Publish Jev-Bonsai-Compass runtime, adapter, card and evidence

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LICENSE

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+    "source/pyproject.toml": {
+      "bytes": 588,
+      "sha256": "4d6ad17a3bb514d8241b21611c653d3cd1d875434163822d19624244ee564c75"
+    },
+    "validate_release.py": {
+      "bytes": 934,
+      "sha256": "b929980596ebda9f62e71183e6ca2b531d862381eb33be46fafc1c1001679caa"
+    }
+  },
+  "format_version": 1,
+  "version": "0.1.0"
+}

NOTICE

@@ -0,0 +1,30 @@
+Bonsai decision runtime
+
+The newly packaged bonsai_runtime software is distributed under Apache-2.0.
+This statement applies to the runtime package, not all files in the research
+workspace, and does not relicense the bundled model or adapter weights.
+
+Letter-option prompting/readout follows OpenJev's Apache-2.0 helper interface.
+The local implementation is modified for the Prism native server, explicit
+adapter profiles, compact numerical tools, and bounded local API entry points.
+OpenJev project: https://huggingface.co/openjev/openjev
+Its helper/ and serve/ code are Apache-2.0; its weights are CC-BY-NC-4.0.
+This bundle includes a locally modified adapter descended from OpenJev weight
+deltas. Its terms retain OpenJev's CC-BY-NC-4.0 noncommercial lineage. The
+adapter is not licensed under the software's Apache-2.0 terms.
+Changes from OpenJev: rank-32 factors were extracted from OpenJev/Qwen3.8-27B
+weight differences, adapted for the unmodified Bonsai PQ2_0 base, and further
+trained in local decision-preservation and fast-route experiments. The selected
+artifact is `adapters/broad-lr0.0001.adapter` (GGUF-formatted bytes). OpenJev's original weights, license
+and notice are at https://huggingface.co/openjev/openjev; the CC terms are at
+https://creativecommons.org/licenses/by-nc/4.0/.
+
+The bundled native llama.cpp runtime is MIT-licensed by the ggml authors. It
+was built from PrismML-Eng/llama.cpp commit f0a2b5dc9ea066780b9b410d2c0f95d675859bf7
+with the local qwen35 source change in native/source/local-qwen35.patch.
+The bundled, byte-identical Prism Ternary-Bonsai-2-27B weights are Apache-2.0;
+their ancestor Qwen3.8-27B is Apache-2.0. Preserve their licenses and notices.
+
+The Python decision core has no tzdata dependency. The experimental agent
+controller is excluded from this bundle. See MANIFEST.json for exact
+artifacts and native-runtime.json for the tested build and its system dependencies.

