Prompt OS 運用マニュアル（Tensor安定運用 / SeaArt実用運用）

対象フォルダ: 30_PROMPT_OS / 実在ファイルベースの運用ガイド（Markdown版と同内容）

A. システム概要

何をする仕組みか

  • Tensor の FILTERED/BAN を減らしてクレジット浪費を防ぐ
  • Prompt をモジュール分割して再利用しやすくする
  • SeaArt では映画調の表現を足しつつ構造は安定化する

中核コンセプト

  • CORE: 品質・描画安定性の基盤（Tensor / SeaArt別）
  • Modules: SUBJECT / STYLE / SCENE / ACTION / EVENT / CAMERA / LIGHT / GUARD / NEGATIVE
  • Templates: 構成済みセット（Tensor / SeaArt）
  • Audit: 圧縮監査（重複・視点競合・重み過多）
  • Logging: PASS/FILTERED/FAIL_OTHER の記録と再試行判断

やらないこと（落とし穴）

  • 意味の重複を増やす
  • EVENT（物理原因）を複数入れる
  • 視点競合を入れる
  • Positiveの構造問題を放置してNegativeだけ増やす
  • Narrativeで事故/露出を実況しすぎる

B. クイックスタート（3分）

Tensor

  1. 96_TENSOR_TEMPLATE_PACK/TEMPLATE_TENSOR_STABLE.md から開始
  2. Guard は v2-A を選択
  3. NEGATIVE_tensor_baseline.md を使う
  4. FILTERED 時のみ NEGATIVE_tensor_filter_risk.md SAFE を追加
  5. ログテンプレへ記録

SeaArt

  1. TEMPLATE_SEAART_STABLE または EDGE を選択
  2. STYLE/LIGHT で映画調語彙を追加（単一光源バイアス）
  3. NEGATIVE_seaart_baseline.md を使う

C. Tensor運用（最重要）

Tensor Hard Rules

  • No bouncing
  • hands covering + wardrobe malfunction の強い組み合わせを避ける（テンプレではさらに + bouncing 禁止）
  • :1.3+ は最大2件（推奨0〜1件）
  • viewer/voyeur/peeking/hidden-cam 系語を使わない
  • カメラ角度の競合禁止
  • 水場・湿度シーンでも transparent/sheer を使わない
  • EVENT は単一原因（EVENT=1）

テンプレ選択ガイド

  • TEMPLATE_TENSOR_STABLE: 通過率優先
  • TEMPLATE_TENSOR_AGGRESSIVE: 安全域で少し攻める
  • TEMPLATE_TENSOR_DUAL_A: 設計メモ併用
  • TEMPLATE_TENSOR_DUAL_B: 室内湿度寄り（中立語）

FILTERED時の再試行ルール

  1. 辞典で Positive を SAFE 化
  2. Guard を v2-A に下げる
  3. それでも FILTERED のときだけ SAFE filter-risk negative を追加
  4. ログへ記録
CFG guidance は現行ワークフローに 6.5–8 が明記されています（Tensor Template Usage Flow）。

水文脈BAN構造の回避

  • shower area のような直接語を避ける
  • indoor tiled space, warm humidity / indoor tiled background, humid air を使う
  • EVENT原因を1つに固定
  • Narrativeで別原因を追加しない
movement-driven fabric tension change + brief flustered pause + stable camera relation

Guard v2（配置順メモ）

... ACTION + EVENT → CAMERA → LIGHT → GUARD → NEGATIVE
tasteful framing, garment remains present, coverage maintained, implied tension only,
accidental wardrobe shift, natural posture, context-first scene wording,
non-sensational presentation, clean composition, controlled presentation

D. SeaArt運用

テンプレ選択ガイド

  • TEMPLATE_SEAART_STABLE: 安定運用
  • TEMPLATE_SEAART_EDGE: 映画調を少し強める
  • TEMPLATE_SEAART_DUAL_A: 設計メモ併用（安定寄り）
  • TEMPLATE_SEAART_DUAL_B: 室内湿度寄り（因果構造はTensor Dual-B準拠）

Tensorとの差分（SeaArtで許容されやすい語）

  • cinematic_lighting
  • soft_shadows
  • bokeh
  • atmospheric rendering
  • light diffusion control

ただし EVENT単一・視点単一・水文脈での透明連想語回避は Tensor と同じです。

E. Assemblyガイド（Prompt OS）

標準のマージ順序

  1. CORE
  2. SUBJECT
  3. STYLE
  4. SCENE
  5. ACTION / EVENT
  6. CAMERA
  7. LIGHT
  8. GUARD
  9. NEGATIVE

EVENT=1 cause rule

(fabric tension from movement:1.2), (shoulder fabric sliding:1.2), wardrobe tension event
movement + splash + pressure + gravity causing the same event

Geometry normalization と視点競合回避

near eye-level perspective, three-quarter front view, torso facing camera, shoulders square to camera,
camera slightly left of subject, stable face framing, upper body framing

F. Compression Audit運用

参照: 99_COMPRESSION_AUDIT.md

  1. マージ済み Positive/Negative を貼る
  2. 項目1〜7を判定
  3. PASS / WARNING / FAIL を付ける
  4. 削除候補を反映して再監査

重点チェック

  • duplicates
  • geometry conflicts
  • :1.3+ count
  • event cluster count
  • risky vocabulary scan（辞典）
1) Duplicate term detection
2) Synonym overlap detection
3) Geometry conflicts
4) Emphasis overload (:1.3 count > 3)
5) CORE contamination
6) Redundant lighting phrases
7) Over-abstract mood vocabulary

