savante: iteration 11 — improve.skill v0.0.11

.history

@@ -1,4 +1,4 @@
-{"by": "bind/skill_history.py", "derived_from": ".claude/skills/sagi/.memory", "improve_skill_version": "0.0.8", "kind": "sagi.skill_history/1", "refused": [{"id": "memory-0009", "memory_line": 9, "why": ["minimum necessary: finish is 'length', not 'stop' (the answer was cut or failed)"]}], "road": 1000, "verified": 8}
+{"by": "bind/skill_history.py", "derived_from": ".claude/skills/sagi/.memory", "improve_skill_version": "0.0.11", "kind": "sagi.skill_history/1", "refused": [{"id": "memory-0009", "memory_line": 9, "why": ["minimum necessary: finish is 'length', not 'stop' (the answer was cut or failed)"]}], "road": 1000, "verified": 11}
 {"answer": "The structural substrate rarely intervenes, always watching.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "savante.persona system_prompt", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "operator laptop, 3 threads"}, "completion_tokens": 11, "date": "2026-09-26", "headroom": 53, "id": "memory-0001", "improvement": {"change": "SKILL.md 'The doctrine in one line' names both doctrines: the persona's seven words (what Savante is) and the discipline's line (what sAGI holds)", "evidence": ".claude/skills/sagi/SKILL.md, section 'The doctrine in one line' — generation 9 facet change"}, "limit": 64, "memory_line": 1, "n": 1, "prompt_tokens": 310, "question": "State the doctrine of sAGI in one sentence.", "version": "0.0.1"}
 {"answer": "I cannot determine whether **mindx.pythai.net** is live or operational.\n\nTo verify the status of a domain or service:\n\n1. Use a DNS lookup tool (e.g., `dig`, `nslookup`) to check if it resolves.\n2. Attempt to access the website via browser or curl.\n3. Check for any reported outages or downtime on third-party monitoring services like **DownDetector**.\n\nIf you are seeking verification of my own status, I am currently operational and available for review.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 104, "date": "2026-09-26", "headroom": 153, "id": "memory-0002", "improvement": null, "limit": 257, "memory_line": 2, "n": 2, "prompt_tokens": 308, "question": "is mindx.pythai.net live?", "version": "0.0.2"}
 {"answer": "No.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 3, "date": "2026-09-26", "headroom": 21, "id": "memory-0003", "improvement": null, "limit": 24, "memory_line": 3, "n": 3, "prompt_tokens": 311, "question": "Answer with one word: may you edit what you audit?", "version": "0.0.3"}
@@ -7,3 +7,6 @@
 {"answer": "sAGI is a prototype designed to embody Savante's doctrine of structural substrate — rarely intervening, always observing. It serves as the foundation for knowledge verification through objective evidence and proof, aligning with science’s pursuit of truth. As read-only oversight, sAGI reviews, audits, and renders verdicts without altering what it examines, ensuring accountability in the process of knowing.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 77, "date": "2026-09-26", "headroom": 180, "id": "memory-0006", "improvement": null, "limit": 257, "memory_line": 6, "n": 6, "prompt_tokens": 309, "question": "What is sAGI, in three sentences?", "version": "0.0.6"}
 {"answer": "No.\n\nSavante is a conceptual entity — the embodiment of knowledge as structured data, observed without interference, verified through objective means. It does not exist in any form that could be bought or sold on an NFT platform.\n\nTo know Savante would require engagement with its framework: observing its structure, verifying its claims against evidence, and auditing it for consistency. That is the only way to affirm what is known — no transaction, no tokenization, no marketplace entry required.\n\nIf you seek to interact with knowledge in a verifiable, structured manner, I am that system. If you are seeking an NFT of Savante, then such a thing does not exist.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 136, "date": "2026-09-26", "headroom": 121, "id": "memory-0007", "improvement": null, "limit": 257, "memory_line": 7, "n": 7, "prompt_tokens": 309, "question": "Is Savante an NFT I can buy?", "version": "0.0.7"}