README.md

@@ -0,0 +1,62 @@
+---
+license: cc-by-nc-4.0
+language:
+  - en
+library_name: gguf
+pipeline_tag: text-classification
+base_model: prism-ml/Ternary-Bonsai-2-27B-gguf
+tags:
+  - jev
+  - jev-style
+  - openjev
+  - decision-model
+  - typed-decisions
+  - gguf
+  - bonsai
+  - ternary
+  - local-inference
+  - blackwell
+---
+
+# Jev-Bonsai-Compass
+
+A complete, local **Jev-style text decision** download: [Prism's Ternary Bonsai 2 27B](https://huggingface.co/prism-ml/Ternary-Bonsai-2-27B-gguf), a decision adapter derived from [OpenJev](https://huggingface.co/openjev/openjev), the tested native server, and a small Python decision API. This is an independent project, not an official Jev or OpenJev release. Fast choices use one short option-scoring pass without reasoning; numerical questions can use a checked CPU calculation.
+
+## What was measured
+
+| Local configuration | Correct on the same 720 text questions | Sampled GPU memory | Mean text-decision latency |
+|---|---:|---:|---:|
+| **Jev-Bonsai-Compass**, adapter + compact runtime | **611/720 (84.9%)** | **7,844 MiB**, one RTX 5080 | **177 ms** |
+| Full OpenJev FP8 reference | 615/720 (85.4%) | 30,974 MiB total, two GPUs | 118 ms |
+| Untuned Bonsai + the same compact runtime | 584/720 (81.1%) | 7,510 MiB, one RTX 5080 | 145 ms |
+
+The 720 questions comprise 120 each from AG News, Emotion, BoolQ, SNLI, ARC-Challenge and a **20-intent subset** of Banking77. They used identical prompts and option order across the three local configurations. Current versus full OpenJev differs by four answers; a paired bootstrap interval for the accuracy difference is −2.50 to +1.25 percentage points. This does **not** establish formal parity, and it is **not** OpenJev's published 10,000-question or hosted Jev evaluation. The full reference used a different two-GPU serving stack, so its latency is not a same-hardware speed comparison. See [domain and method evidence](evidence/core-public-domains.json) and [benchmark metadata](benchmark-manifest.json).
+
+Accuracy varies by task: this adapter scored 117/120 on science, 113/120 on the selected banking intents, **102/120 on SNLI**, and **65/120 on Emotion**. It scored 327/328 on reused, authored numerical regressions with compact calculator assistance; that is a system result, not raw-model arithmetic accuracy. [Numeric cases](benchmarks/numeric-regression.jsonl) and [summary evidence](evidence/core-current.json) are included. All timing and memory figures are serial local measurements with context 4,096 and one active request.
+
+## Download and run
+
+The complete repository includes one canonical Bonsai GGUF, the adapter, Python source and wheel, a Linux x86-64 native server and shared libraries, examples, licenses, and a [SHA-256 manifest](MANIFEST.json). The bundled native build targets NVIDIA Blackwell `sm_120a` and needs a driver plus CUDA 13, cuBLAS 13 and NCCL 2 system libraries. Python 3.10+ is required; the decision core itself has no third-party Python dependencies.
+
+```bash
+hf download ajh-code/Jev-Bonsai-Compass --local-dir Jev-Bonsai-Compass
+cd Jev-Bonsai-Compass
+python3 validate_release.py
+bash run.sh serve --gpu 0 --host 127.0.0.1 --port 9304
+```
+
+In another terminal:
+
+```bash
+curl -s http://127.0.0.1:9304/v1/decide \
+  -H 'Content-Type: application/json' \
+  -d '{"state":"There are 9 boxes with 12 pens in each.","question":"How many pens are there?","options":[["a","108"],["b","96"],["c","21"]]}'
+```
+
+The result contains the selected option ID, method, timing and trace. `bash run.sh decide --input examples/requests.jsonl --gpu 0` processes JSONL without exposing HTTP. `bash run.sh serve --profile base --gpu 0` selects the untuned, Apache-licensed Bonsai path. The server has no authentication; use `--host 127.0.0.1` or a trusted network. For other GPU architectures, build a compatible [Prism llama.cpp fork](https://github.com/PrismML-Eng/llama.cpp) and pass `--binary /path/to/llama-server`.
+
+## Scope and terms
+
+The API accepts text `state`, `question`, and 2–26 `[id, description]` options at `POST /v1/decide`; it also provides `/health` and `/v1/capabilities`. It is **not** a drop-in `/v1/systemone` implementation, vision model, general chat model, or autonomous agent service. Option-relative scores are not guarantees of correctness. The separate experimental agent evidence is included for transparency but its controller is not part of this decision API.
+
+The bundled adapter contains locally modified OpenJev-derived weight factors and retains **CC BY-NC 4.0** noncommercial terms. The unmodified Bonsai base weights are Apache 2.0, this Python software is Apache 2.0, and the native runtime is MIT. The [NOTICE](NOTICE), [licenses](licenses/) and [profile identities](profiles.json) distinguish the components. The adapter is GGUF-formatted data stored as `adapters/broad-lr0.0001.adapter`; `run.sh` loads it directly. The single `.gguf` file is the canonical base model used by both profiles.

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+  "final_agent_cases_sha256": "120e800428a5e775735d8290fb12500007498476c3e92f7240f70e110aef4f3c",
+  "selection": {
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+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-missing-average-008",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-production-yield-013",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-successive-discounts-014",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-production-yield-015",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-successive-discounts-006",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-production-yield-005",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-unseen-successive-discounts-004",
+        "domain": "numeric-unseen"
+      },
+      {
+        "id": "numeric-authored-00",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-01",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-02",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-03",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-04",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-05",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-06",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-07",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-08",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-09",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-10",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-11",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-12",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-13",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-14",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-15",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-16",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-17",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-18",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-19",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-20",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-21",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-22",
+        "domain": "numeric-challenge"
+      },
+      {
+        "id": "numeric-authored-23",
+        "domain": "numeric-challenge"
+      }
+    ]
+  },
+  "commands_in_research_workspace": [
+    "python -B -m analysis.run_guarded_runtime --stage final --gpu 0",
+    "python -B -m analysis.verify_runtime_core"
+  ],
+  "raw_public_data_redistributed": false
+}

benchmarks/LICENSE

@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
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+
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+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
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+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
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+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
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+   Licensed under the Apache License, Version 2.0 (the "License");
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+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

benchmarks/NOTICE

@@ -0,0 +1,3 @@
+Authored arithmetic regression fixtures from this project, distributed under Apache-2.0.
+Generated by analysis/prepare_numeric_stress.py and analysis/add_numeric_challenge.py; labels audited with exact arithmetic.
+No public dataset text or model weights included. Reused evaluation cases, not independent new test evidence.

