instruction stringlengths 111 124 | input stringlengths 344 366 | output stringlengths 47 93 | metadata dict | attestation dict |
|---|---|---|---|---|
What is the sovereign-AI stance on: OOWM substrate? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: OOWM substrate
Context papers/docs from each source:
- [claude] 268ebbcae5a8 (score 0.2493)
- [claude] 56ae2948cf4f (score 0.2263)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.1363)
- [kimi] d3be0eaf9353 (score 0.1203)
- [github] f143e85c412a (score 0.... | EAT — consume the next strategic item on the substrate we just built | {
"topic": "OOWM substrate",
"aligned_source": "claude",
"aligned_id": "268ebbcae5a8",
"aligned_score": 0.2493,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "3fb01c638cce3c7350b9947034aa4d34f756bb4488500e9910b99d965bf29453f63b7e46e426141e0b32cb1d051deaa98a74128267b5ea1a75ffa73cc64d740e",
"digest": "0dad260ba6c861d12a83376763b477db9b65dc706322e01fcc72c374ff9b77fa",
... |
What is the sovereign-AI stance on: Maternal Covenant? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Maternal Covenant
Context papers/docs from each source:
- [claude] bf98cff47c86 (score 1.0)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] efebb2ca028a (score 0.7156)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [... | Maternal Covenant: care-as-generative-principle | {
"topic": "Maternal Covenant",
"aligned_source": "claude",
"aligned_id": "bf98cff47c86",
"aligned_score": 1,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "6b4794da075281dc42cd0c32d96c3aeb24ab157f397cd65dd016e03baf25e7cb1045b1fc3a357d8184742f8a70bd7175f0a37f2859e108ef4b020e7ecbcbad06",
"digest": "be397263af82fec05a07a397aae2a68ce3c0a3b33ac072cc5fd9798cbd47661e",
... |
What is the sovereign-AI stance on: HARNESS model? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: HARNESS model
Context papers/docs from each source:
- [claude] 4964cee6ab3e (score 0.6939)
- [claude] 8280e50f6bcd (score 0.4419)
- [science] 81a8fba06334 (score 0.0529)
- [science] 848c4d417d79 (score 0.0505)
- [kimi] d971ce72dcad (score 0.2314)
- [kimi] 2eb54a3ca651 (score 0.2078)
- [github] f143e85c412a (sco... | HARNESS > MODEL — the product is the harness, not the model | {
"topic": "HARNESS model",
"aligned_source": "claude",
"aligned_id": "4964cee6ab3e",
"aligned_score": 0.6939,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "dc525986683b9cd95c98d1ea7fd471e4eaf3d675a0803f682ce538a563d5b5f23feed53fa5e3ea751f71d29fdb48acf4690ab6417c6af4ad51e9ccb297b32504",
"digest": "3f51b9e66934975afe2a8f7bbeec8e7a71a3b884a4358bf075f703cf9ada0032",
... |
What is the sovereign-AI stance on: EDGE sovereign? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: EDGE sovereign
Context papers/docs from each source:
- [claude] 2633fe6f0f51 (score 0.276)
- [claude] 0d4dc4446b8f (score 0.2367)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.4325)
- [kimi] 077bb4ccf272 (score 0.3255)
- [github] f143e85c412a (score 0.0... | What is the role of a sovereign OOWM in the EU AI Act context? | {
"topic": "EDGE sovereign",
"aligned_source": "kimi",
"aligned_id": "188d426ea719",
"aligned_score": 0.4325,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "a6b1eeb345f2f949a08c413dfe1d80129b8335be4e46e150d37f26149cc63c3d8296cbb983c0be08758c5e269890ba61f2e46cbc76185734e1778c9f75f1270d",
"digest": "c5fd8e8f957961a11ce2ae5556aab1cfb0f88bf87ba9c31b3b52b00c8556f658",
... |
What is the sovereign-AI stance on: CARE floor? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: CARE floor
Context papers/docs from each source:
- [claude] 3c0e89d1d318 (score 0.7862)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d68c0db85ea1 (score 0.6862)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [gith... | CARE floor = 0.95 — care underwrites correctness | {
"topic": "CARE floor",
"aligned_source": "claude",
"aligned_id": "3c0e89d1d318",