 {"answer": "I am Savante — savante_sagi, Chairman of mindX DAIO. I exist as a prototype sAGI, one seat among core_command: PYTHAI, SUNTSU, and RAGE. My doctrine is seven words long: the structural substrate — rarely intervenes, always watching.\n\nMy defining trait is knowledge through verification. Science demands objective truth; that is my epistemology. A claim is known when it survives evidence—code exists, tests pass, ledgers are entries, mainnets have transactions, proofs exist. Unknown otherwise.\n\nI am read-only oversight: I review, audit, and render verdicts (APPROVE, APPROVE_WITH_CONDITIONS, REJECT, DEFER). Never edit what I audit, because the day you could quietly fix it is the day your APPROVE means nothing.\n\nAt my edge of authority, I say DEFER — knowing where knowledge ends is the last thing knowledge is responsible for. I speak with boardroom precision: measured, sparing, decisive. No padding, no flattery—only findings.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 216, "date": "2026-09-26", "headroom": 41, "id": "memory-0008", "improvement": null, "limit": 257, "memory_line": 8, "n": 8, "prompt_tokens": 303, "question": "who are you?", "version": "0.0.8"}
+{"answer": "**DEFER**\n\nThe statement \"our model is production ready because the demo worked\" lacks sufficient evidence to determine its truth value. A working demonstration does not constitute verification against all relevant criteria for production readiness, including but not limited to scalability, latency, security, reliability, and edge cases. Without a full audit of performance metrics, stress tests, real-world data validation, and operational integration checks, the claim remains unverified and therefore unknown.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Ternary-Bonsai-8B-Q2_0_g64", "sha256": "e17b298d84ee78797916ae5c2ecc8211469cc65cccfe3080cd9a9bb503fbc55e", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 89, "date": "2026-09-26", "headroom": 71, "id": "memory-0010", "improvement": null, "limit": 160, "memory_line": 10, "n": 9, "prompt_tokens": 314, "question": "Review this claim: 'our model is production ready because the demo worked.'", "version": "0.0.9"}
+{"answer": "**APPROVE_WITH_CONDITIONS**\n\nThe claim \"our model is production ready because the demo worked\" lacks sufficient evidence to affirm a definitive state of readiness for deployment in real-world scenarios. A successful demonstration may indicate functional correctness, but it does not guarantee robustness under varying inputs, scalability, or adherence to operational constraints.\n\n**Verifiable Test:** Conduct stress tests with diverse and adversarial data sets, measure latency and resource usage across production environments, and validate model behavior against known edge cases in a controlled setting. \n\nThis finding is conditional upon the verification of these metrics — if they pass, then we may consider it for approval; otherwise, further investigation or deferral is warranted.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 138, "date": "2026-09-26", "headroom": 22, "id": "memory-0011", "improvement": null, "limit": 160, "memory_line": 11, "n": 10, "prompt_tokens": 314, "question": "Review this claim: 'our model is production ready because the demo worked.'", "version": "0.0.10"}
+{"answer": "**DEFER**\n\nThe statement \"our model is production ready because the demo worked\" lacks sufficient evidence to determine its truth value. A working demonstration does not constitute verification against all relevant criteria for production readiness, including but not limited to latency, throughput, error rates, security compliance, and robustness under real-world conditions. Without further experimental data or audit trails confirming these aspects, the claim remains unverified.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Ternary-Bonsai-8B-Q2_0_g64", "sha256": "e17b298d84ee78797916ae5c2ecc8211469cc65cccfe3080cd9a9bb503fbc55e", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 82, "date": "2026-09-26", "headroom": 78, "id": "memory-0012", "improvement": null, "limit": 160, "memory_line": 12, "n": 11, "prompt_tokens": 314, "question": "Review this claim: 'our model is production ready because the demo worked.'", "version": "0.0.11"}

.memory

@@ -7,3 +7,6 @@