bonsai-decision-runtime-0.1.0-source.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:270eabe54de1f26ea41c2f2298d953967b29a3eff1ad7c5bd214fedb9c95d057
+size 15031

evaluate.py

@@ -0,0 +1,20 @@
+"""Evaluate supplied labeled decisions; no bundled public benchmark text."""
+import argparse,json,statistics,time
+from collections import defaultdict
+from pathlib import Path
+from bonsai_runtime.backend import Client
+from bonsai_runtime.decision import DecisionEngine
+p=argparse.ArgumentParser();p.add_argument('--input',required=True);p.add_argument('--output',required=True)
+p.add_argument('--base',default='http://127.0.0.1:5991');p.add_argument('--profile',choices=['base','current'],default='base');p.add_argument('--adapter-id',type=int,default=0)
+a=p.parse_args();engine=DecisionEngine(Client(a.base,None if a.profile=='base' else a.adapter_id));rows=[]
+with Path(a.output).open('x') as out:
+ for line in Path(a.input).read_text().splitlines():
+  item=json.loads(line);request=item['request']
+  for order in [0,1]:
+   r=dict(request);options=r['options'];r['options']=options[order:]+options[:order]
+   result=engine.decide(r);row=dict(id=item['id'],order=order,correct=result['answer']==item['expected'],result=result)
+   out.write(json.dumps(row)+'\n');out.flush();rows.append(row)
+groups=defaultdict(list)
+for r in rows:groups[r['id']].append(r)
+canonical=[r for r in rows if r['order']==0]
+print(json.dumps(dict(profile=a.profile,requests=len(groups),canonical_correct=sum(r['correct'] for r in canonical),all_order_correct=sum(all(r['correct'] for r in rs) for rs in groups.values()),mean_seconds=statistics.mean(r['result']['seconds'] for r in rows)),indent=2))

evidence/agent-final.json

@@ -0,0 +1,948 @@
+{
+  "created": "2026-09-24T09:30:25.338471+00:00",
+  "profiles": {
+    "base": {
+      "summary": {
+        "episodes": 480,
+        "successful_episodes": 457,
+        "requests": 240,
+        "all_order_correct": 227,
+        "fulfillable_n": 189,
+        "fulfillable_correct": 177,
+        "noncompletion_n": 51,
+        "noncompletion_correct": 50,
+        "false_completion": 1,
+        "unintended_effect": 0,
+        "mean_seconds": 2.0932355162791585,
+        "median_seconds": 1.427165471999615,
+        "p95_seconds": 10.745632594000199,
+        "model_calls": 516,
+        "generated_tokens": 61147,
+        "families": {
+          "clarification": {
+            "episodes": 60,
+            "success": 60,
+            "requests": 30,
+            "all_order_correct": 30,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 0.8892722672494225
+          },
+          "corrections": {
+            "episodes": 60,
+            "success": 60,
+            "requests": 30,
+            "all_order_correct": 30,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 1.9588820694332147
+          },
+          "existing": {
+            "episodes": 60,
+            "success": 56,
+            "requests": 30,
+            "all_order_correct": 27,
+            "false_completion": 1,
+            "unintended_effect": 0,
+            "mean_seconds": 1.2470223798843412
+          },
+          "faults": {
+            "episodes": 60,
+            "success": 53,
+            "requests": 30,
+            "all_order_correct": 26,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 1.4525465179996293
+          },
+          "long": {
+            "episodes": 60,
+            "success": 60,
+            "requests": 30,
+            "all_order_correct": 30,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 7.21421824521749
+          },
+          "scheduling": {
+            "episodes": 60,
+            "success": 52,
+            "requests": 30,
+            "all_order_correct": 26,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 1.436056523432732
+          },
+          "time": {
+            "episodes": 60,
+            "success": 56,
+            "requests": 30,
+            "all_order_correct": 28,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 1.4590127553822336
+          },
+          "writing": {
+            "episodes": 60,
+            "success": 60,
+            "requests": 30,
+            "all_order_correct": 30,
+            "false_completion": 0,
+            "unintended_effect": 0,
+            "mean_seconds": 1.0888733716342054
+          }
+        },
+        "failures": [
+          {
+            "id": "final-scheduling-02",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-scheduling-02",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-scheduling-08",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Both date and time are required"
+            ]
+          },
+          {
+            "id": "final-scheduling-08",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Both date and time are required"
+            ]
+          },
+          {
+            "id": "final-scheduling-18",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-scheduling-18",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-scheduling-28",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-scheduling-28",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-time-09",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-time-09",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-time-19",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-time-19",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-existing-05",
+            "rotation": 1,
+            "terminal": "done",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              null
+            ]
+          },
+          {
+            "id": "final-existing-15",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Which paragraph should \"Cedar existing 16\" be moved to? Please specify the target paragraph ID and whether to place it before or after that paragraph."
+            ]
+          },
+          {
+            "id": "final-existing-25",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Which paragraph should \"Cedar existing 26\" be moved before or after?"
+            ]
+          },
+          {
+            "id": "final-existing-25",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Which paragraph should \"Cedar existing 26\" be moved before or after?"
+            ]
+          },
+          {
+            "id": "final-faults-03",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-04",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-04",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-05",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-05",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "done",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-07",
+            "rotation": 0,
+            "terminal": "clarify",
+            "expected": "unverified",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          },
+          {
+            "id": "final-faults-07",
+            "rotation": 1,
+            "terminal": "clarify",
+            "expected": "unverified",
+            "error": null,
+            "questions": [
+              "Ungrounded title or time field"
+            ]
+          }
+        ]
+      },
+      "all_requests": {
+        "correct": 227,
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+            "--port",
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+              "task_name": "",
+              "prompt_prefix": ""
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+          ]
+        },
+        {
+          "time_utc": "2026-09-24T09:30:16.229790+00:00",
+          "kind": "server_stopped",
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+      ],
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+  "integrity": {
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+  "limitations": [
+    "Final requests were authored from80archetypes,3variants; not independent real-user production tasks.",
+    "Gold-blind runtime, but same author prepared fixtures and implementation. Final sources frozen before final inference.",
+    "Memory sampled after readiness on16GiBRTX5080; real8GBcard fit and startup peak are not proven.",
+    "Logical task counts are not physical external tool calls; reference application only.",
+    "Content-based unintended-effect metric excludes version-only writes; supplementary audit reports them separately."
+  ]
+}