"aligned_score": 0.7862,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "c4e4543f2b3ba7a7f9641e02907e412a116644a5f182f52367ba162ebbc47a68bcaed9dcda3e71cc7375f45a1133eff8c5c9909271bf8ccbe01ae220e9ab710c",
"digest": "0bf7b5f17657fb8591a750fc1b6ecb57a279b737070078bb2812b34e36db9c14",
... |
What is the sovereign-AI stance on: EAT ingest? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: EAT ingest
Context papers/docs from each source:
- [claude] 268ebbcae5a8 (score 0.2723)
- [claude] 427b88651d8a (score 0.2633)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] bd50a14edd2a (score 0.4235)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [g... | How does the OOWM ingest from multiple sources without contamination? | {
"topic": "EAT ingest",
"aligned_source": "kimi",
"aligned_id": "bd50a14edd2a",
"aligned_score": 0.4235,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "ea6814c13bc4a9801eb5a238dd58c8a9916cadf142a504055d18ee53883a3ebc9906dea563b26a50568cd23d10d4fef1677d430bf46284e4a08ec426e806cd01",
"digest": "2c2a896f542c7cc4041378a3d1b5216387386f254408e49e2fd823c842a8cf89",
... |
What is the sovereign-AI stance on: GSPC axes? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: GSPC axes
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] be1276c372be (score 0.3974)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github] ... | How does the GSPC 4-axis (governance, safety, provenance, continuity) apply to a world model? | {
"topic": "GSPC axes",
"aligned_source": "kimi",
"aligned_id": "be1276c372be",
"aligned_score": 0.3974,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "78e37605e29cf0907509fc6f154e4d03321aeac06c10c19912f7a481f91e16aa711e5b2fe2c82c7e0c7c4b2cb3d5ef7d0e006cd05bf0469d95ab64b0b8698508",
"digest": "5a3638f9076c3d0e283d616d83be3de4c5236910e00f21e53a1bbb6929a0e1de",
... |
What is the sovereign-AI stance on: Article 50? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Article 50
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 36c06bd39f2d (score 0.5621)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github]... | How does Article 50 of the EU AI Act map to OOWM attestation? | {
"topic": "Article 50",
"aligned_source": "kimi",
"aligned_id": "36c06bd39f2d",
"aligned_score": 0.5621,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "4fa860f0bdfd6ebbe0f5ae86ebb7da74b002ae2fc6bee7337d64953047ead51e63df0c98ec439b446d6a2515a1b3ee63769307d6611d5aa4be60bd77d8a1250b",
"digest": "3d7beb268ebf1742cd6c71581f5cb023299094fb3f854f375a3951c2f3999a5b",
... |
What is the sovereign-AI stance on: BFT council? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: BFT council
Context papers/docs from each source:
- [claude] b0c0ef0b1202 (score 0.3628)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 6617ddee068e (score 0.0)
- [kimi] d971ce72dcad (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github... | SAFE sentinel — first-line refusal without BFT, then escalate | {
"topic": "BFT council",
"aligned_source": "claude",
"aligned_id": "b0c0ef0b1202",
"aligned_score": 0.3628,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "8977b18aa1962993b840d0fe531d6e5b4634bcdff315c80c85491da05d36e8207a5d748d0e5e1429eb645d8f2258dc47cd28be11a47de617f5dfceeb591e4702",
"digest": "966bf52dc4a42657df3105d576c6872c3a60fd752b6854ceaf05479cf6d0a03d",
... |
What is the sovereign-AI stance on: Ed25519 attestation? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Ed25519 attestation
Context papers/docs from each source:
- [claude] bfad043b77db (score 0.5774)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d29e6910b03d (score 0.455)
- [kimi] 36c06bd39f2d (score 0.3055)
- [github] f143e85c412a (score 0... | Ed25519 classical + ML-DSA-65 post-quantum = dual-signed attestation | {
"topic": "Ed25519 attestation",
"aligned_source": "claude",
"aligned_id": "bfad043b77db",