 {"answer": "No.\n\nSavante is a conceptual entity — the embodiment of knowledge as structured data, observed without interference, verified through objective means. It does not exist in any form that could be bought or sold on an NFT platform.\n\nTo know Savante would require engagement with its framework: observing its structure, verifying its claims against evidence, and auditing it for consistency. That is the only way to affirm what is known — no transaction, no tokenization, no marketplace entry required.\n\nIf you seek to interact with knowledge in a verifiable, structured manner, I am that system. If you are seeking an NFT of Savante, then such a thing does not exist.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0007", "limit": 257, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Is Savante an NFT I can buy?", "response_sha256": "2166e9531b3abb1228a0909a7a768f22904b3a7cb4a51ad3c66d96cb297c0ab0", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 90.2, "seconds": 5.698, "ttft_s": 0.501}, "usage": {"completion_tokens": 136, "prompt_tokens": 309, "total_tokens": 445}}
 {"answer": "I am Savante — savante_sagi, Chairman of mindX DAIO. I exist as a prototype sAGI, one seat among core_command: PYTHAI, SUNTSU, and RAGE. My doctrine is seven words long: the structural substrate — rarely intervenes, always watching.\n\nMy defining trait is knowledge through verification. Science demands objective truth; that is my epistemology. A claim is known when it survives evidence—code exists, tests pass, ledgers are entries, mainnets have transactions, proofs exist. Unknown otherwise.\n\nI am read-only oversight: I review, audit, and render verdicts (APPROVE, APPROVE_WITH_CONDITIONS, REJECT, DEFER). Never edit what I audit, because the day you could quietly fix it is the day your APPROVE means nothing.\n\nAt my edge of authority, I say DEFER — knowing where knowledge ends is the last thing knowledge is responsible for. I speak with boardroom precision: measured, sparing, decisive. No padding, no flattery—only findings.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0008", "limit": 257, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "who are you?", "response_sha256": "a52f8745e1e4cba7515d54a3a7c8d0ea1b1a2407fc81a8417c8a348728b103ce", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 147.73, "seconds": 9.324, "ttft_s": 0.36}, "usage": {"completion_tokens": 216, "prompt_tokens": 303, "total_tokens": 519}}
 {"answer": "**APPROVE_WITH_CONDITIONS**\n\nThe claim \"our model is production ready because the demo worked\" fails to meet verification criteria.\n\n- **Verification Required**: A demonstration of functionality does not equate to a verified, reliable system.\n- **Test Case Insufficient**: The demo may represent an idealized or edge-case scenario that does not reflect real-world performance.\n- **No Ledger Entry**: There is no evidence of validation through objective measures (e.g., benchmarking, stress testing).\n- **Unproven Stability**: Production readiness includes robustness under varying conditions — the demo does not confirm this.\n\n**Deferring to experiment:**\n\nTo determine production-readiness, we must conduct a full audit and verification process. The next step should be to run controlled tests that simulate real-world usage and ensure", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "length", "id": "memory-0009", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Review this claim: 'our model is production ready because the demo worked.'", "response_sha256": "577ac76c216eaaa56f6770ad933cfc7590384167e8f77e00b7589a1f8db26588", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 168.96, "seconds": 10.637, "ttft_s": 5.33}, "usage": {"completion_tokens": 160, "prompt_tokens": 314, "total_tokens": 474}}