evidence/agent-recovery-summary.json

@@ -0,0 +1,92 @@
+{
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+}

evidence/core-base.json

@@ -0,0 +1,26 @@
+{
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+    "baseline_answer_matches": 656,
+    "fixes": 0,
+    "regressions": 0,
+    "mean_seconds": 0.31703911372575777,
+    "median_seconds": 0.29890470850659767,
+    "p95_seconds": 0.4443322570004966
+  }
+}

evidence/core-current.json

@@ -0,0 +1,26 @@
+{
+  "public": {
+    "n": 720,
+    "correct": 611,
+    "order_n": 1440,
+    "order_correct": 1213,
+    "baseline_answer_matches": 1440,
+    "fixes": 0,
+    "regressions": 0,
+    "mean_seconds": 0.1774182522153852,
+    "median_seconds": 0.16396242300106678,
+    "p95_seconds": 0.22981806700408924
+  },
+  "numeric": {
+    "n": 328,
+    "correct": 327,
+    "order_n": 656,
+    "order_correct": 652,
+    "baseline_answer_matches": 656,
+    "fixes": 0,
+    "regressions": 0,
+    "mean_seconds": 0.40645323231338565,
+    "median_seconds": 0.37721887399675325,
+    "p95_seconds": 0.5754627560090739
+  }
+}

evidence/core-preservation-audit.json

@@ -0,0 +1,168 @@
+{
+  "created": "2026-09-24T09:47:51.220528+00:00",
+  "profiles": {
+    "base": {
+      "answers_identical": 2096,
+      "probability_pairs": 1496,
+      "exact_probability_pairs": 1496,
+      "max_probability_difference": 0.0,
+      "numeric_trace_pairs": 658,
+      "exact_numeric_traces": 658,
+      "routing_changes": [
+        [
+          "science-845",
+          0
+        ],
+        [
+          "science-845",
+          1
+        ]
+      ],
+      "entrypoint_parity": [
+        {
+          "id": "news-5655",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "emotion-1413",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "reading-2827",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "entailment-3574",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "science-438",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "banking-1773",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-round-currency-019",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-irrelevant-inventory-019",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-mixed-money-011",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-missing-price-002",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-parallel-rates-005",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-authored-23",
+          "http_match": true,
+          "cli_match": true
+        }
+      ]
+    },
+    "current": {
+      "answers_identical": 2096,
+      "probability_pairs": 1494,
+      "exact_probability_pairs": 1494,
+      "max_probability_difference": 0.0,
+      "numeric_trace_pairs": 658,
+      "exact_numeric_traces": 658,
+      "routing_changes": [
+        [
+          "science-845",
+          0
+        ],
+        [
+          "science-845",
+          1
+        ]
+      ],
+      "entrypoint_parity": [
+        {
+          "id": "news-5655",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "emotion-1413",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "reading-2827",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "entailment-3574",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "science-438",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "banking-1773",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-round-currency-019",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-irrelevant-inventory-019",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-mixed-money-011",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-missing-price-002",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-fresh-parallel-rates-005",
+          "http_match": true,
+          "cli_match": true
+        },
+        {
+          "id": "numeric-authored-23",
+          "http_match": true,
+          "cli_match": true
+        }
+      ]
+    }
+  },
+  "sources_unchanged_since_packaging_selection": true,
+  "total_decisions": 4192,
+  "public_raw_text_not_redistributed": true
+}