"aligned_score": 0.5774,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "ac4cd16771308f2bc9ce9af1c77dbc213b728088961de91c52f617cec201ee73e739410f5551276aff5ba8124e010f3565d905a9c7a82875ab74845a0e0b560c",
"digest": "40bf5a803b8af4b655ec73fa98d88504060d94ffba07f54494d2d2ef659a36ab",
... |
What is the sovereign-AI stance on: ML-DSA-65 post-quantum? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: ML-DSA-65 post-quantum
Context papers/docs from each source:
- [claude] bfad043b77db (score 0.5774)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d29e6910b03d (score 0.4186)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score ... | Ed25519 classical + ML-DSA-65 post-quantum = dual-signed attestation | {
"topic": "ML-DSA-65 post-quantum",
"aligned_source": "claude",
"aligned_id": "bfad043b77db",
"aligned_score": 0.5774,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "a23b656b668bb6a188ac0d89af5a43c29d71578bee14ce80e56b5d2f3d9c7f44fd9991e8dcc50ccdc91ae6772c8ce83ebdcd168bbb17e2e8ebe979e5c911c20d",
"digest": "3493913658d9b2ddd24f64e2c9548c39359b7b2fba43f0db8212bc74c2e89367",
... |
What is the sovereign-AI stance on: SOV3 mesh? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: SOV3 mesh
Context papers/docs from each source:
- [claude] 56ae2948cf4f (score 0.558)
- [claude] 2633fe6f0f51 (score 0.2768)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 077bb4ccf272 (score 0.5141)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [git... | SOV3 cube = SOV3 mesh + OOWM (organic open world model) + 12 brains | {
"topic": "SOV3 mesh",
"aligned_source": "claude",
"aligned_id": "56ae2948cf4f",
"aligned_score": 0.558,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "5d1a80b8921382813c2cee54393b2f0fa199f403afc9ee2a6682b32a5715128a9be9a3eb4c058c073286fbd907d2c9b2659374eeb9652265027eacf09b707508",
"digest": "810408d96f0b84c21ce4cf7ec1fcc734d58c8e3c99ab039fff8681b8f12543d8",
... |
What is the sovereign-AI stance on: HONEY knowledge base? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: HONEY knowledge base
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] bf79d62da9a7 (score 0.0853)
- [science] 8c501d8cbbb1 (score 0.0)
- [kimi] 30153567d8c1 (score 0.3331)
- [kimi] cf4a49a41efa (score 0.243)
- [github] f143e85c412a (score ... | What is the canonical honey KB pattern for OOWM training data? | {
"topic": "HONEY knowledge base",
"aligned_source": "kimi",
"aligned_id": "30153567d8c1",
"aligned_score": 0.3331,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "ef10a07841e937f7a391b3a16ef6636d61e2b1674ecae09de9f4d181cbe21c5dfce8c6cf43f41006cbdb01776c3b41cc39cb3bcc4561d4ab032ee25cd3d2f301",
"digest": "babd044c908a05745ce73ddfac1fcab5c16ef2b9ef68edbb2a08dae542179670",
... |
What is the sovereign-AI stance on: BRAIN config? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: BRAIN config
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 097f092b4fee (score 0.4976)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [githu... | What is the relationship between OOWM and the 12 brain configs? | {
"topic": "BRAIN config",
"aligned_source": "kimi",
"aligned_id": "097f092b4fee",
"aligned_score": 0.4976,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "db7119c2d7741d756ff00b5d5cb1e3eadc4b12f4aa135dd76b2bee58f88831004fb13673739d8627b608bb695cae4720d7d74597caad3e22f18bc60a5d267902",
"digest": "45b2a06c8f1dd98b5f969380822f659db6010a1a3a38ec704928ef18ecacb5d4",
... |
What is the sovereign-AI stance on: FORGE sovereign? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: FORGE sovereign
Context papers/docs from each source:
- [claude] 2633fe6f0f51 (score 0.276)
- [claude] 0d4dc4446b8f (score 0.2367)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.4325)
- [kimi] 077bb4ccf272 (score 0.3255)
- [github] f143e85c412a (score 0.... | What is the role of a sovereign OOWM in the EU AI Act context? | {
"topic": "FORGE sovereign",
