninferized
+
+Both are offered here. The recipe is in `AGENT.md`, `SUPPORTED.md` and `scripts/` — a triage script
+that tells you in seconds whether a checkpoint is convertible, ten documented failure modes with the
+measurement behind each, and nine scripts proven by running the pipeline end to end on a second
+checkpoint. **Under $5 of RunPod time** converts a compatible checkpoint; measured runs came in at
+**$1.69** and **$3.30**.
+
 ## What it is, precisely
 
 **Format conversion only.** No fine-tuning, no re-abliteration, no behavioural editing was performed.
@@ -203,8 +222,8 @@ and builds in a single command with no external quantizer, no calibration data a
 
 ## Related work — other NInfer abliterated artifacts
 
-Several people published abliterated Qwen3.8-27B NInfer artifacts before this one. If one of these
-fits your needs better, use it — this list is here so you can find them.
+Other people got here first, and their artifacts are also good. Use whichever fits — this list is
+here so you can find them.
 
 | Repo | Source checkpoint | Published |
 |---|---|---|
@@ -216,12 +235,11 @@ fits your needs better, use it — this list is here so you can find them.
 | [DogOnKeyboard/Qwen3.8-27B-Uncensored-NInfer](https://huggingface.co/DogOnKeyboard/Qwen3.8-27B-Uncensored-NInfer) | JonathanColetti | 2026-08-30 |
 | [jfking/qwen38_27b_huahuacs_uncensored_ninfer_nvfp4](https://huggingface.co/jfking/qwen38_27b_huahuacs_uncensored_ninfer_nvfp4) | untagged | 2026-09-02 |
 
-Three are built on [`orcarouter/Qwen3.8-27B-Uncensored`](https://huggingface.co/orcarouter/Qwen3.8-27B-Uncensored),
-a source not covered here — worth a look if you want a different ablation.
+Worth noting three are built on
+[`orcarouter/Qwen3.8-27B-Uncensored`](https://huggingface.co/orcarouter/Qwen3.8-27B-Uncensored),
+which is **gated**.
 
-What this repo adds is the **reproducible procedure** — `AGENT.md`, `SUPPORTED.md` and `scripts/`,
-so you can convert a compatible checkpoint yourself rather than depending on anyone's upload. As far
-as I can tell none of the above ship a conversion recipe.
+As far as I can tell, none of the above ship a conversion recipe. That is what this repo adds.
 
 ## Licence