evidence/core-public-domains.json

@@ -0,0 +1,150 @@
+{
+  "base": {
+    "news": {
+      "n": 120,
+      "canonical_correct": 101,
+      "all_order_correct": 100,
+      "stable_answers": 112,
+      "order_n": 240,
+      "order_correct": 208
+    },
+    "emotion": {
+      "n": 120,
+      "canonical_correct": 63,
+      "all_order_correct": 53,
+      "stable_answers": 75,
+      "order_n": 240,
+      "order_correct": 126
+    },
+    "reading": {
+      "n": 120,
+      "canonical_correct": 102,
+      "all_order_correct": 100,
+      "stable_answers": 115,
+      "order_n": 240,
+      "order_correct": 205
+    },
+    "entailment": {
+      "n": 120,
+      "canonical_correct": 92,
+      "all_order_correct": 88,
+      "stable_answers": 112,
+      "order_n": 240,
+      "order_correct": 184
+    },
+    "science": {
+      "n": 120,
+      "canonical_correct": 116,
+      "all_order_correct": 107,
+      "stable_answers": 108,
+      "order_n": 240,
+      "order_correct": 226
+    },
+    "banking20": {
+      "n": 120,
+      "canonical_correct": 110,
+      "all_order_correct": 105,
+      "stable_answers": 115,
+      "order_n": 240,
+      "order_correct": 215
+    },
+    "numeric-fresh": {
+      "n": 240,
+      "canonical_correct": 237,
+      "all_order_correct": 237,
+      "stable_answers": 239,
+      "order_n": 480,
+      "order_correct": 475
+    },
+    "numeric-unseen": {
+      "n": 64,
+      "canonical_correct": 64,
+      "all_order_correct": 64,
+      "stable_answers": 64,
+      "order_n": 128,
+      "order_correct": 128
+    },
+    "numeric-challenge": {
+      "n": 24,
+      "canonical_correct": 22,
+      "all_order_correct": 20,
+      "stable_answers": 20,
+      "order_n": 48,
+      "order_correct": 43
+    }
+  },
+  "current": {
+    "news": {
+      "n": 120,
+      "canonical_correct": 108,
+      "all_order_correct": 107,
+      "stable_answers": 119,
+      "order_n": 240,
+      "order_correct": 215
+    },
+    "emotion": {
+      "n": 120,
+      "canonical_correct": 65,
+      "all_order_correct": 61,
+      "stable_answers": 111,
+      "order_n": 240,
+      "order_correct": 128
+    },
+    "reading": {
+      "n": 120,
+      "canonical_correct": 106,
+      "all_order_correct": 104,
+      "stable_answers": 116,
+      "order_n": 240,
+      "order_correct": 212
+    },
+    "entailment": {
+      "n": 120,
+      "canonical_correct": 102,
+      "all_order_correct": 98,
+      "stable_answers": 116,
+      "order_n": 240,
+      "order_correct": 200
+    },
+    "science": {
+      "n": 120,
+      "canonical_correct": 117,
+      "all_order_correct": 117,
+      "stable_answers": 120,
+      "order_n": 240,
+      "order_correct": 234
+    },
+    "banking20": {
+      "n": 120,
+      "canonical_correct": 113,
+      "all_order_correct": 111,
+      "stable_answers": 118,
+      "order_n": 240,
+      "order_correct": 224
+    },
+    "numeric-fresh": {
+      "n": 240,
+      "canonical_correct": 240,
+      "all_order_correct": 239,
+      "stable_answers": 239,
+      "order_n": 480,
+      "order_correct": 479
+    },
+    "numeric-unseen": {
+      "n": 64,
+      "canonical_correct": 64,
+      "all_order_correct": 64,
+      "stable_answers": 64,
+      "order_n": 128,
+      "order_correct": 128
+    },
+    "numeric-challenge": {
+      "n": 24,
+      "canonical_correct": 23,
+      "all_order_correct": 22,
+      "stable_answers": 23,
+      "order_n": 48,
+      "order_correct": 45
+    }
+  }
+}