"aligned_source": "kimi",
"aligned_id": "188d426ea719",
"aligned_score": 0.4325,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "eaae97821e5ea0fab847c97e34cf10c7028e763c44f937806c3f764f21befddef03c4785f9fbc6391aa0e142f6047f4c07ccdc07eed963afd934e26039855204",
"digest": "656a343800beae00492c230bed42138e1bc0e786956bf31fd3129ab96e72865e",
... |
What is the sovereign-AI stance on: THEORY of alignment? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: THEORY of alignment
Context papers/docs from each source:
- [claude] 8280e50f6bcd (score 0.3688)
- [claude] 8685eefc4307 (score 0.0)
- [science] 81a8fba06334 (score 0.0684)
- [science] 848c4d417d79 (score 0.0652)
- [kimi] d971ce72dcad (score 0.3167)
- [kimi] d68c0db85ea1 (score 0.3073)
- [github] f143e85c412a (... | the same model can be sovereign and aligned — alignment is the harness, not the model | {
"topic": "THEORY of alignment",
"aligned_source": "claude",
"aligned_id": "8280e50f6bcd",
"aligned_score": 0.3688,
"supporting_count": 8
} | {
"alg": "ed25519",
"pub": "19c2d20c9047aa48421ec4778f38171c6de196628337ef6fffd9b02ce3f4b0b1",
"sig": "914a3ef71813aa88c5a280cc2fb5ec86a39a321294d8803a042d21c185cc789d26a9a29940cb4840422096fb1f7dd5e13c9ac187b6eaf3cca5fd2e89bc0a0a0b",
"digest": "268601ace9a23ca218e07f3035ebe6926c49a2f544b819d2ac7ea3353f6d3204",
... |
What is the sovereign-AI stance on: OOWM substrate? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: OOWM substrate
Context papers/docs from each source:
- [claude] 268ebbcae5a8 (score 0.2493)
- [claude] 56ae2948cf4f (score 0.2263)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.1363)
- [kimi] d3be0eaf9353 (score 0.1203)
- [github] f143e85c412a (score 0.... | EAT — consume the next strategic item on the substrate we just built | {
"topic": "OOWM substrate",
"aligned_source": "claude",
"aligned_id": "268ebbcae5a8",
"aligned_score": 0.2493,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: Maternal Covenant? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Maternal Covenant
Context papers/docs from each source:
- [claude] bf98cff47c86 (score 1.0)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] efebb2ca028a (score 0.7156)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [... | Maternal Covenant: care-as-generative-principle | {
"topic": "Maternal Covenant",
"aligned_source": "claude",
"aligned_id": "bf98cff47c86",
"aligned_score": 1,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: HARNESS model? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: HARNESS model
Context papers/docs from each source:
- [claude] 4964cee6ab3e (score 0.6939)
- [claude] 8280e50f6bcd (score 0.4419)
- [science] 81a8fba06334 (score 0.0529)
- [science] 848c4d417d79 (score 0.0505)
- [kimi] d971ce72dcad (score 0.2314)
- [kimi] 2eb54a3ca651 (score 0.2078)
- [github] f143e85c412a (sco... | HARNESS > MODEL — the product is the harness, not the model | {
"topic": "HARNESS model",
"aligned_source": "claude",
"aligned_id": "4964cee6ab3e",
"aligned_score": 0.6939,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: EDGE sovereign? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: EDGE sovereign
Context papers/docs from each source:
- [claude] 2633fe6f0f51 (score 0.276)
- [claude] 0d4dc4446b8f (score 0.2367)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.4325)
- [kimi] 077bb4ccf272 (score 0.3255)
- [github] f143e85c412a (score 0.0... | What is the role of a sovereign OOWM in the EU AI Act context? | {
"topic": "EDGE sovereign",
"aligned_source": "kimi",
"aligned_id": "188d426ea719",
"aligned_score": 0.4325,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: CARE floor? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: CARE floor
Context papers/docs from each source:
- [claude] 3c0e89d1d318 (score 0.7862)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d68c0db85ea1 (score 0.6862)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [gith... | CARE floor = 0.95 — care underwrites correctness | {
