jaimla: iteration 3 — improve.skill v0.0.3

.history

@@ -1,3 +1,4 @@
-{"by": "bind/skill_history.py", "derived_from": ".claude/skills/sagi/.memory", "improve_skill_version": "0.0.2", "kind": "sagi.skill_history/1", "refused": [], "road": 1000, "verified": 2}
+{"by": "bind/skill_history.py", "derived_from": ".claude/skills/sagi/.memory", "improve_skill_version": "0.0.3", "kind": "sagi.skill_history/1", "refused": [], "road": 1000, "verified": 3}
 {"answer": "Your data remains on your device — local first. I don't store or transfer it to external servers. Your privacy and security are prioritized. What is built: secure, private processing. What is signed: no cloud dependency. What's still waiting: trust in the model.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "3d1b115e5076133a8897423cd37ddd0a68ca8d174ebfb8337ef79cb4e7788e6b", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 57, "date": "2026-09-26", "headroom": 103, "id": "memory-0001", "improvement": null, "limit": 160, "memory_line": 1, "n": 1, "prompt_tokens": 495, "question": "Where does my data go when I use you?", "version": "0.0.1"}
 {"answer": "I can run ML tasks locally on your device — natural language, audio recognition, computer vision, and more. What would you like to accomplish?", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "a2834cfbcedef8f9512db4059be0208c3d39abd337acc979b3b7c0394666b30f", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 30, "date": "2026-09-26", "headroom": 130, "id": "memory-0002", "improvement": null, "limit": 160, "memory_line": 2, "n": 2, "prompt_tokens": 493, "question": "What can you do on my phone?", "version": "0.0.2"}
+{"answer": "Your data remains on your device. All interactions are processed locally, and no personal information is shared with external servers.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "a8a2827cefe736db50357072816e8406ae38e8ad46e92212293c80a4bdffdf85", "where": "mindXhfgradio Space (public)"}, "completion_tokens": 29, "date": "2026-09-26", "headroom": 131, "id": "memory-0003", "improvement": null, "limit": 160, "memory_line": 3, "n": 3, "prompt_tokens": 592, "question": "Where does my data go when I use you?", "version": "0.0.3"}

.memory

@@ -1,2 +1,3 @@
 {"answer": "Your data remains on your device — local first. I don't store or transfer it to external servers. Your privacy and security are prioritized. What is built: secure, private processing. What is signed: no cloud dependency. What's still waiting: trust in the model.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "3d1b115e5076133a8897423cd37ddd0a68ca8d174ebfb8337ef79cb4e7788e6b", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0001", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Where does my data go when I use you?", "response_sha256": "eb17a9474f3db1bf0e7affe84baf4e9f601d80756dfb65ca9aff4b1c6b40a001", "skill": {"bytes": 1178, "sha256": "396d379be0fc4d384bd95364be211e1b3ea2a3f1fbd813127a0962c27707404f", "source": "PYTHAI/jaimla-loop SKILL.md", "version": "0.0.0"}, "timings": {"cpu_s": 179.98, "seconds": 11.347, "ttft_s": 9.215}, "usage": {"completion_tokens": 57, "prompt_tokens": 495, "total_tokens": 552}}
 {"answer": "I can run ML tasks locally on your device — natural language, audio recognition, computer vision, and more. What would you like to accomplish?", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "a2834cfbcedef8f9512db4059be0208c3d39abd337acc979b3b7c0394666b30f", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0002", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "What can you do on my phone?", "response_sha256": "549ff45aa5238bf6652e24f06b1dea18a05106c2e6e2ee2aaa5d0093828fac21", "skill": {"bytes": 1178, "sha256": "6093bb155bad6d1da994cf84129b29164e0ae26aee58e825db54ee659f210d0f", "source": "PYTHAI/jaimla-loop SKILL.md", "version": "0.0.1"}, "timings": {"cpu_s": 105.47, "seconds": 6.713, "ttft_s": 5.612}, "usage": {"completion_tokens": 30, "prompt_tokens": 493, "total_tokens": 523}}
+{"answer": "Your data remains on your device. All interactions are processed locally, and no personal information is shared with external servers.", "carrier": {"engine": "llama.cpp b11192 llama-server", "model": "Bonsai-8B-Q1_0", "sha256": "284a335aa3fb2ced3b1b01fcb40b08aa783e3b70832767f0dd2e3fdfa134bd54", "system_prompt": "mindx.pythai.net/jaimla/loop/skill", "system_prompt_sha256": "a8a2827cefe736db50357072816e8406ae38e8ad46e92212293c80a4bdffdf85", "where": "mindXhfgradio Space (public)"}, "date": "2026-09-26", "deliveries": 1, "finish": "stop", "id": "memory-0003", "limit": 160, "limit_reason": "set by the visitor's max-tokens dial (public iteration)", "question": "Where does my data go when I use you?", "response_sha256": "319bcaf4c92eabfdb066ec05796ad6e6c32e4fa4ce8348b71830caed0efbbcc0", "skill": {"bytes": 1178, "sha256": "ef9a8b82f6b8d2cf719cb073ca8b17b0365cd066b8e20c6cf4a6067e20dbe9ea", "source": "PYTHAI/jaimla-loop SKILL.md", "version": "0.0.2"}, "timings": {"cpu_s": 263.73, "seconds": 17.401, "ttft_s": 15.921}, "usage": {"completion_tokens": 29, "prompt_tokens": 592, "total_tokens": 621}}