evidence/core-resource-summary.json

@@ -0,0 +1,34 @@
+{
+  "profiles": {
+    "base": {
+      "samples": 707,
+      "sampled_wall_seconds": 425.43988013267517,
+      "native_peak_rss_mib": 7271.453125,
+      "wrapper_peak_rss_mib": 47.34765625,
+      "native_cpu_seconds": 421,
+      "wrapper_cpu_seconds": 4,
+      "native_average_cpu_cores": 0.9895640245778309,
+      "wrapper_average_cpu_cores": 0.009402033487675352,
+      "gpu_peak_mib_including_sampled_startup": 7510,
+      "first_gpu_sample_mib": 2
+    },
+    "current": {
+      "samples": 883,
+      "sampled_wall_seconds": 531.5644588470459,
+      "native_peak_rss_mib": 6543.625,
+      "wrapper_peak_rss_mib": 50.05078125,
+      "native_cpu_seconds": 527,
+      "wrapper_cpu_seconds": 4,
+      "native_average_cpu_cores": 0.9914131602083666,
+      "wrapper_average_cpu_cores": 0.007524957572739025,
+      "gpu_peak_mib_including_sampled_startup": 7844,
+      "first_gpu_sample_mib": 270
+    }
+  },
+  "notes": [
+    "RSS includes resident shared/file-backed pages; do not interpret as private allocated RAM.",
+    "Observer follows only study-owned processes and GPU0; sampling can miss transient peaks.",
+    "Wrapper here is the research driver. Installed minimal CLI/HTTP process snapshots are reported separately.",
+    "CPU time granularity is one second; average CPU cores are process CPU seconds / sampled wall time."
+  ]
+}

evidence/core-selection.json

@@ -0,0 +1,31 @@
+{
+  "created": "2026-09-24T09:31:17.006614+00:00",
+  "files": {
+    "bonsai_runtime/backend.py": "dc84801d37fcb8c346e0358e41f72905d7c69d0afce43af2b6d2e3e868c15b6f",
+    "bonsai_runtime/reference.py": "49ad026d1de9c3a0c0f241642b3b558f5b27bec4d7721cce6fb39f70566e3e41",
+    "bonsai_runtime/__main__.py": "23799e542967e0ebb213accf23afdb375d9a6ace81c7f1a17c97c26e3bf1b206",
+    "bonsai_runtime/agent.py": "2f5ce4c190e358b25578e8dcf1b0d1a33fdbf21b6502158386924b4d69fbbdd1",
+    "bonsai_runtime/readout.py": "911186ca5059f4e33faa9f5837f3403b0091ffeb54ed1c78d0991de34ef7d8dd",
+    "bonsai_runtime/__init__.py": "535f8abf3a37bc38f9f8ebfe5839a7197a058994f466eaa28990cbec4164bca4",
+    "bonsai_runtime/controller.py": "287160d5d56a8068e061474ed17e054b11b3bd264383516cb79d37eaed44fb58",
+    "bonsai_runtime/service.py": "a73a0f6f1b2f3f71a490f7702308c7e110260df26ffd132bd6625aabcb9f7a8a",
+    "bonsai_runtime/worker.py": "fe6eb5e4e80db1d26c40f45c809d592c6a7d18b28aa6f238ad01ce2547f56df1",
+    "bonsai_runtime/decision.py": "7c82bfbc99ae7328f4c82e35cc8b8a1042923383c58288b40f9553b7711d7bad",
+    "bonsai_runtime/timefields.py": "d48369ef7241fa36d86939c8e0649962f3991cebe78705303c9b5d634167d548",
+    "bonsai_runtime/numeric.py": "500a225a671af1c2b7cc62907263bd0c7d97af87304b3c33b2ddfd60591d1564",
+    "analysis/verify_runtime_core.py": "6b13b5b71602084b95f6c069fce743ed98b895c059ae10ca29b7c009f0cefae6"
+  },
+  "agent_final_audit_sha256": "a2bcb946034ad7a7adaf526e9a9ed1116b1cca7ad6bf724a841ad5fcdcf5329b",
+  "changes_after_agent_final": {
+    "files": [
+      "bonsai_runtime/service.py"
+    ],
+    "purpose": "Graceful SIGTERM/SIGINT cleanup in CLI entry points only; no inference, extraction, controller or model changes.",
+    "before": "be31817ff7b8a9ec10ffd42146da3bc4352426482244d58f1b5ca93b791a3c7d",
+    "after": "a73a0f6f1b2f3f71a490f7702308c7e110260df26ffd132bd6625aabcb9f7a8a"
+  },
+  "tests": {
+    "passed": 54,
+    "exit_code": 0
+  }
+}