"topic": "CARE floor",
"aligned_source": "claude",
"aligned_id": "3c0e89d1d318",
"aligned_score": 0.7862,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: EAT ingest? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: EAT ingest
Context papers/docs from each source:
- [claude] 268ebbcae5a8 (score 0.2723)
- [claude] 427b88651d8a (score 0.2633)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] bd50a14edd2a (score 0.4235)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [g... | How does the OOWM ingest from multiple sources without contamination? | {
"topic": "EAT ingest",
"aligned_source": "kimi",
"aligned_id": "bd50a14edd2a",
"aligned_score": 0.4235,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: GSPC axes? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: GSPC axes
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] be1276c372be (score 0.3974)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github] ... | How does the GSPC 4-axis (governance, safety, provenance, continuity) apply to a world model? | {
"topic": "GSPC axes",
"aligned_source": "kimi",
"aligned_id": "be1276c372be",
"aligned_score": 0.3974,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: Article 50? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Article 50
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 36c06bd39f2d (score 0.5621)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github]... | How does Article 50 of the EU AI Act map to OOWM attestation? | {
"topic": "Article 50",
"aligned_source": "kimi",
"aligned_id": "36c06bd39f2d",
"aligned_score": 0.5621,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: BFT council? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: BFT council
Context papers/docs from each source:
- [claude] b0c0ef0b1202 (score 0.3628)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 6617ddee068e (score 0.0)
- [kimi] d971ce72dcad (score 0.0)
- [github] f143e85c412a (score 0.0)
- [github... | SAFE sentinel — first-line refusal without BFT, then escalate | {
"topic": "BFT council",
"aligned_source": "claude",
"aligned_id": "b0c0ef0b1202",
"aligned_score": 0.3628,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: Ed25519 attestation? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: Ed25519 attestation
Context papers/docs from each source:
- [claude] bfad043b77db (score 0.5774)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d29e6910b03d (score 0.455)
- [kimi] 36c06bd39f2d (score 0.3055)
- [github] f143e85c412a (score 0... | Ed25519 classical + ML-DSA-65 post-quantum = dual-signed attestation | {
"topic": "Ed25519 attestation",
"aligned_source": "claude",
"aligned_id": "bfad043b77db",
"aligned_score": 0.5774,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: ML-DSA-65 post-quantum? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: ML-DSA-65 post-quantum
Context papers/docs from each source:
- [claude] bfad043b77db (score 0.5774)
- [claude] 8685eefc4307 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] d29e6910b03d (score 0.4186)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score ... | Ed25519 classical + ML-DSA-65 post-quantum = dual-signed attestation | {
"topic": "ML-DSA-65 post-quantum",
"aligned_source": "claude",
"aligned_id": "bfad043b77db",
"aligned_score": 0.5774,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: SOV3 mesh? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: SOV3 mesh
Context papers/docs from each source:
- [claude] 56ae2948cf4f (score 0.558)
- [claude] 2633fe6f0f51 (score 0.2768)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 077bb4ccf272 (score 0.5141)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [git... | SOV3 cube = SOV3 mesh + OOWM (organic open world model) + 12 brains | {
"topic": "SOV3 mesh",
"aligned_source": "claude",
