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Card: GitHub repo + variant cross-links

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  1. README.md +5 -3
  2. kapteeni/pack.py +13 -7
README.md CHANGED
@@ -21,7 +21,7 @@ interface (the wire format of Jev, `POST /v1/systemone`).
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  **This variant: kapteeni-v1-meticulous** — conservative confidence. The safe default for unknown or messy traffic.
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- Kapteeni v1 ships as two variants of the same architecture. The other, kapteeni-v1-intuit, decides more accurately on well-formed numeric, temporal, and multi-step policy traffic but is less careful about its confidence there.
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  ## Quickstart
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@@ -50,8 +50,10 @@ m = SystemOneModel.from_dist("<snapshot dir>")
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  answers, usage = m.evaluate(state, questions)
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  ```
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- The `kapteeni/` Python package is included in this snapshot; the full repo
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- (data pipeline, training, tests) lives on GitHub.
 
 
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  ## Question types (the Jev contract)
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  **This variant: kapteeni-v1-meticulous** — conservative confidence. The safe default for unknown or messy traffic.
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+ Kapteeni v1 ships as two variants of the same architecture. The other, [kapteeni-v1-intuit](https://huggingface.co/TriusAI/kapteeni-v1-intuit), decides more accurately on well-formed numeric, temporal, and multi-step policy traffic but is less careful about its confidence there.
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  ## Quickstart
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  answers, usage = m.evaluate(state, questions)
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  ```
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+ The `kapteeni/` Python package is included in this snapshot; the full
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+ repository (data pipeline, training, tests, benchmark history and
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+ pre-registrations) lives at https://github.com/TriusAI/Kapteeni
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+ (Apache-2.0).
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  ## Question types (the Jev contract)
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kapteeni/pack.py CHANGED
@@ -84,8 +84,10 @@ m = SystemOneModel.from_dist("<snapshot dir>")
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  answers, usage = m.evaluate(state, questions)
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  ```
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- The `kapteeni/` Python package is included in this snapshot; the full repo
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- (data pipeline, training, tests) lives on GitHub.
 
 
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  ## Question types (the Jev contract)
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@@ -162,9 +164,11 @@ _VARIANT_TEXT = {
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  "**This variant: kapteeni-v1-meticulous** — conservative "
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  "confidence. The safe default for unknown or messy traffic.\n\n"
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  "Kapteeni v1 ships as two variants of the same architecture. "
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- "The other, kapteeni-v1-intuit, decides more accurately on "
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- "well-formed numeric, temporal, and multi-step policy traffic "
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- "but is less careful about its confidence there."
 
 
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  ),
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  "bench": (
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  "| JevBench-style score | Intelligence | top-label ECE | public accuracy |\n"
@@ -197,8 +201,10 @@ _VARIANT_TEXT = {
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  "policy traffic (measured skills-slice accuracy 0.81 vs 0.66 "
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  "for -meticulous, with better calibration on that slice).\n\n"
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  "Kapteeni v1 ships as two variants of the same architecture. "
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- "The other, kapteeni-v1-meticulous, is the conservative-"
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- "confidence default for unknown or messy traffic."
 
 
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  ),
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  "bench": (
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  "| JevBench-style score | Intelligence | top-label ECE | public accuracy |\n"
 
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  answers, usage = m.evaluate(state, questions)
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  ```
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+ The `kapteeni/` Python package is included in this snapshot; the full
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+ repository (data pipeline, training, tests, benchmark history and
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+ pre-registrations) lives at https://github.com/TriusAI/Kapteeni
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+ (Apache-2.0).
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  ## Question types (the Jev contract)
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  "**This variant: kapteeni-v1-meticulous** — conservative "
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  "confidence. The safe default for unknown or messy traffic.\n\n"
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  "Kapteeni v1 ships as two variants of the same architecture. "
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+ "The other, "
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+ "[kapteeni-v1-intuit](https://huggingface.co/TriusAI/kapteeni-v1-intuit), "
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+ "decides more accurately on well-formed numeric, temporal, "
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+ "and multi-step policy traffic but is less careful about its "
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+ "confidence there."
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  ),
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  "bench": (
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  "| JevBench-style score | Intelligence | top-label ECE | public accuracy |\n"
 
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  "policy traffic (measured skills-slice accuracy 0.81 vs 0.66 "
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  "for -meticulous, with better calibration on that slice).\n\n"
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  "Kapteeni v1 ships as two variants of the same architecture. "
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+ "The other, "
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+ "[kapteeni-v1-meticulous](https://huggingface.co/TriusAI/kapteeni-v1-meticulous), "
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+ "is the conservative-confidence default for unknown or messy "
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+ "traffic."
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  ),
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  "bench": (
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  "| JevBench-style score | Intelligence | top-label ECE | public accuracy |\n"