--- title: "Generative Seed Runtime Architecture：生成種子抽取、重建、驗證與持久化參考架構" english_title: "Generative Seed Runtime Architecture: Reference Architecture for Extraction, Reconstruction, Validation, and Persistence" series: "Generative Seed Reconstruction Theory" document_id: "GSRT-TW01" author: "Neo.K" organization: "EveMissLab" version: "0.1.0" status: "Technical Whitepaper / Reference Runtime Architecture" date: "2026-08-30" language: "zh-TW" canonical_source: "UTF-8 Markdown" upstream: - GSRT-00 - GSRT-01 - GSRT-02 - GSRT-03 - GSRT-04 - GSRT-05 - GSRT-06 - GSRT-07 - GSRT-08 --- # Generative Seed Runtime Architecture ## 生成種子抽取、重建、驗證與持久化參考架構 ### Generative Seed Runtime Architecture: Reference Architecture for Extraction, Reconstruction, Validation, and Persistence **文件：** GSRT-TW01 **版本：** v0.1.0 **作者：** Neo.K **機構：** EveMissLab **日期：** 2026-08-30 **性質：** Technical Whitepaper / Reference Runtime Architecture --- # 0. 執行摘要 Generative Seed Reconstruction Theory（GSRT）已將研究問題從單次生成擴展為： $$ X \xrightarrow{E} S_X \xrightarrow{G_\gamma} \widehat X, $$ 並進一步研究： - seed 最小性； - decoder-side shared priors； - factorization； - cross-modal meta-seeds； - Seed Library； - seed-space navigation； - persistent interoperability。 但理論成立與否，最終必須交給 runtime 實驗。 本白皮書定義第一個可實作的 **Generative Seed Runtime Architecture（GSRA）**。它的工作不是證明 GSRT，而是提供一套能讓 GSRT 被反覆測量、被否證、被版本化的工程基底。 核心 runtime loop： ```text Artifact | v Artifact Ingest | v Seed Extractor | v Candidate Seed | +--> Dependency Audit | +--> Structural / Contract Validation | v Blind Reconstructor | v Reconstructed Artifact | v Evaluator | v Validation Certificate | +--> Reject / Retain Candidate | +--> Promote as Validated Seed | v Seed Store / Factor Store / Meta-Seed Store ``` reuse path： ```text Generation Request | v Retriever | v Recall Portfolio | v Compatibility Check | v Composer / Mutator | v Generator Adapter | v Generator | v Artifact | v Evaluator | v Lineage + Certificate + Memory Update ``` 本白皮書固定五條工程原則： $$ \boxed{ \text{Scientific Evidence} \neq \text{Protocol Conformance}. } $$ $$ \boxed{ \text{Candidate} \neq \text{Validated} \neq \text{Canonical}. } $$ $$ \boxed{ \text{Artifact Authority} \neq \text{Seed Reconstruction State}. } $$ $$ \boxed{ \text{Deterministic Control Plane} \neq \text{Probabilistic Generation Plane}. } $$ $$ \boxed{ \text{ISQL Adapter} \text{ is optional in early MVP}. } $$ 第一版 MVP 的優先順序是： ```text v0.1 Text Blind Reconstruction v0.2 Seed Budget / Compression Curve v0.3 Cross-Decoder Reconstruction v0.4 Image Seed Reconstruction v0.5 Factorization / Ablation v0.6 Seed Library v0.7 Composition / Mutation v0.8 Seed-Space Navigation v0.9 Canonical / ISQL Adapter v1.0 Validated Generative Seed Runtime ``` 本架構故意把 canonical protocol 延後至 v0.9。理由是： > GSRT 首先要驗證「生成種子現象」是否存在，再驗證哪種 representation 最適合持久互通。 --- # 1. 文件目標 本白皮書回答： 1. artifact 如何進入 runtime？ 2. seed candidate 如何被抽取？ 3. 如何防止 hidden side information？ 4. blind reconstruction 如何執行？ 5. evaluator 如何避免只看表面相似？ 6. seed 何時可從 Candidate 升為 Validated？ 7. factor / meta-seed 如何存放？ 8. generator adapter 如何隔離 model-specific condition？ 9. Seed Library 如何與 source archive 分離？ 10. version drift 如何處理？ 11. failure 如何被保存？ 12. MVP 如何逐步驗收？ --- # 2. 非目標 TW01 v0.1 不追求： 1. 一開始支援所有 modality； 2. 一開始建立 universal seed grammar； 3. 一開始把 ISQL 設為唯一 canonical representation； 4. 一開始建立 distributed database； 5. 一開始建立完整 SaaS； 6. 一開始進行 model training； 7. 一開始取代原 artifact archive； 8. 一開始宣稱跨 provider interoperability； 9. 一開始自動刪除可重建 source； 10. 一開始把所有 evaluator 交給 LLM-as-judge。 --- # 3. 規範詞 本文使用： - **MUST**：MVP 若缺少則 contract 不成立； - **MUST NOT**：禁止； - **SHOULD**：高度建議； - **MAY**：可選。 --- # 4. 核心資料流 完整流程： $$ \boxed{ X \rightarrow Ingest \rightarrow E \rightarrow S_c \rightarrow Audit \rightarrow Reconstruct \rightarrow \widehat X \rightarrow Evaluate \rightarrow Certify \rightarrow Persist. } $$ 其中： - $X$：source artifact； - $S_c$：candidate seed； - $\widehat X$：blind reconstruction。 --- # 5. Source Authority Plane Source Artifact MUST： - content-addressed； - immutable or versioned； - preserve exact bytes when available； - preserve provenance； - never be silently replaced by reconstruction。 因此： $$ \boxed{ SourceStore \neq SeedStore. } $$ --- # 6. Candidate Plane Extractor 產生： $$ S_c. $$ Candidate MAY： - freeform； - structured； - JSON； - symbolic shorthand； - learned latent reference； - factor graph； - multimodal state。 Candidate MUST NOT： - 自動進 canonical registry； - 自動取代 source； - 自動被視為 validated。 --- # 7. Validation Plane Candidate 只有經： $$ BlindReconstruction + Evaluation + DependencyAudit $$ 才能升格。 --- # 8. Persistence Plane Validated objects 才進： - SeedStore； - FactorStore； - MetaSeedStore； - CertificateStore； - LineageGraph。 --- # 9. Optional Canonical Plane Canonicalization 是 optional layer： ```text Validated Seed | v Canonicalization Adapter | v Canonical Seed Object ``` MVP v0.1--v0.8 MAY 不啟用。 --- # 10. Deterministic / Probabilistic Split ## 10.1 Deterministic Control Plane SHOULD 包含： - IDs； - hashes； - manifests； - experiment config； - seed budget； - dependency audit； - version； - lineage； - certificate schema； - pass/fail rules。 ## 10.2 Probabilistic Generation Plane 包含： - AI extraction； - AI reconstruction； - stochastic image generation； - model reasoning； - model-specific adaptation。 --- # 11. Deterministic Plane 不能被 AI 猜測覆蓋 例如： > generator version unknown MUST 記： ```text UNKNOWN ``` 不能由模型猜一個版本。 --- # 12. Runtime Component Map TW01 定義 20 個主要模組： ```text 01 ArtifactStore 02 ArtifactIngestor 03 SeedExtractor 04 CandidateNormalizer 05 DependencyAuditor 06 ReconstructionRunner 07 EvaluatorHub 08 CertificateManager 09 SeedStore 10 FactorStore 11 MetaSeedStore 12 Registry 13 IndexHub 14 Retriever 15 CompatibilityEngine 16 ComposerMutator 17 GeneratorAdapter 18 LineageLedger 19 LifecycleController 20 MigrationRevalidationEngine ``` --- # 13. ArtifactStore 職責： - exact bytes； - content hash； - metadata； - provenance； - modality； - access policy。 Minimum key： $$ artifact\_id = Hash(bytes). $$ --- # 14. Artifact Ingestor 輸入： - text； - image； - audio； - code； - later modalities。 輸出： ```yaml artifact_record: artifact_id: modality: source_hash: source_bytes: source_metadata: imported_at: provenance: ``` --- # 15. SeedExtractor 介面： $$ \boxed{ E: ArtifactRecord \times ExtractionContract \rightarrow SeedCandidate. } $$ --- # 16. ExtractionContract 至少： ```yaml extraction_contract: objective: seed_family: max_budget: budget_unit: allowed_side_information: forbidden_side_information: reconstruction_target: style_policy: ``` --- # 17. Seed Families MVP SHOULD 支援： ```text summary keyword freeform structured experimental_isql_like ``` 目的是 matched-budget baseline。 --- # 18. CandidateNormalizer Normalizer 不負責改 semantic meaning。 職責： - Unicode normalization policy； - deterministic metadata ordering； - budget measurement； - payload hashing； - dependency normalization； - seed-family tagging。 --- # 19. Normalization 不等於 Canonicalization $$ \boxed{ Normalize(S) \neq Canonicalize(S). } $$ --- # 20. DependencyAuditor GSRT-02 的 No Hidden Artifact Contract 在 runtime 中由此模組執行。 --- # 21. Dependency Classes ```text SHARED_BASELINE PUBLIC_REGISTRY MODEL_BINDING EXTERNAL_ASSET PRIVATE_PER_ITEM HIDDEN_CACHE UNKNOWN ``` --- # 22. Private Dependency MUST 計成本 若： ```text seed = "artifact-42" ``` 實際 lookup 完整 artifact，則： $$ C_{\mathrm{private}} $$ 必須納入。 --- # 23. Adjusted Cost 最低版本： $$ \boxed{ C_{\mathrm{adj}} = C_{\mathrm{wire}} + C_{\mathrm{private}}. } $$ 工程版： $$ \mathbf C = ( C_{\mathrm{wire}}, C_{\mathrm{private}}, C_{\mathrm{decode}}, C_{\mathrm{retrieve}}, C_{\mathrm{version}}, C_{\mathrm{runtime}} ). $$ --- # 24. ReconstructionRunner 介面： $$ \boxed{ R: SeedCandidate \times ReconstructionContract \times GeneratorBinding \rightarrow ReconstructionRun. } $$ --- # 25. Blind Reconstruction Reconstructor MUST NOT 看： - original artifact； - original prompt； - extractor rationale； - previous reconstruction； - hidden answer key。 --- # 26. Seed-Only Context 允許： - seed； - reconstruction instruction； - shared baseline schema； - declared public registry。 --- # 27. ReconstructionRun ```yaml reconstruction_run: run_id: seed_id: generator: generator_version: adapter_version: stochastic_params: output_artifact_id: started_at: ended_at: ``` --- # 28. Repeated Reconstruction 對 stochastic generator，MUST 支援： $$ \widehat X_1,\ldots,\widehat X_n. $$ --- # 29. Estimated Success Probability $$ \boxed{ \widehat p = \frac{1}{n} \sum_{i=1}^{n} \mathbf 1[ D(X,\widehat X_i)\le\varepsilon ]. } $$ --- # 30. EvaluatorHub EvaluatorHub MUST 支援 multiple evaluators。 --- # 31. Evaluator Types ```text deterministic structural evaluator rule evaluator test runner embedding evaluator vision evaluator LLM judge human adjudication ``` --- # 32. LLM Judge 不得是唯一高風險裁判 特別是： - negation； - exact source； - code behavior； - identity hard gate。 --- # 33. Text Fidelity Vector $$ \boxed{ \mathbf F_T = ( F_C, F_R, F_N, F_Q, F_E, F_O, F_S, F_{\mathrm{func}} ). } $$ --- # 34. Image Fidelity Vector $$ \boxed{ \mathbf F_I = ( F_{\mathrm{object}}, F_{\mathrm{id}}, F_{\mathrm{layout}}, F_{\mathrm{spatial}}, F_{\mathrm{camera}}, F_{\mathrm{light}}, F_{\mathrm{palette}}, F_{\mathrm{style}}, F_{\mathrm{percept}} ). } $$ --- # 35. Hard Gates 例如： $$ F_N<\tau_N $$ 可直接 fail。 --- # 36. Evaluator Version 每個 score MUST 綁： ```text evaluator_id evaluator_version metric_version threshold_version ``` --- # 37. CertificateManager Validation certificate： ```yaml certificate: certificate_id: subject_seed: artifact: reconstruction_contract: generator_scope: evaluator_scope: repeated_runs: metrics: pass: issued_at: expires_on_change: ``` --- # 38. Certificate 不是 Seed Identity $$ \boxed{ CertificateIdentity \neq SeedIdentity. } $$ --- # 39. SeedStore Validated seed SHOULD 使用 immutable versioned record。 --- # 40. SeedStore Minimum Record ```yaml seed: seed_id: seed_version: seed_family: modality: payload: payload_hash: status: reconstruction_contract: dependencies: provenance: certificate_refs: lineage_refs: ``` --- # 41. Seed Status ```text CANDIDATE VALIDATED REUSABLE PORTABLE STALE INVALID SUPERSEDED ARCHIVED ``` --- # 42. Candidate 不進正式 reuse index IndexHub MAY 搜 candidate，但 Retriever 預設 SHOULD 排除未驗證 candidate。 --- # 43. FactorStore GSRT-04 factors： ```yaml factor: factor_id: type: version: payload: target_coordinates: protected_coordinates: dependencies: incompatibilities: generator_scope: evidence: ``` --- # 44. Factor 必須有 Intervention Evidence 有欄位名： ```text style ``` 不夠。 --- # 45. Factor Quality SHOULD 保存： $$ \Lambda_i, \quad L_i^{\mathrm{pres}}, \quad C_i^{\mathrm{effect}}, \quad P_i^{\mathrm{port}}. $$ --- # 46. MetaSeedStore GSRT-05 meta-seed： ```yaml meta_seed: meta_seed_id: identity: relations: temporal_structure: spatial_structure: dynamic_structure: constraints: projection_refs: private_residue_refs: ``` --- # 47. Registry Registry MUST 管理 stable semantic / field / factor identities。 --- # 48. Registry Entity ```yaml registry_entry: registry_id: namespace: stable_id: label: definition: type: version: status: replaced_by: ``` --- # 49. Embedding 不得取代 Registry Identity $$ \boxed{ NearestVector \neq SameIdentity. } $$ --- # 50. IndexHub MVP index： ```text hash index metadata index vector index factor index identity index lineage index certificate freshness index ``` --- # 51. Vector Index 是 Proposal Layer 其輸出： $$ CandidateSet. $$ 最終 selection MUST 再經： - identity； - compatibility； - freshness； - certificate； - cost。 --- # 52. Retriever 介面： $$ \boxed{ Retrieve: GenerationQuery \times SeedLibrary \rightarrow RecallPortfolio. } $$ --- # 53. RecallPortfolio ```yaml recall_portfolio: base_seed: factors: meta_seed: compatibility_contract: certificate_refs: rejected_candidates: ``` --- # 54. Retrieval Scoring Vector $$ \mathbf V_{\mathrm{ret}} = ( R_{\mathrm{semantic}}, R_{\mathrm{relational}}, R_{\mathrm{identity}}, R_{\mathrm{factor}}, R_{\mathrm{compat}}, R_{\mathrm{fresh}}, R_{\mathrm{cert}}, R_{\mathrm{cost}} ). $$ --- # 55. CompatibilityEngine 輸入： - selected seeds； - factors； - target generator； - goal contract。 輸出： ```text PASS SOFT_CONFLICT REPAIR_REQUIRED FAIL UNKNOWN ``` --- # 56. Hard Conflict MUST Fail Closed 例如： ```text identity must preserve A identity factor requests B ``` MUST FAIL 或要求 explicit override。 --- # 57. ComposerMutator 支持 operation： ```text replace merge interpolate constrain suppress inherit branch override repair ``` --- # 58. Composition 是 Partial $$ \oplus_{\mathcal K} : \mathcal S \times \mathcal S \rightharpoonup \mathcal S. $$ --- # 59. GeneratorAdapter 核心介面： $$ \boxed{ A_\gamma: SeedState \rightarrow NativeCondition_\gamma. } $$ --- # 60. Adapter Output 可以是 - prompt； - JSON； - latent； - image references； - workflow； - tool configuration； - model control graph。 --- # 61. NativeCondition 不得反向成 Seed Identity $$ \boxed{ NativeCondition_\gamma \neq SeedState. } $$ --- # 62. Generator Adapter Contract ```yaml adapter: adapter_id: version: generator_family: supported_seed_families: required_dependencies: projection_loss: unsupported_features: ``` --- # 63. LineageLedger 每次： - extract； - compress； - factorize； - compose； - mutate； - migrate； - validate； 都產生 edge。 --- # 64. Lineage Edge ```yaml lineage_edge: source: target: operation: operator_version: evidence: timestamp: ``` --- # 65. Immutable Parent Preference Branch SHOULD 不修改 parent。 --- # 66. SearchWorkspace 與 Canonical SeedStore 分離 大量 failed candidates MAY 留在 search workspace。 只有： - elite； - reusable； - high-value failure exemplar； 才升格持久記錄。 --- # 67. LifecycleController 管理： ```text HOT WARM COLD ARCHIVE DORMANT STALE INVALID ``` --- # 68. ActiveContext / Resident / Addressable $$ \boxed{ ActiveContext \neq ResidentMemory \neq AddressableMemory. } $$ --- # 69. MigrationRevalidationEngine 觸發： - model update； - adapter update； - evaluator update； - registry update； - profile update。 --- # 70. Stale Propagation 若 generator： $$ \gamma_v \rightarrow \gamma_{v+1}, $$ 對綁定 $\gamma_v$ 的 certificates： $$ VALID \rightarrow STALE. $$ --- # 71. Revalidation 不改 Seed Identity 除非 seed payload / canonical state 真正變更。 --- # 72. Runtime Boundary Diagram ```text +----------------------------------------------------+ | Source Authority | | ArtifactStore | +--------------------------+-------------------------+ | v +----------------------------------------------------+ | Experimental Plane | | Extractor -> Candidate -> Dependency Audit | | -> Blind Reconstruction -> Evaluation | +--------------------------+-------------------------+ | v +----------------------------------------------------+ | Validated Generative Memory | | SeedStore / FactorStore / MetaSeedStore | | CertificateStore / LineageLedger | +--------------------------+-------------------------+ | v +----------------------------------------------------+ | Reuse Plane | | Retriever -> Compatibility -> Composer / Mutator | | -> GeneratorAdapter -> Generator -> Evaluator | +--------------------------+-------------------------+ | v +----------------------------------------------------+ | Optional Canonical Interop Plane | | Canonicalizer / Registry / ISQL Adapter | +----------------------------------------------------+ ``` --- # 73. Core State Machine ```text INGESTED -> CANDIDATE -> VALIDATING -> VALIDATED -> REUSABLE -> PORTABLE VALIDATED / REUSABLE -> STALE -> REVALIDATING -> VALIDATED any non-source derived object -> INVALID VALIDATED -> SUPERSEDED -> ARCHIVED ``` --- # 74. Validation Failure 不刪 Candidate 保留： - failure reason； - evaluator； - generator； - version。 --- # 75. Failure Taxonomy 最低： ```text F-SEED-01 hidden dependency F-SEED-02 budget violation F-SEED-03 reconstruction failure F-SEED-04 relation loss F-SEED-05 negation flip F-SEED-06 qualifier loss F-SEED-07 identity drift F-SEED-08 style-only success but structure fail F-SEED-09 evaluator disagreement F-SEED-10 leakage suspected F-SEED-11 stale generator binding F-SEED-12 incompatible factors F-SEED-13 adapter unsupported F-SEED-14 registry ambiguity F-SEED-15 canonicalization mismatch ``` --- # 76. Leakage Controls MVP MUST 包含： - random seed； - shuffled relations； - contradictory seed； - wrong identity； - unrelated seed。 --- # 77. Contradictory Seed Control 如果 decoder 仍重建原答案： 可能： - memory contamination； - benchmark leakage； - evaluator bias。 --- # 78. Experiment Manifest 每次 run MUST 有 immutable manifest。 --- # 79. Manifest Minimum Fields ```yaml experiment: experiment_id: protocol_version: artifact_id: modality: extractor: model: version: seed_family: seed_budget: value: unit: reconstructor: model: version: evaluator: evaluator_ids: repetition: count: blindness: source_visible_to_decoder: false controls: ``` --- # 80. Budget Ladder Text MVP： $$ \rho \in \{ 0.50, 0.25, 0.125, 0.0625, 0.03125 \}. $$ 短文本 MAY 改 absolute token budgets。 --- # 81. Matched-Budget Rule Summary / Freeform / Structured 必須同 budget 比較。 --- # 82. Scientific Evidence Table 每個 artifact： ```text artifact seed family budget success probability fidelity vector dependency cost cross-decoder result ``` --- # 83. Protocol Evidence Table 若啟用 canonical adapter： ```text canonical roundtrip invalid vectors registry mismatch migration independent decoder ``` Scientific table 與 Protocol table MUST 分開。 --- # 84. MVP Storage Architecture 第一版： $$ \boxed{ SQLite + ContentAddressedFiles + VectorIndex + GraphTables. } $$ --- # 85. SQLite Core Tables ```text artifacts seed_candidates seeds factors meta_seeds dependencies reconstruction_runs evaluations certificates lineage_edges registry_entries adapters lifecycle_events ``` --- # 86. Content-Addressed Files 保存： - large artifacts； - reconstructed outputs； - image assets； - raw experiment bundles。 --- # 87. VectorIndex 可用： - SQLite extension； - FAISS； - Qdrant； - other。 Vendor MUST NOT 成為 logical contract。 --- # 88. GraphTables 先用 edge table 即可。 第一版不需要 Neo4j。 --- # 89. Sparse Field Evolution 若 factor types 快速增加，可導入 SEDB-like： $$ \boxed{ \text{field registry} + \text{sparse values} + \text{field lifecycle}. } $$ --- # 90. Repository Layout 推薦： ```text gsrt-runtime/ README.md pyproject.toml src/gsrt/ artifacts/ extraction/ seeds/ dependencies/ reconstruction/ evaluation/ certificates/ factors/ metaseeds/ registry/ index/ retrieval/ compatibility/ composition/ adapters/ lineage/ lifecycle/ migration/ canonical/ schemas/ profiles/ corpus/ manifests/ runs/ fixtures/ positive/ negative/ leakage/ tests/ unit/ integration/ conformance/ experiments/ docs/ ``` --- # 91. Python First Reference MVP MAY 使用 Python。 