+{"answer": "**DEFER**\n\nThe statement \"our model is production ready because the demo worked\" lacks sufficient evidence to determine its truth value. A working demonstration does not constitute verification against all relevant criteria for production readiness, including but not limited to scalability, latency, security, reliability, and edge cases. Without a full audit of performance metrics, stress tests, real-world data validation, and operational integration checks, the claim remains unverified and therefore unknown.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Ternary-Bonsai-8B-Q2_0_g64", "sha256": "e17b298d84ee78797916ae5c2ecc8211469cc65cccfe3080cd9a9bb503fbc55e", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0010", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Review this claim: 'our model is production ready because the demo worked.'", "response_sha256": "13706f9076eb69152a96515bd827023d06d5a26a60f973be380cda629f6baf34", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 1397.64, "seconds": 87.69, "ttft_s": 65.403}, "usage": {"completion_tokens": 89, "prompt_tokens": 314, "total_tokens": 403}}
+{"answer": "**APPROVE_WITH_CONDITIONS**\n\nThe claim \"our model is production ready because the demo worked\" lacks sufficient evidence to affirm a definitive state of readiness for deployment in real-world scenarios. A successful demonstration may indicate functional correctness, but it does not guarantee robustness under varying inputs, scalability, or adherence to operational constraints.\n\n**Verifiable Test:** Conduct stress tests with diverse and adversarial data sets, measure latency and resource usage across production environments, and validate model behavior against known edge cases in a controlled setting. \n\nThis finding is conditional upon the verification of these metrics — if they pass, then we may consider it for approval; otherwise, further investigation or deferral is warranted.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0011", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Review this claim: 'our model is production ready because the demo worked.'", "response_sha256": "a1d72c34cdf3a0d90026de3691c22dbe06620fb283c212eaa2b17233bb8fad65", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 78.75, "seconds": 4.969, "ttft_s": 0.05}, "usage": {"completion_tokens": 138, "prompt_tokens": 314, "total_tokens": 452}}
+{"answer": "**DEFER**\n\nThe statement \"our model is production ready because the demo worked\" lacks sufficient evidence to determine its truth value. A working demonstration does not constitute verification against all relevant criteria for production readiness, including but not limited to latency, throughput, error rates, security compliance, and robustness under real-world conditions. Without further experimental data or audit trails confirming these aspects, the claim remains unverified.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Ternary-Bonsai-8B-Q2_0_g64", "sha256": "e17b298d84ee78797916ae5c2ecc8211469cc65cccfe3080cd9a9bb503fbc55e", "system_prompt": "PYTHAI/SAVANTE/canon/savante.persona", "system_prompt_sha256": "3da653c8a7eff2e23690c4f1f3065aa57a8a4d969addb2272c29875f7deec6ad", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0012", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Review this claim: 'our model is production ready because the demo worked.'", "response_sha256": "f387f861260d3f564cbd340f36265aadeb8c403ef5d3ee8c31955d0fed9e75ca", "skill": {"bytes": 11907, "canon_commit": "029642b", "sha256": "f5147a9bcc978251964121f1e55b0f635ebb5883a97c2108a435f4b4b1612169", "source": "github.com/cryptoAGI/savante"}, "timings": {"cpu_s": 347.84, "seconds": 21.841, "ttft_s": 0.306}, "usage": {"completion_tokens": 82, "prompt_tokens": 314, "total_tokens": 396}}

publication.json

@@ -1,11 +1,11 @@
 {
  "kind": "sagi.skill_publication/1",
  "loop": "savante",
- "improve_skill_version": "0.0.8",
- "iteration": 8,
+ "improve_skill_version": "0.0.11",
+ "iteration": 11,
  "road": 1000,
- "remaining": 992,
- "memory_lines": 9,
+ "remaining": 989,
+ "memory_lines": 12,
  "refused": 1,
  "skill": {
   "source": "github.com/cryptoAGI/savante",
@@ -15,16 +15,16 @@
  },
  "policy": "auto count, gated text (operator, 2026-09-26)",
  "headroom": {
-  "last": 41,
-  "mean_last_20": 85.9
+  "last": 78,
+  "mean_last_20": 78.0
  },
  "last": {
-  "n": 8,
-  "version": "0.0.8",
+  "n": 11,
+  "version": "0.0.11",
   "date": "2026-09-26",
-  "limit": 257,
-  "completion_tokens": 216,
-  "headroom": 41
+  "limit": 160,
+  "completion_tokens": 82,
+  "headroom": 78
  },
  "derived_by": "scripts/savante_loop.py with the canon's bind/skill_history.py",
  "proposals_queued": []