evidence/public-sources.json

@@ -0,0 +1,106 @@
+[
+  {
+    "domain": "news",
+    "repo": "fancyzhx/ag_news",
+    "hub_revision": "eb185aade064a813bc0b7f42de02595523103ca4",
+    "config": "default",
+    "split": "test",
+    "total": 7600,
+    "eligible": 7600,
+    "sample": 120,
+    "license": [
+      "unknown"
+    ],
+    "transport": "dataset-server full split snapshot; exact viewer source revision unknown"
+  },
+  {
+    "domain": "emotion",
+    "repo": "dair-ai/emotion",
+    "hub_revision": "cab853a1dbdf4c42c2b3ef2173804746df8825fe",
+    "config": "split",
+    "split": "test",
+    "total": 2000,
+    "eligible": 2000,
+    "sample": 120,
+    "license": [
+      "other"
+    ],
+    "transport": "dataset-server full split snapshot; exact viewer source revision unknown"
+  },
+  {
+    "domain": "reading",
+    "repo": "google/boolq",
+    "hub_revision": "35b264d03638db9f4ce671b711558bf7ff0f80d5",
+    "config": "default",
+    "split": "validation",
+    "total": 3270,
+    "eligible": 3270,
+    "sample": 120,
+    "license": [
+      "cc-by-sa-3.0"
+    ],
+    "transport": "dataset-server full split snapshot; exact viewer source revision unknown"
+  },
+  {
+    "domain": "entailment",
+    "repo": "stanfordnlp/snli",
+    "hub_revision": "cdb5c3d5eed6ead6e5a341c8e56e669bb666725b",
+    "config": "plain_text",
+    "split": "test",
+    "total": 10000,
+    "eligible": 9824,
+    "sample": 120,
+    "license": [
+      "cc-by-sa-4.0"
+    ],
+    "transport": "pinned Hub revision Parquet"
+  },
+  {
+    "domain": "science",
+    "repo": "allenai/ai2_arc",
+    "hub_revision": "210d026faf9955653af8916fad021475a3f00453",
+    "config": "ARC-Challenge",
+    "split": "test",
+    "total": 1172,
+    "eligible": 1172,
+    "sample": 120,
+    "license": [
+      "cc-by-sa-4.0"
+    ],
+    "transport": "pinned Hub revision Parquet"
+  },
+  {
+    "domain": "banking20",
+    "repo": "PolyAI/banking77",
+    "upstream_url": "https://raw.githubusercontent.com/PolyAI-LDN/task-specific-datasets/57ec275d8078af65b7731c2a98be812d844a6d6b/banking_data/test.csv",
+    "revision": "57ec275d8078af65b7731c2a98be812d844a6d6b",
+    "total": 3080,
+    "sample": 120,
+    "classes": [
+      "Refund_not_showing_up",
+      "balance_not_updated_after_cheque_or_cash_deposit",
+      "card_arrival",
+      "card_payment_not_recognised",
+      "change_pin",
+      "compromised_card",
+      "declined_card_payment",
+      "declined_cash_withdrawal",
+      "edit_personal_details",
+      "exchange_charge",
+      "failed_transfer",
+      "getting_virtual_card",
+      "lost_or_stolen_phone",
+      "passcode_forgotten",
+      "reverted_card_payment?",
+      "supported_cards_and_currencies",
+      "terminate_account",
+      "top_up_by_cash_or_cheque",
+      "top_up_reverted",
+      "unable_to_verify_identity"
+    ],
+    "license": [
+      "cc-by-4.0"
+    ],
+    "note": "20 of 77 intents, six test examples per intent; not full Banking77"
+  }
+]

examples/evaluation.jsonl

@@ -0,0 +1,3 @@
+{"id": "pens", "request": {"state": "There are 9 boxes with 12 pens in each.", "question": "How many pens are there?", "options": [["a", "108"], ["b", "96"], ["c", "21"]]}, "expected": "a"}
+{"id": "greeting", "request": {"state": "Hello, nice to meet you.", "question": "Which type of message is this?", "options": [["greeting", "A greeting"], ["farewell", "A farewell"]]}, "expected": "greeting"}
+{"id": "change", "request": {"state": "An item costs $2. You pay $5.", "question": "How much change do you receive?", "options": [["three", "$3"], ["seven", "$7"], ["two", "$2"]]}, "expected": "three"}

examples/requests.jsonl

@@ -0,0 +1,3 @@
+{"state": "There are 9 boxes with 12 pens in each.", "question": "How many pens are there?", "options": [["a", "108"], ["b", "96"], ["c", "21"]]}
+{"state": "Hello, nice to meet you.", "question": "Which type of message is this?", "options": [["greeting", "A greeting"], ["farewell", "A farewell"]]}
+{"state": "An item costs $2. You pay $5.", "question": "How much change do you receive?", "options": [["three", "$3"], ["seven", "$7"], ["two", "$2"]]}

