Clean em-dashes and smart quotes from markdown files

skyrimnet/architecture.md

@@ -1,8 +1,8 @@
-# SkyrimNet Architecture — High-Level Model
+# SkyrimNet Architecture - High-Level Model
 
 ## What SkyrimNet is
 
-A multi-agent LLM orchestrator that hijacks vanilla Skyrim NPC behavior — replacing static dialogue topics and idle routines with context-aware, LLM-driven scenes. NPCs talk to each other and the player through generated dialogue; their world-affecting actions are picked from a registry of "actions" contributed by SkyrimNet itself and any cooperating mod.
+A multi-agent LLM orchestrator that hijacks vanilla Skyrim NPC behavior - replacing static dialogue topics and idle routines with context-aware, LLM-driven scenes. NPCs talk to each other and the player through generated dialogue; their world-affecting actions are picked from a registry of "actions" contributed by SkyrimNet itself and any cooperating mod.
 
 `[verified]` from `SkyrimNet.log:14123-14266` (action library initialization), `Source/Scripts/SkyrimNetApi.psc` (public API), `prompts/gamemaster_action_selector.prompt` (GM orchestrator prompt).
 
@@ -63,20 +63,20 @@ SkyrimNet ships alongside a sibling SKSE plugin called **IntelEngine**. They're
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 ```
 
-`[verified]` All layers exist. The closed-source DLL is the only piece we cannot read directly — we infer behavior from logs, headers, Papyrus callbacks, and traces.
+`[verified]` All layers exist. The closed-source DLL is the only piece we cannot read directly - we infer behavior from logs, headers, Papyrus callbacks, and traces.
 
 ## The four agent families
 
 Each agent maps to a "variant" in `OpenRouter.yaml`, which maps to a model/endpoint. See `agent-pipelines.md` for the full table.
 
-1. **Gamemaster (GM)** — scene-level orchestrator. Decides "should anything happen now, and if so what?" Polls every ~30s in continuous mode + fires on player input. Emits one `ACTION:` line.
-2. **Dialogue** — generates the actual NPC speech. Triggered by GM actions like `StartConversation` / `ContinueConversation` or by player dialogue input. Can optionally append an `ACTION:` line for inline action firing.
-3. **Meta** — classifiers and helpers (mood eval, memory query generation, dialogue speaker selection). Capped at ~100 tokens per call.
-4. **Vision (OmniSight)** — describes the current scene from a screenshot. Uses a local Qwen3-VL model. Fires on `player_text_input` and `player_direct_input_voice` events.
+1. **Gamemaster (GM)** - scene-level orchestrator. Decides "should anything happen now, and if so what?" Polls every ~30s in continuous mode + fires on player input. Emits one `ACTION:` line.
+2. **Dialogue** - generates the actual NPC speech. Triggered by GM actions like `StartConversation` / `ContinueConversation` or by player dialogue input. Can optionally append an `ACTION:` line for inline action firing.
+3. **Meta** - classifiers and helpers (mood eval, memory query generation, dialogue speaker selection). Capped at ~100 tokens per call.
+4. **Vision (OmniSight)** - describes the current scene from a screenshot. Uses a local Qwen3-VL model. Fires on `player_text_input` and `player_direct_input_voice` events.
 
 Plus a fifth implicit agent type:
 
-5. **Native Action Selector** — *post-dialogue* classifier that asks "what in-game action does this NPC's spoken line imply?" Two-stage: category → leaf. Distinct from the GM's scene-level action selection.
+5. **Native Action Selector** - *post-dialogue* classifier that asks "what in-game action does this NPC's spoken line imply?" Two-stage: category → leaf. Distinct from the GM's scene-level action selection.
 
 ## End-to-end orchestration trace
 
@@ -130,7 +130,7 @@ if action == StartConversation or ContinueConversation:
 
 `[hypothesis]` based on the trace structure and log volumes:
 
-- **GM `max_tokens: 256`** is a hard ceiling. With three contributor mods registering ~105 actions total, the GM has to reason over a large `eligible_actions` list and emit one ACTION line — the two-stage drilldown and category wrapper exist precisely to compress this cognitive load.
+- **GM `max_tokens: 256`** is a hard ceiling. With three contributor mods registering ~105 actions total, the GM has to reason over a large `eligible_actions` list and emit one ACTION line - the two-stage drilldown and category wrapper exist precisely to compress this cognitive load.
 - **`wait_eligibility_results` blocks for up to 2500ms.** Slow Papyrus eligibility callbacks shrink the available action set. This is a Skyrim-VM-side performance dependency that no LLM tuning can fix.
 - **OmniSight vision** runs locally on a Qwen3-VL model. Image capture + inference adds latency before any text generation can begin.
 
@@ -138,8 +138,8 @@ if action == StartConversation or ContinueConversation:
 
 - **whisper.cpp** for local STT (`SKSE/Plugins/SkyrimNet/libs/whisper.dll` + `ggml*.dll` for CPU/CUDA/Vulkan/OpenCL backends).
 - **all-MiniLM-L6-v2** sentence-transformer for semantic embedding of NPC memories (`SKSE/Plugins/SkyrimNet/models/all-MiniLM-L6-v2-tokenizer.json`).
-- **ONNX runtime** (`onnxruntime_skyrimnet.dll`) — likely VAD or auxiliary model inference.
-- **espeak-ng** voice data (`SKSE/Plugins/SkyrimNet/models/espeak-ng-data/`) — TTS phoneme tables for Piper/PocketTTS.
+- **ONNX runtime** (`onnxruntime_skyrimnet.dll`) - likely VAD or auxiliary model inference.
+- **espeak-ng** voice data (`SKSE/Plugins/SkyrimNet/models/espeak-ng-data/`) - TTS phoneme tables for Piper/PocketTTS.
 - **Spriggit** to git-track the .esp content as JSON.
 
 ## Cross-references