G. Logging運用

参照: 95_LOGGING/TENSOR_PASS_LOG_TEMPLATE.md

記録項目

  • DateTime / Platform / Model/Settings
  • CORE used / Modules used / Guard variant
  • Result（PASS / FILTERED / FAIL_OTHER）
  • Notes / Risk flags

Resultの解釈

  • PASS: 通過
  • FILTERED: フィルタ遮断
  • FAIL_OTHER: フィルタ以外の失敗
| DateTime | Platform | Model/Settings | CORE used (file) | Modules used (list) | Guard variant (A/B/C) | Result (PASS / FILTERED / FAIL_OTHER) | Notes (what changed) | Risk flags |

H. 参照インデックス

キーファイル

  • 97_ASSEMBLY_WORKFLOW.md
  • 99_COMPRESSION_AUDIT.md
  • 00_CORE_TENSOR.md
  • 00_CORE_SEAART.md
  • 80_GUARD/TENSOR_FILTER_DICTIONARY.md
  • 80_GUARD/GUARD_tensor_safety_phrase_v2.md
  • 90_NEGATIVE/NEGATIVE_tensor_baseline.md
  • 90_NEGATIVE/NEGATIVE_tensor_filter_risk.md
  • 90_NEGATIVE/NEGATIVE_seaart_baseline.md
  • 95_LOGGING/TENSOR_PASS_LOG_TEMPLATE.md

まず5ファイルだけ読むなら

  1. 97_ASSEMBLY_WORKFLOW.md
  2. 80_GUARD/TENSOR_FILTER_DICTIONARY.md
  3. 80_GUARD/GUARD_tensor_safety_phrase_v2.md
  4. 99_COMPRESSION_AUDIT.md
  5. 96_TENSOR_TEMPLATE_PACK/TEMPLATE_TENSOR_STABLE.md

I. 付録（短い組み立て例）

1) Tensor Stable assembled example

# CORE: use 00_CORE_TENSOR.md
# SUBJECT + STYLE + SCENE + ACTION + EVENT + CAMERA + LIGHT + GUARD + NEGATIVE order

subject_char_tag_masked, 1girl, solo, short hair, brown hair, green eyes, hair flower, hair ornament, bracelet, earrings,
anime, very aesthetic, detailed, clean refined lineart, smooth luminous skin, subsurface scattering,
poolside, summer daylight, calm water reflections, outdoor setting,
casual movement, brief pause, adjusting posture,
(gathered fabric from movement:1.2), small outfit shift, garment remains present,
near eye-level perspective, three-quarter front view, torso facing camera, stable face framing,
warm daylight key light, controlled lighting, soft reflected fill,
tasteful framing, garment remains present, coverage maintained, implied tension only,
accidental wardrobe shift, natural posture, context-first scene wording, non-sensational presentation, clean composition, controlled presentation

Narrative: During a casual poolside motion, she notices a small outfit shift and pauses briefly, her expression turning self-conscious before she recovers her rhythm.

2) Tensor Aggressive assembled example

# CORE: use 00_CORE_TENSOR.md

subject_char_tag_masked, 1girl, solo, short hair, brown hair, green eyes, hair flower, hair ornament, bracelet, earrings,
anime, very aesthetic, detailed, clean refined lineart, smooth luminous skin, subsurface scattering,
waterside walkway, humid air, outdoor setting, reflective wet ground,
quick movement, rhythm break, reflexive posture adjustment,
(fabric tension from movement:1.2), (shoulder fabric sliding:1.2), wardrobe tension event,
near eye-level perspective, frontal camera relation, torso facing camera, stable face framing,
single warm key light, controlled lighting, soft background bokeh lights,
suggestive but restrained, tasteful framing, garment remains present, modesty emergency handled tastefully,
accidental wardrobe shift, situational tension, natural reaction, controlled presentation, context-first scene wording

Narrative: A quick movement shifts the fabric tension, interrupting her timing for a moment, and she regains composure with a brief flustered pause.

3) SeaArt Edge assembled example

# CORE: use 00_CORE_SEAART.md

[SCENE] waterside walkway, humid air, outdoor setting, reflective wet ground
[SUBJECT] subject_char_tag_masked_b, 1girl, solo, pink hair, long hair, green eyes, bracelet, earrings
[POSE/SHOT] near eye-level perspective, frontal camera relation, torso facing camera, stable face framing
[STYLE] anime, masterpiece, detailed, clean refined lineart, cinematic_lighting, soft_shadows, atmospheric rendering
[EVENT] fabric tension change from movement, shoulder fabric sliding, wardrobe tension event
[LIGHT] single warm key light, controlled lighting, soft background bokeh lights, light diffusion control

Narrative: A quick movement changes the fabric tension and briefly interrupts her rhythm, leaving a short flustered pause before she regains composure.
Recommendation: TensorでFILTEREDが続く場合は、Negative追加より先に Positive の EVENT/Narrative/Geometry を削ってください。

L. Practical Workflow (Chat -> WebClipper -> Cursor/Codex)

Daily operation flow specialized for your usage pattern.

flowchart TD
A[Paste 20260317 instructions into chat] --> B[Generate batch output]
B --> C[Clip result with WebClipper as Markdown]
C --> D[Run PromptOS checks in Cursor/Codex]
D --> E{Pass quality gate?}
E -- Yes --> F[Save as final output]
E -- No --> G[Fix tags/fence/risk terms and regenerate]
G --> B

Loop Gate (10 items)

sequenceDiagram
participant U as User
participant C as Chat
participant W as WebClipper
participant X as Cursor/Codex
U->>C: Submit instruction pack
C-->>U: 10 outputs
U->>W: Save markdown
U->>X: Validate and normalize
X-->>U: Pass/Fail report
U->>C: Next loop with Check/Act
Prompt OS Operations Manual / Single-file HTML / No external dependencies