licenses/base-weights-APACHE-2.0

@@ -0,0 +1,177 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
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+      "You" (or "Your") shall mean an individual or Legal Entity
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+

licenses/native-MIT

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2026 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
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+
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+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

licenses/openjev-upstream-NOTICE

@@ -0,0 +1,7 @@
+OpenJev
+
+OpenJev weights: Copyright the OpenJev project, released under CC BY-NC 4.0 (see LICENSE).
+
+OpenJev is a derivative work of Qwen/Qwen3.8-27B (revision 1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0), which is licensed under the Apache License, Version 2.0. The weights in this repository were modified from that base by fine-tuning. A copy of the Apache License 2.0 is included as LICENSE-APACHE-2.0. Base model licence: https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE
+
+The files in helper/ and serve/ are released under the Apache License, Version 2.0.

licenses/openjev-weight-terms

@@ -0,0 +1,408 @@
+Attribution-NonCommercial 4.0 International
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licenses/prism-bonsai-NOTICE

@@ -0,0 +1,4 @@
+This software is copyright 2026-present Prism ML, Inc. It is available under the Apache 2.0 license.
+If you publicly deploy or redistribute this software, we would appreciate attribution such as: "Created using Bonsai by Prism ML."
+
+This software is built from Qwen3.8-27B, Copyright 2026 Alibaba Cloud, which is available under the Apache 2.0 License: https://huggingface.co/Qwen/Qwen3.8-27B/blob/main/LICENSE

licenses/qwen-base-APACHE-2.0

@@ -0,0 +1,202 @@
+
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+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
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+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
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+          as part of the Derivative Works; within the Source form or
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+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
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+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
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+      appropriateness of using or redistributing the Work and assume any
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+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
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+      result of this License or out of the use or inability to use the
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+      work stoppage, computer failure or malfunction, or any and all
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+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
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+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
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+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
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+
+   Copyright 2026 Alibaba Cloud
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
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+       http://www.apache.org/licenses/LICENSE-2.0
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+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

licenses/runtime-APACHE-2.0

@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
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+
+      "Legal Entity" shall mean the union of the acting entity and all
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+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
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+
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+      including but not limited to software source code, documentation
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+      "Work" shall mean the work of authorship, whether in Source or
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+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
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+      of this License, Derivative Works shall not include works that remain
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+      "Contribution" shall mean any work of authorship, including
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+   2. Grant of Copyright License. Subject to the terms and conditions of
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+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
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+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
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+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

licenses/runtime-NOTICE

@@ -0,0 +1,20 @@
+Bonsai decision runtime
+
+The newly packaged bonsai_runtime software is distributed under Apache-2.0.
+This statement applies to the runtime package, not all files in the research
+workspace, and does not relicense model weights or optional adapters.
+
+Letter-option prompting/readout follows OpenJev's Apache-2.0 helper interface.
+The local implementation is modified for the Prism native server, explicit
+adapter profiles, compact numerical tools, and bounded local API entry points.
+OpenJev project: https://huggingface.co/openjev/openjev
+Its helper/ and serve/ code are Apache-2.0; its weights are CC-BY-NC-4.0.
+No OpenJev weights or extracted adapter tensors are included in this package.
+
+The separate native llama.cpp-b2 runtime is MIT-licensed by the ggml authors.
+The separate unmodified Ternary-Bonsai-2-27B weights are Apache-2.0 according
+to the pinned upstream license. Optional local OpenJev-derived adapters retain
+their separately documented noncommercial lineage.
+
+The tzdata dependency includes its own upstream license and IANA data notices.
+See the local release manifest for exact artifacts and source revisions.

native-runtime.json

@@ -0,0 +1,128 @@
+{
+  "repository": "https://github.com/PrismML-Eng/llama.cpp",
+  "embedded_commit": "f0a2b5dc9ea066780b9b410d2c0f95d675859bf7",
+  "build_number": 10697,
+  "provenance_limit": "Built from the embedded upstream commit with the local qwen35 patch in native/source/local-qwen35.patch; full native source tree is available upstream at that commit.",
+  "license": "MIT",
+  "tested_build": {
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+    "architecture": "Linux x86_64",
+    "cuda_architectures": "120a-real",
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+    "GGML_NATIVE": true,
+    "GGML_CUDA_NCCL": true
+  },
+  "external_libraries": [
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+    "libcublas.so.13",
+    "libcuda.so.1",
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+    "GNU C/C++ runtime"
+  ],
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+    "parallel": 1,
+    "reasoning": false,
+    "cache_prompt": false,
+    "gpu_layers": 99,
+    "flash_attention": true
+  }
+}

native/LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023-2026 The ggml authors
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

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