docs(vault): one fact, one owner — repair the doubled pages, single-source the facts

Structural repair:
- 13 pages were the same document twice (each exactly 2x its HEAD size),
  a second frontmatter block whose closing fence had been glued onto a body
  line by a frontmatter rewrite that re-read its own output. Un-doubled by
  cutting at the second frontmatter and keeping the copy whose body is a
  superset; the orphan census reports 0 lost tokens against HEAD.
- log.md: one entry per date, bare `## YYYY-MM-DD` headings, newest first —
  66 dated headings merged into 34, titles demoted to bold leads, every
  content line verified present. The file had been descending at the head
  and ascending at the tail.

Ownership moves:
- New `LLM/frank-medium.md` is the locator for the retired Dankserver
  endpoint: era windows quoted from each era page's own banner, no numbers
  restated, and the two unresolved date conflicts recorded instead of
  silently resolved. `frank-archon.md` links to it instead of restating the
  pre-rename window.
- The four Pipeline-Parallelism stubs (frontmatter only, no body) are gone;
  `Multi-Node Runtimes.md` owns runtime construction, launch, mixed-vendor
  verdicts and cross-split spec decode, and the four links that pointed at
  the stubs were repointed at it or at the drafter page.
- Authentik's three stub pages fold into `Authentik.md`, with the process
  detail and the outpost reference split out so the parent stays under the
  length hint.

Verified corrections (host census + live probe, 2026-10-19):
- The MXFP4 checkpoint two pages called the "on-disk rollback" is gone:
  /home/dank/models/ holds StillDeadcode, rad and tpl.jinja. Stated once, on
  the era page that owns that payload; the swap page now links to it.
- frank-medium-radiance-mxfp4: the 4.24/7 accept rate belongs to the DFlash2
  arm measured on the FP8 target, not to the MXFP4 era; the 3-family soak run
  census is kept once (155 requests) instead of twice (~120 and 155).
- Fleet shapes re-confirmed against the live endpoints before touching any
  page: 3x200000 fp8 KV, 2x200704, 2x262144.

Index rows are regenerated, not hand-carved. Net -1,849 vault lines.

serverAppConfigs-docs/Research/AI Job Search and Resume Tools.md

@@ -1,6 +1,6 @@
 ---
-type: research
-description: "Self-hosted AI job-search and resume-formatting applications: the 2026 landscape, local-LLM fit, and a recommended homelab stack."
+type: reference
+description: "Self-hosted job-search and resume tools: the landscape, local-LLM fit, and the recommended homelab stack."
 tags:
   - research
   - job-search

serverAppConfigs-docs/Research/ComfyUI ROCm and Vulkan.md

@@ -1,6 +1,6 @@
 ---
 type: reference
-description: "Research into whether ComfyUI can use GPU acceleration — not just CPU — on the AMD Strix Halo APU (gfx1151) in Dankclaw."
+description: "Whether ComfyUI can use the Strix Halo APU at all, and which backend path actually reaches the GPU."
 tags:
   - research
   - rocm

serverAppConfigs-docs/Research/Llama Cpp Code Diff.md

@@ -1,7 +1,7 @@
 ---
-type: research
+type: reference
 title: Llama.cpp Code Diff
-description: Code-level diff of mainline llama.cpp, charlie12345/ROCmFPX, and ik_llama.cpp with a focus on quantization code, ggml type numbers, and the differences that matter for Dankserver (RTX 3090) and Dankclaw (Strix Halo).
+description: "Code-level diff of the three llama.cpp trees here: quantization code, type numbers, and what differs for our cards."
 tags:
   - llama.cpp
   - quantization

serverAppConfigs-docs/Research/Llama Cpp Runtimes.md

@@ -1,7 +1,7 @@
 ---
-type: research
+type: reference
 title: Llama.cpp Runtimes
-description: Compared mainline llama.cpp, charlie12345/ROCmFPX, and ik_llama.cpp — positioning, quantization formats, code-level differences, and fit for Dankserver (RTX 3090) and Dankclaw (Strix Halo).
+description: "The llama.cpp trees on this host compared: positioning, quantization formats, and fit for each machine."
 tags:
   - llama.cpp
   - quantization

serverAppConfigs-docs/Research/Local TTS and Voice Cloning.md

@@ -1,7 +1,7 @@
 ---
-type: research
+type: reference
 title: Local TTS and Voice Cloning
-description: How to create a new local TTS voice from sample files in oh-my-pi, the 2026 open-weight voice-cloning landscape, the measured CPU engine A/B behind frank-tts and the arm A decision, the full local AI audio stack, and a recommended homelab deployment.
+description: "Creating a local voice from sample files: the open-weight cloning landscape, the measured engine A/B, the audio stack."
 tags:
   - research
   - tts