理由： - model SDK； - experiment tooling； - ML metrics； - image pipeline； - fast iteration。 --- # 92. Deterministic Core Later 可獨立實作 如果 canonical protocol 進 v0.9： SHOULD 建第二語言 decoder，例如 Rust。 --- # 93. CLI MVP CLI 建議： ```text gsrt artifact ingest gsrt seed extract gsrt seed inspect gsrt reconstruct gsrt evaluate gsrt validate gsrt seed promote gsrt seed list gsrt factor extract gsrt factor test gsrt retrieve gsrt compose gsrt generate gsrt lineage show gsrt revalidate ``` --- # 94. `artifact ingest` 輸出 artifact ID。 --- # 95. `seed extract` 不得自動 promote。 --- # 96. `reconstruct` 預設 seed-only mode。 --- # 97. `validate` 產 certificate。 --- # 98. `promote` 需要 passing certificate。 --- # 99. API Boundary runtime MAY 提供： ```text POST /artifacts POST /seed-candidates POST /reconstructions POST /evaluations POST /promotions POST /retrieval POST /compositions GET /lineage/{id} ``` 但 REST 不是 canonical requirement。 --- # 100. Profile Interface ```python class SeedProfile: profile_id: str version: str def validate_candidate(self, candidate): ... def measure_cost(self, candidate): ... def build_reconstruction_contract(self, candidate): ... def project_for_generator(self, seed, generator): ... ``` --- # 101. GeneratorAdapter Interface ```python class GeneratorAdapter: adapter_id: str version: str def supports(self, seed, generator) -> bool: ... def project(self, seed, generator): ... def declare_dependencies(self): ... ``` --- # 102. Evaluator Interface ```python class Evaluator: evaluator_id: str version: str def evaluate(self, source, reconstruction, contract): ... ``` --- # 103. Certificate Interface ```python class CertificateIssuer: def issue(self, subject, contract, evidence): ... def is_stale(self, certificate, runtime_state): ... ``` --- # 104. Determinism Contract 以下 MUST deterministic： - hashes； - IDs derived from exact bytes； - experiment manifests； - certificate schema； - budget accounting； - lineage edges； - pass/fail rules given scores。 --- # 105. Probabilistic Components MAY stochastic： - extraction； - reconstruction； - image generation； - candidate proposal； - LLM evaluation。 --- # 106. Seed Extraction Repetition 同 artifact 可抽： $$ S_1,\ldots,S_k. $$ runtime SHOULD 保存 multiple candidates。 --- # 107. Candidate Diversity 可研究： - same extractor multiple runs； - multiple extractors； - multiple seed families。 --- # 108. Near-Minimal Region Runtime SHOULD 不只保存一顆 winner。 可以保存： $$ \mathcal S_\eta^\star. $$ --- # 109. Seed Candidate Competition 同 budget 下比較： - reconstruction； - dependency cost； - portability； - editability。 --- # 110. Promotion Policy MVP 可使用： ```text VALIDATED_SINGLE_MODEL VALIDATED_MULTI_RUN VALIDATED_CROSS_DECODER REUSABLE_FACTOR PORTABLE ``` --- # 111. Text v0.1 Acceptance 至少： 1. 100 artifacts； 2. 4 seed families； 3. matched budgets； 4. blind decoding； 5. repeated runs； 6. relation-sensitive evaluator； 7. negative controls； 8. reproducible manifests。 --- # 112. Text v0.1 不需要 ISQL 這是 hard scope rule。 --- # 113. v0.2 Compression Curve 對每 artifact 建： $$ R_X^\gamma(b;\varepsilon). $$ --- # 114. v0.2 Output ```text empirical minimum candidate cliff near-minimal seeds failure budget ``` --- # 115. v0.3 Cross-Decoder 建立： $$ A_{ij} = F( X, G_j(E_i(X)) ). $$ --- # 116. Cross-Decoder Metadata 記： - same model； - same family； - same provider； - independent family； - architecture class。 --- # 117. v0.4 Image Seed Source image MUST 為完成 artifact。 不要拿 original prompt 直接當 seed。 --- # 118. Image Seed Candidate 保存： - identity； - composition； - camera； - lighting； - palette； - style； - constraints。 --- # 119. v0.5 Factorization 執行： - deletion； - replacement； - donor-recipient swap； - round-trip； - protected leakage。 --- # 120. v0.6 Seed Library 啟用： - Retriever； - IndexHub； - Lifecycle； - Lineage。 --- # 121. v0.7 Composition / Mutation 加入： - CompatibilityEngine； - ComposerMutator； - branch workspace。 --- # 122. v0.8 Navigation 完整 navigation runtime 在 TW02 細化。 --- # 123. v0.9 Canonical / ISQL Adapter 只有此時開始： - canonical seed profile； - conformance vectors； - registry binding； - second decoder。 --- # 124. v1.0 Acceptance v1.0 不是「所有 GSRT 猜想被證明」。 它代表： > reference runtime 已足以穩定執行已聲明 experimental contracts。 --- # 125. Observability Runtime MUST 輸出： - run ID； - artifact ID； - seed ID； - generator； - evaluator； - budget； - cost； - fidelity； - certificate； - failure class。 --- # 126. Reproducibility Bundle 每個重要實驗 SHOULD 可 export： ```text manifest seed dependency manifest reconstruction outputs evaluation report certificate checksums ``` --- # 127. Run Directory ```text runs// manifest.yaml seed.txt dependencies.json outputs/ evaluation.json certificate.json checksums.sha256 ``` --- # 128. Source / Output Separation 原 artifact： ```text artifacts/ ``` decoder outputs： ```text runs/.../outputs/ ``` MUST 不混。 --- # 129. Leakage Audit MUST 支援： - decoder prompt inspection； - context hash； - source visibility flag； - retrieval visibility flag； - memory mode。 --- # 130. Same-Model Pilot Label 同模型 parallel session： ```text evidence_level = PILOT_SAME_MODEL ``` 不能標 cross-model independent。 --- # 131. Human Adjudication 對 evaluator disagreement： SHOULD 有 sample-based human adjudication。 --- # 132. Evaluator Ensemble 可： $$ Decision = Rule + Model + HumanSubset. $$ --- # 133. Exact Artifacts code / text exact source： 可用 deterministic hash。 --- # 134. Functional Artifacts code： - tests； - type check； - API contract。 --- # 135. Image Evaluation SHOULD 盡量拆： - identity； - layout； - relation； - style。 --- # 136. Avoid One-Score Collapse MUST 保存 metric vector，不只總分。 --- # 137. Security：Untrusted Artifact Artifact ingest MUST 防： - path traversal； - decompression bomb； - malformed file； - oversized input。 --- # 138. Security：Untrusted Seed Seed payload MUST 有： - size bounds； - nesting bounds； - dependency bounds； - tool-execution boundary。 --- # 139. Seed 不得直接取得工具 Authority $$ \boxed{ SeedDescription \neq ExecutionPermission. } $$ --- # 140. Code Seed 若包含 code： MUST sandbox or disable execution by default。 --- # 141. Prompt Injection external artifact 若被模型讀取，可能包含 instruction injection。 Extractor SHOULD 有： - content/instruction separation； - untrusted-content marker。 --- # 142. Authority Source owner / project policy 決定： - export； - deletion； - publication； - execution。 Seed validation 不決定權限。 --- # 143. Privacy Private source MAY 禁止： - external provider； - external embeddings； - cloud evaluation。 --- # 144. Rebuildability Library metadata MUST 能辨識： ```text DERIVED_REBUILDABLE CANONICAL_PERSISTENT SOURCE_AUTHORITY CACHE ``` --- # 145. Index Rebuild vector index： $$ DERIVED\_REBUILDABLE. $$ 不是 authority。 --- # 146. Certificate Freshness Certificate MUST 有： ```text generator version adapter version evaluator version registry version ``` --- # 147. Revalidation Trigger 任一 critical version change： MAY mark stale。 --- # 148. Migration Seed payload migration SHOULD 產 receipt。 --- # 149. Migration Receipt ```yaml migration_receipt: source_seed: source_version: target_seed: target_version: preserved: approximated: lost: evaluator: result: ``` --- # 150. Canonical Adapter Boundary 若 v0.9 加入 ISQL： architecture： ```text Validated GSRT Logical Seed | v ISQL Profile Adapter | v Candidate Canonical Object | v Conformance Validation | v Canonical ISQL Object ``` --- # 151. ISQL 不進 Scientific Scoring 例如： > ISQL encoding 比 freeform seed 長。 不直接否定 seed phenomenon。 --- # 152. Canonicalization Value v0.9 SHOULD 測： - portability gain； - audit gain； - migration gain； - dedup gain； - overhead。 --- # 153. Protocol Conformance 跟實驗分開 tests： ```text tests/experiments/ tests/conformance/ ``` MUST 分開。 --- # 154. Positive Conformance Fixtures 若有 canonical profile： - minimal seed； - multilingual； - factor seed； - registry ref； - version； - optional extension。 --- # 155. Invalid Fixtures - bad version； - wrong registry； - duplicate critical field； - invalid digest； - exact/semantic mislabel； - unknown critical extension。 --- # 156. Second Implementation v0.9+ SHOULD 建獨立 decoder。 --- # 157. Metrics Dashboard 最小： ```text reconstruction success seed cost dependency cost cross-decoder fidelity factor locality portability reuse benefit navigation gain certificate freshness ``` --- # 158. Seed Runtime Health ```text candidate backlog validation throughput stale certificate count invalid seed rate revalidation backlog retrieval failure rate ``` --- # 159. Failure Budget runtime SHOULD 設： - per artifact max extraction attempts； - max reconstruction runs； - max evaluation cost。 --- # 160. Stop Condition 同一 failure class 重複超過門檻： STOP or escalate。 --- # 161. No Infinite Agent Loop MVP MUST 有 hard iteration cap。 --- # 162. Experiment Queue 可排： ```text artifact_id seed_family budget extractor reconstructor repetitions ``` --- # 163. Parallelization 可平行： - artifacts； - seed families； - reconstruction repeats。 --- # 164. Parallelism 不等於 Independence metadata MUST 標 model lineage。 --- # 165. Data Split 若 seed schema 持續被調： 需要： - development set； - holdout set。 --- # 166. Benchmark Overfitting 如果 schema 只對 100 個 benchmark 成功： 不代表 general phenomenon。 --- # 167. Corpus Design Text corpus SHOULD 包含： - theory； - causal； - conditional； - narrative； - technical； - instruction； - negation； - exception； - style-sensitive。 --- # 168. Image Corpus SHOULD 包含： - portrait； - object； - multi-object scene； - spatial relation； - style； - lighting； - identity-sensitive。 --- # 169. Artifact Complexity Stratification SHOULD 標： ```text simple medium complex ``` 避免平均值掩蓋。 --- # 170. Generator Diversity MVP v0.3+ 才開始擴。 第一版可同模型 pilot。 --- # 171. Model Metadata 不猜測 unknown lineage： ```text UNKNOWN ``` --- # 172. Science Claim Ledger 每個 claim： ```yaml claim: id: statement: evidence_required: evidence_present: status: ``` --- # 173. Claim Status ```text HYPOTHESIS PILOT_OBSERVATION SUPPORTED_IN_SCOPE PARTIALLY_SUPPORTED NOT_SUPPORTED FALSIFIED_IN_SCOPE ``` --- # 174. Protocol Claim Ledger 分開： ```text IMPLEMENTED CONFORMANT PARTIAL BLOCKED ``` --- # 175. Release Gate 版本不能因「計畫寫完」就升級。 必須對應實際 acceptance gates。 --- # 176. v0.1 Release Gate ```text R1 artifact ingestion R2 candidate extraction R3 matched-budget accounting R4 blind reconstruction R5 evaluator vector R6 negative controls R7 certificate issuance R8 reproducible manifest R9 full regression ``` --- # 177. v0.1 不包含 - factor store； - meta-seed； - navigation； - ISQL。 --- # 178. v0.2 Release Gate 增加： - budget ladder； - empirical minimum； - cliff candidate； - near-minimal region。 --- # 179. v0.3 Release Gate 增加： - off-diagonal cross-decoder matrix； - clean-room metadata； - holdout decoder。 --- # 180. v0.4 Release Gate 增加 image modality。 --- # 181. v0.5 Release Gate 增加 factor intervention / ablation。 --- # 182. v0.6 Release Gate 增加 Seed Library persist / retrieve / reuse。 --- # 183. v0.7 Release Gate 增加 legal composition / mutation / branch。 --- # 184. v0.8 Release Gate 增加 navigation gain experiment。 --- # 185. v0.9 Release Gate 增加 canonical profile / conformance。 --- # 186. v1.0 Release Gate 要求： ```text text scientific pipeline stable image pipeline stable seed library stable versioned experiment records negative controls revalidation optional canonical adapter separated documented failures ``` --- # 187. Build Sequence 真正工程順序： ```text P0 schemas + IDs + artifact store P1 text extractor/reconstructor/evaluator P2 experiment harness + controls P3 budget ladder P4 cross-decoder P5 image adapter P6 factor runtime P7 library P8 composition/navigation P9 canonical protocol adapter ``` --- # 188. 不要反過來 不建議： ```text 先做 universal binary protocol 再找 seed 是否有用 ``` --- # 189. Runtime Constitution TW01 v0.1 固定 12 條最小憲法： ### C1 — Source Is Authority seed 不取代 source。 ### C2 — Candidate Is Not Validated AI 產生不等於通過。 ### C3 — Blind Reconstruction decoder 不看答案。 ### C4 — Hidden Dependencies Are Charged 不能把 artifact 藏在外部。 ### C5 — Fidelity Is Multidimensional 不只 embedding similarity。 ### C6 — Exact, Semantic, Generative Are Distinct 不可混標。 ### C7 — Version Everything Critical model、adapter、evaluator、registry。 ### C8 — Lineage Is Persistent 重要 mutation 可追。 ### C9 — Index Is Rebuildable vector index 不當 authority。 ### C10 — Authority Is Separate seed 不自帶 tool permission。 ### C11 — Scientific Evidence Is Separate from Protocol Conformance 兩張表。 ### C12 — ISQL Is an Adapter Until Proven Otherwise MVP 前期不鎖死。 --- # 190. Reference End-to-End Text Flow ```text 1. ingest source text 2. create artifact hash 3. create extraction contract 4. extractor creates 4 seed-family candidates 5. normalize + measure budget 6. audit dependencies 7. blind reconstruct n times 8. evaluator computes fidelity vector 9. run negative controls 10. issue certificate 11. promote passing candidates 12. persist lineage 13. export experiment bundle ``` --- # 191. Reference End-to-End Reuse Flow ```text 1. user gives generation goal 2. query parser creates generation contract 3. Retriever proposes seed portfolio 4. CompatibilityEngine filters conflicts 5. Composer / Mutator creates candidate state 6. GeneratorAdapter projects to native condition 7. generator produces artifact 8. Evaluator scores output 9. pass -> save lineage / certificate 10. fail -> branch / repair / reject ``` --- # 192. Reference End-to-End Revalidation Flow ```text 1. generator version changes 2. bound certificates marked STALE 3. scheduler samples affected seeds 4. ReconstructionRunner reruns 5. Evaluator compares 6. passing cert refreshed 7. failing seed scope reduced or invalidated 8. lineage records revalidation event ``` --- # 193. Reference End-to-End Canonical Flow v0.9+： ```text Validated Seed -> logical canonical candidate -> registry resolution -> canonical encoding -> conformance validation -> independent decoder test -> canonical object ``` --- # 194. TW01 與 TW02 分工 TW01： $$ \boxed{ \text{Seed Lifecycle Runtime}. } $$ TW02： $$ \boxed{ \text{Seed Library Retrieval + Navigation Runtime}. } $$ TW02 將深入： - archive topology； - QD niches； - retrieval planner； - operator routing； - navigation workspace； - mutation graph； - search policy； - navigation gain benchmark。 --- # 195. TW01 最終架構 $$ \boxed{ \begin{aligned} &\text{Artifact Authority}\\ &\rightarrow \text{Candidate Extraction}\\ &\rightarrow \text{Blind Reconstruction}\\ &\rightarrow \text{Evaluation}\\ &\rightarrow \text{Validated Seed}\\ &\rightarrow \text{Persistent Generative Memory}\\ &\rightarrow \text{Reuse / Mutation}\\ &\rightarrow \text{Revalidation}\\ &\rightarrow \text{Optional Canonical Interop}. \end{aligned} } $$ --- # 196. 結論 GSRT 的理論核心不是「把 prompt 存起來」。 真正要實驗的是： $$ \boxed{ \text{Can successful generation be converted into reusable generative state?} } $$ TW01 將這個問題落成 runtime。 它保留了三種不同權威： 1. **Artifact Authority**：原始完成內容； 2. **Experimental Seed State**：用於重建、比較、組合； 3. **Optional Canonical Protocol State**：用於長期跨實作互通。 並且把： $$ \boxed{ \text{extract} \rightarrow \text{reconstruct} \rightarrow \text{evaluate} \rightarrow \text{persist} } $$ 設為第一階段真正的工程閉環。 如果此閉環本身不成立，就沒有必要提前建立龐大的 Seed Library 或 universal protocol。 如果此閉環穩定成立，才依序增加： - minimum seed search； - cross-decoder； - image； - factorization； - library； - composition； - navigation； - canonical interoperability。 因此 GSRA 的核心設計哲學是： $$ \boxed{ \text{Evidence before Canonicalization} } $$ 以及： $$ \boxed{ \text{Reconstruction before Reuse} } $$ 再加上： $$ \boxed{ \text{Reuse before Navigation}. } $$ 這使整個 GSRT 系列從理論論證真正進入可以被實作與否證的工程階段。 --- # Appendix A. Runtime Object Graph ```text Artifact | +-- extracted_from --> SeedCandidate | +-- validated_as --> Seed | +-- factorized_into --> Factor | +-- projected_from --> MetaSeed | +-- certified_by --> Certificate | +-- parent/child --> Seed ``` --- # Appendix B. Minimal Experiment Schema ```yaml gsrt_experiment: id: version: artifact: id: modality: source_hash: extraction: model: version: seed_family: budget: budget_unit: seed: candidate_id: payload_hash: dependency_manifest: reconstruction: decoder: version: adapter: repeated_runs: evaluation: evaluator_versions: fidelity_vector: hard_gates: controls: pass: promotion: status: certificate: ``` --- # Appendix C. Minimal Seed Schema ```yaml seed: id: version: family: modality: status: payload: payload_hash: reconstruction_contract: recovery_class: epsilon: delta: dependencies: generator_bindings: factor_refs: meta_seed_ref: private_residue_refs: provenance: lineage: certificates: ``` --- # Appendix D. Minimal Failure Record ```yaml failure: failure_id: class: subject: experiment: generator: evaluator: message: evidence: retryable: reopen_on: ``` --- # Appendix E. MVP Acceptance Matrix | Phase | Primary claim tested | Required output | |---|---|---| | v0.1 | Text seed reconstructibility | blind reconstruction report | | v0.2 | Seed budget / minimum | budget-fidelity curve | | v0.3 | Cross-decoder portability | off-diagonal matrix | | v0.4 | Image reconstructibility | image fidelity report | | v0.5 | Factorization | intervention / ablation matrix | | v0.6 | Generative memory reuse | reuse benefit report | | v0.7 | Composition / mutation | transfer + preservation report | | v0.8 | Seed-space navigation | navigation gain report | | v0.9 | Canonical protocol value | conformance + overhead report | | v1.0 | Runtime stability | integrated validation pack | --- # Appendix F. Implementation Handoff 下一個實作者應先完成： ```text 1. repository scaffold 2. SQLite schema 3. artifact content-addressed store 4. experiment manifest 5. text seed extractor interface 6. blind reconstructor interface 7. evaluator interface 8. negative controls 9. certificate issuer 10. v0.1 CLI ``` 明確禁止第一輪就： ```text build ISQL canonical encoder build image runtime build navigation planner build distributed storage ``` 除非 v0.1 text blind reconstruction 已通過。 --- # Appendix G. Canonical Claim Strength TW01 目前允許： $$ \boxed{ \text{GSRT can be implemented as a staged experimental runtime whose deterministic evidence plane is separated from probabilistic extraction/generation and from optional canonical protocol adapters.} } $$ TW01 不允許： $$ \boxed{ \text{The runtime architecture itself proves that reconstructive generative seeds are universally useful.} } $$ --- **文件結束**