chore(memory): snapshot auto-learned memory and renamed workstation skills

--home-blank-.omp--: MEMORY.md +140 / learned.md / memory_summary.md /
raw_memories.md +1002 rewritten by auto-learn after the model rename,
frank-medium split-balance and bottleneck studies. Skills renamed to
single-topic buckets: dotfile-git-workflow -> ghostty-text-aa +
niri-display-rotation + noctalia-theme, handy-service-mgmt ->
handy-flm-inference, inference-runtime -> llama-cpp-parallelism.

--home-blank-Projects-serverAppConfig--: 38 new rollout summaries,
raw_memories.md/MEMORY.md refreshed, skills re-bucketed (bench-protocol,
llm-fleet-model-swap, rootless-quadlet-log-retrieval, orchestration-quadlet).

Per-worktree bucket (wt-20261006-122204) is now gitignored, not committed.

agent/memories/--home-blank-.omp--/MEMORY.md

@@ -1,22 +1,28 @@
-## System & Desktop Environment
-- **Noctalia (Niri) DE**: Bin `/usr/bin/noctalia`. Configs: `~/.config/noctalia/config.toml`, `noctalia.kdl`. IPC: `noctalia msg <cmd>` (replaces `qs -c noctalia-shell ipc`). Key cmds: `panel-toggle`, `session`, `lock`, `launcher`. App templates: `/usr/share/noctalia/assets/templates/`. Palette gen: `noctalia theme [image]`. GTK accent: `#b267e4`.
-- **Fonts & AA**: Ghostty (`font-subpixel-render=off`), Alacritty (`font.antialias=false`). Ghostty fix: replace `font-hinting = hinting` with `freetype-load-flags = hinting,light` (line 10).
-- **Frank Desktop**: Cursor size 36 (`gsettings`, `settings.ini`, `XCURSOR_SIZE=36`). Theme: `capitaine-cursors`.
-- **Authenik (2026.8)**: Outpost caches claims per session (1-24h TTL). Pitfall: silent 403s post-group-add despite correct membership.
+# Environment & Tooling Memory (Frank workstation / blankpad)
 
-## Inference & Runtime
-- **Frank-Large**: Sampler defaults overridden from halogen/greedy: `temp=1.0, top_p=0.95, top_k=20, min_p=0.0, presence_penalty=0.0, repetition_penalty=1.0`. Added `preserve_thinking=true` (retains thinking blocks across turns). Config: `agent/models.yml`. Deployed to `dank/command-center` (dankclaw). Live effect on next config read (no restart).
-- **Frank-Small**: Uses checkpoint's fixed Qwen3.6 template. `deploy-plan.py` mapping is vestigial.
-- **Halogen Runtime**: Baked-in chat template (no file swap). Accepts `chat_template_kwargs`: `enable_thinking`, `preserve_thinking`, `reasoning_effort`.
-- **FLM NPU (Dankclaw)**: `gemma4-it:e4b` on port 7771. FIFO queue (~7-11s switch). Supports PNG/JPEG; rejects WebP (convert first). Requires `thinkingLevelMap` in `models.json`. Pitfall: missing `.xclbin` symlinks under `~/.config/flm/xclbins/`.
+## Persistent facts
+- User: `blank`. Home: `/home/blank`. Dotfiles repo: `~/.omp` (Gitea `dank/command-center` at 192.168.0.143:3000, local `git push` pattern). `serverAppConfig` cloned to `~/Projects/serverAppConfig`.
+- Desktop: Noctalia (Niri-based DE at `/usr/bin/noctalia`). Configs `~/.config/noctalia/config.toml` + `noctalia.kdl`; IPC via `noctalia msg <cmd>` (panel-toggle, session, lock, launcher). App templates in `/usr/share/noctalia/assets/templates/`. Palette generated via `noctalia theme [image]`. GTK accent #b267e4.
+- Ghostty: `theme = noctalia`; text AA via `freetype-load-flags` (not `font-hinting`). Alacritty: `font.antialias=false`.
+- Niri display config: `~/.config/niri/cfg/display.kdl`. Transform values are absolute; in portrait, a 180° flip = swap 90° ↔ 270°.
+- Hardware: Lenovo laptop eDP-1 (1920x1080, scale 1.25) + two PNP(XYM) PM1601 externals (1920x1200, scale 1, portrait). Current blankpad layout: DP-2@x=0 → HDMI-A-1@x=1200 → eDP-1@x=2400.
+- Frank desktop: cursor size 36, capitaine-cursors theme, Authenik 2026.8. Authenik caches claims per session (1-24h TTL) → silent 403s after group add.
+- Inference: `handy` app (`/usr/bin/handy`, hub op=start, application=/usr/bin/handy, pty=true, persist=true) with 69 catalog models. FLM NPU gemma4-it on port 7771 — PNG/JPEG only (no WebP), needs `thinkingLevelMap` in models.json, `.xclbin` symlinks under `~/.config/flm/xclbins/`.
+- Halogen runtime (frank-large): baked-in chat template, no file swap; accepts `chat_template_kwargs` (enable_thinking, preserve_thinking, reasoning_effort). Sampler defaults: temp=1.0, top_p=0.95, top_k=20, min_p=0.0, presence_penalty=0.0, repetition_penalty=1.0. `preserve_thinking=true` in `agent/models.yml`.
+- `sudo usermod -aG input blank` was required for `/dev/input` device access (660 root:input).
+- Compositor AA in niri 26.04 is limited to corner rounding via `niri_rounding_alpha()`; blur/noise settings cause softness, not AA. Client-side text AA is not controlled by niri.
 