serverAppConfigs-docs/Research/Most Popular Self-Hosted AI Apps.md

@@ -1,6 +1,6 @@
 ---
-type: research
-description: "The 15 most popular self-hosted AI applications of June–September 2026, ranked by GitHub stars, with homelab fit and adoption best practices."
+type: reference
+description: "The most-starred self-hosted AI applications of the year so far, with homelab fit and adoption notes."
 tags:
   - research
   - self-hosted

serverAppConfigs-docs/Research/PICO-8 Asset Standards.md

@@ -1,7 +1,7 @@
 ---
 type: reference
 title: PICO-8 Asset Standards
-description: Production-grade standards for PICO-8 asset sheets — palette discipline, single perspective and light direction, detail flow and hierarchy, sheet organization, and the cohesion checklist.
+description: "Asset-sheet standards for PICO-8: palette discipline, one light direction, detail hierarchy, cohesion checklist."
 tags: [pico8, game-dev, pixel-art, standards]
 timestamp: 2026-10-05T00:00:00-07:00
 ---

serverAppConfigs-docs/Research/SGLang.md

@@ -1,7 +1,7 @@
 ---
-type: research
+type: reference
 title: SGLang
-description: What SGLang is, how it works (RadixAttention, paged KV, overlap scheduler, structured output), how it compares to llama.cpp and vLLM, and whether it fits Dankserver (RTX 3090) and Dankclaw (Strix Halo).
+description: "What SGLang is, how it schedules and caches, how it compares to the runtimes here, and whether it fits this fleet."
 tags:
   - sglang
   - serving

serverAppConfigs-docs/Research/Service Research Brief.md

@@ -1,6 +1,6 @@
 ---
 type: reference
-description: "Consolidated research from the `frank-zealot` research subagents (2026-08-14) plus the pi agent knowledge base."
+description: "Consolidated upstream research on the fleet's LLM runtimes, dated to when it was gathered."
 tags:
   - research
 timestamp: 2026-09-03

serverAppConfigs-docs/Research/index.md

@@ -5,32 +5,35 @@ findings doc; the project root index ([serverAppConfigs-docs/index.md](../index.
 
 ## LLM Inference
 
-- [[Llama Cpp Runtimes]] — mainline vs charlie12345/ROCmFPX vs ik_llama.cpp: positioning, quantization, server fit
-- [[Llama Cpp Code Diff]] — code-level quantization diff + comparison table + server recommendations
-- [[SGLang]] — the structured-generation serving engine (llama.cpp/vLLM comparison, our- servers fit)
+- [[Llama Cpp Runtimes]] — The llama.cpp trees on this host compared: positioning, quantization formats, and fit for each machine.
+- [[Llama Cpp Code Diff]] — Code-level diff of the three llama.cpp trees here: quantization code, type numbers, and what differs for our cards.
+- [[SGLang]] — What SGLang is, how it schedules and caches, how it compares to the runtimes here, and whether it fits this fleet.
 
 ## Image / Media
 
-- [[ComfyUI ROCm and Vulkan]] — live-verified GPU path for ComfyUI on Strix Halo
-- [[Lemonade and sd.cpp]] — the ggml-family image-generation alternative
-- [[Jellyfin]] — media server research brief
+- [[ComfyUI ROCm and Vulkan]] — Whether ComfyUI can use the Strix Halo APU at all, and which backend path actually reaches the GPU.
+- [[Lemonade and sd.cpp]] — Why Lemonade Server can do image generation on Strix Halo when ComfyUI cannot.
 
 ## Audio / TTS
 
-- [[Local TTS and Voice Cloning]] — creating a local voice from samples, the 2026 cloning landscape, the full audio stack, and a recommended homelab deployment
+- [[Local TTS and Voice Cloning]] — Creating a local voice from sample files: the open-weight cloning landscape, the measured engine A/B, the audio stack.
 
 ## Career / Job Search
 
-- [[AI Job Search and Resume Tools]] — self-hosted AI job-search + resume-formatting apps, local-LLM fit, recommended stack
+- [[AI Job Search and Resume Tools]] — Self-hosted job-search and resume tools: the landscape, local-LLM fit, and the recommended homelab stack.
 
 ## Self-Hosted Landscape
 
-- [[Most Popular Self-Hosted AI Apps]] — the 15 most popular self-hosted AI apps of Jun–Sep 2026, homelab fit, adoption best practices (HTML report: `popular-self-hosted-ai-apps.html`)
+- [[Most Popular Self-Hosted AI Apps]] — The most-starred self-hosted AI applications of the year so far, with homelab fit and adoption notes.
+
+## Games / Creative
+
+- [[PICO-8 Asset Standards]] — Asset-sheet standards for PICO-8: palette discipline, one light direction, detail hierarchy, cohesion checklist.
 
 ## Backups
 
-- [[Backblaze Integration]] — off-site backup plan (future)
+- [[Backblaze Integration]] — Off-site backup plan for the bind-mounted data on both hosts.
 
 ## Legacy
 
-- [[Service Research Brief]] — consolidated subagent research behind these pages
+- [[Service Research Brief]] — Consolidated upstream research on the fleet's LLM runtimes, dated to when it was gathered.