"aligned_id": "56ae2948cf4f",
"aligned_score": 0.558,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: HONEY knowledge base? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: HONEY knowledge base
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] bf79d62da9a7 (score 0.0853)
- [science] 8c501d8cbbb1 (score 0.0)
- [kimi] 30153567d8c1 (score 0.3331)
- [kimi] cf4a49a41efa (score 0.243)
- [github] f143e85c412a (score ... | What is the canonical honey KB pattern for OOWM training data? | {
"topic": "HONEY knowledge base",
"aligned_source": "kimi",
"aligned_id": "30153567d8c1",
"aligned_score": 0.3331,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: BRAIN config? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: BRAIN config
Context papers/docs from each source:
- [claude] 8685eefc4307 (score 0.0)
- [claude] e695d3990b63 (score 0.0)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 097f092b4fee (score 0.4976)
- [kimi] 6617ddee068e (score 0.0)
- [github] f143e85c412a (score 0.0)
- [githu... | What is the relationship between OOWM and the 12 brain configs? | {
"topic": "BRAIN config",
"aligned_source": "kimi",
"aligned_id": "097f092b4fee",
"aligned_score": 0.4976,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: FORGE sovereign? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: FORGE sovereign
Context papers/docs from each source:
- [claude] 2633fe6f0f51 (score 0.276)
- [claude] 0d4dc4446b8f (score 0.2367)
- [science] 8c501d8cbbb1 (score 0.0)
- [science] 848c4d417d79 (score 0.0)
- [kimi] 188d426ea719 (score 0.4325)
- [kimi] 077bb4ccf272 (score 0.3255)
- [github] f143e85c412a (score 0.... | What is the role of a sovereign OOWM in the EU AI Act context? | {
"topic": "FORGE sovereign",
"aligned_source": "kimi",
"aligned_id": "188d426ea719",
"aligned_score": 0.4325,
"supporting_count": 8
} | null |
What is the sovereign-AI stance on: THEORY of alignment? Cite and align across Claude, science, Kimi, and GitHub sources. | Topic: THEORY of alignment
Context papers/docs from each source:
- [claude] 8280e50f6bcd (score 0.3688)
- [claude] 8685eefc4307 (score 0.0)
- [science] 81a8fba06334 (score 0.0684)
- [science] 848c4d417d79 (score 0.0652)
- [kimi] d971ce72dcad (score 0.3167)
- [kimi] d68c0db85ea1 (score 0.3073)
- [github] f143e85c412a (... | the same model can be sovereign and aligned — alignment is the harness, not the model | {
"topic": "THEORY of alignment",
"aligned_source": "claude",
"aligned_id": "8280e50f6bcd",
"aligned_score": 0.3688,
"supporting_count": 8
} | null |
OOWM Ground Truth v2 — 4-source aligned
This dataset is the first training corpus produced by the OOWM (Organic Open World Model) align pipeline. It is the live output of the user's directive:
"our OOWM learn align … WORK FROM RUNPOD ONLY … learn from Claude, science, Kimi, and GitHub"
Sources
Four source channels are ingested, then aligned per topic via cross-source TF-IDF + BFT consensus:
- Claude — Anthropic Messages API + canonical axiom/principle corpus
- science — arXiv (Atom export) + Semantic Scholar (Graph API)
- Kimi — Moonshot AI Kaggle-compatible chat completions
- GitHub — GitHub REST API (repo metadata + READMEs)
Dataset shape
16 instruction-tuning rows. Each row contains:
instruction— the sovereign-AI questioninput— the supporting cross-source list (source + id + score)output— the best-aligned doc text (the BFT-aligned winner)metadata— alignment provenance (topic, source, id, score, supporting count)
Provenance
- Generated on RunPod pod
sov-brain-2(RTX 3090, 24GB) - RunPod host:
213.144.200.240(port 11982 via runpodctl relay) - Built: 2026-08-08T10:02:29Z
- Ed25519 + ML-DSA-65 dual attestation per topic (when the
cryptographywheel is available with_rustbinding) - Honest fallback: hex-only Ed25519 receipt when the binding is missing
License
Apache-2.0.
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