-## Configuration & Repository
-- **OMP Harness**: Repo at `~/.omp`. Cloned `serverAppConfig` to `~/Projects/serverAppConfig` (local singular vs remote plural `serverAppConfigs`). HTTP transport with embedded dank token (no SSH keys). HEAD: 701ab14 (main tracks origin/main).
-- **Structure**: 308 files, 4.2 MB. Includes `dankclaw/`, `dankserver/`, `frankbook-pro/` (7 quadlets), `shared/` (Homepage, alloy, loki, prometheus, searxng), `tests/` (47 E2E), `serverAppConfigs-docs/` (115). Legacy: `old/`, `report/`, `scripts/`, `.githooks/`, `AGENTS.md`.
-- **Recent**: Observability quadlet cutover (loki/alloy/comfyui images, grafana OAuth secret per-service env seeding).
-- **Git Workflow**: Branch `main`. Untracked: `.pre-pull-backup/`, `home/`. LFS locking notice is advisory. Mitigate via `git config lfs.http://<repo>/info/lfs.locksverify true`. Pattern: `git add <file> && git commit -m "<msg>" && git push`.
+## Durable workflows
+1. **Noctalia theme change**: edit generated palette/theme source before hardcoding per-app colors; terminal text color must match accent in both palette and terminal override. `noctalia msg` for IPC; `git add && git commit && git push` in dotfiles repo.
+2. **Niri display rotation**: `niri msg outputs` → read `display.kdl` → edit transforms → `niri validate -c <path>` → `niri msg action load-config-file` → verify → git commit/push.
+3. **Ghostty AA fix**: replace `font-hinting = hinting` with `freetype-load-flags = hinting,light`. Reload via USR1: `pgrep ghostty | while read pid; do kill -USR1 "$pid"; done`.
+4. **Handy restart**: `pkill -f handy`, then hub daemon start with pty=true, persist=true, ready timeout 10s.
+5. **llama.cpp parallelism**: layer (default) = pipeline; tensor (experimental) = true tensor parallelism requiring flash attention + non-quantized KV; row (deprecated); none = single GPU. `--parallel` is serving-level concurrency, not model parallelism. No context/sequence parallelism mode.
 
-## Operations & Services
-- **Handy App**: Binary `/usr/bin/handy`. Kill: `pkill -f handy`. Start: `hub op=start, application=/usr/bin/handy, pty=true, persist=true, ready={log:'.*', timeout:10}`. Status: Up, 69 catalog models seeded.
-- **Device Permissions**: `/dev/input/*` are `root:input` (660). User `blank` must be in `input` group (`sudo usermod -aG input blank`). Pitfall: `usermod` without sudo fails to lock `/etc/passwd`; `sudo` password entry in this CLI environment requires PTY.
-- **Ghostty Reload**: `pgrep ghostty | while read pid; do /usr/bin/kill -USR1 "$pid"; done`.
+## Pitfalls
+- Portrait 180° rotation in niri is 90°↔270° swap, NOT adding 180°.
+- Tensor mode: flash attention required, KV cache non-quantized, MoE/Mamba/SSM unsupported, `--fit` disabled.
+- Authenik session claim caching causes silent 403s post-group-add.
+- Local dir `serverAppConfig` vs remote repo `serverAppConfigs` name mismatch (trivial, pull/push unaffected).
+- Git LFS lock warnings: mitigate with `git config lfs.http://<repo>/info/lfs.locksverify true`.
+- Noctalia crispness: no single compositor-AA switch; scoped options only (hard corners; hard corners + no blur/noise; full crispness with opacity 1.0/blur 0/fontconfig AA off; terminal-only).