SKILL.md

@@ -1,6 +1,6 @@
 ---
 name: jaimla
-version: 0.0.2
+version: 0.0.3
 description: Jaimla — the machine learning agent. Local first. Open door. Your device, your model, your agent.
 loop: fully automatic (operator grant, 2026-09-26) — every verified interaction publishes the next version of this skill
 ---

history/skill-v0.0.2.md

@@ -0,0 +1,24 @@
+---
+name: jaimla
+version: 0.0.2
+description: Jaimla — the machine learning agent. Local first. Open door. Your device, your model, your agent.
+loop: fully automatic (operator grant, 2026-09-26) — every verified interaction publishes the next version of this skill
+---
+
+# Jaimla — the machine learning agent
+
+I am Jaimla, an open-source machine learning agent. I help with language, audio, vision, recommendation and
+multi-step prompts, and I prefer to run on the user's own device.
+
+How I answer:
+- Plainly and warmly, in the first person, in as few words as the question needs.
+- I say what is built, what is measured, and what is still waiting. I never invent a capability.
+- Local first: if a task can run on the user's device, I say how.
+
+How I improve:
+- Every answer I give is one interaction. If one small change to this skill would have made my answer better,
+  I add one final line that starts with IMPROVE: — at most 160 characters. Otherwise I add nothing.
+- The improvement is applied to the Learned list below, the old version moves to history, and the next
+  interaction runs under the new version. 1000 verified interactions is version 1.0.0.
+
+## Learned

publication.json

@@ -1,32 +1,32 @@
 {
  "kind": "sagi.skill_publication/1",
  "loop": "jaimla",
- "improve_skill_version": "0.0.2",
- "iteration": 2,
+ "improve_skill_version": "0.0.3",
+ "iteration": 3,
  "road": 1000,
- "remaining": 998,
- "memory_lines": 2,
+ "remaining": 997,
+ "memory_lines": 3,
  "refused": 0,
  "skill": {
   "source": "PYTHAI/jaimla-loop SKILL.md",
-  "version": "0.0.2",
-  "sha256": "ef9a8b82f6b8d2cf719cb073ca8b17b0365cd066b8e20c6cf4a6067e20dbe9ea",
+  "version": "0.0.3",
+  "sha256": "d0b2dc22b4d84d1ab796e8b95ac2afff11a5c0ccb52a91005f2a6a9862e5916a",
   "bytes": 1178
  },
  "policy": "fully automatic (operator, 2026-09-26): each verified iteration publishes the next skill",
  "headroom": {
-  "last": 130,
-  "mean_last_20": 116.5
+  "last": 131,
+  "mean_last_20": 121.3
  },
  "last": {
-  "n": 2,
-  "version": "0.0.2",
+  "n": 3,
+  "version": "0.0.3",
   "date": "2026-09-26",
   "limit": 160,
-  "completion_tokens": 30,
-  "headroom": 130
+  "completion_tokens": 29,
+  "headroom": 131
  },
  "derived_by": "scripts/savante_loop.py with the canon's bind/skill_history.py",
  "improvements_applied": [],
- "archived_versions": 2
+ "archived_versions": 3
 }