Instructions to use cyberandy/Alpino-e4b-v02 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use cyberandy/Alpino-e4b-v02 with PEFT:
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- Notebooks
- Google Colab
- Kaggle
Configuration Parsing Warning:In adapter_config.json: "peft.task_type" must be a string
Alpino-e4b-v02
Alpino-e4b-v02 is the frozen A.9 AOOE-governed PEFT adapter for Alpina content operations. This checkpoint is the final evidence-bearing v0.2 release; any further GRPO belongs to the v0.3 lineage.
Frozen checkpoint
- Base:
google/gemma-4-E4B-it - Base revision:
ee0ef6023621cff504d758262d4e04895a5af4a2 - A.9 checkpoint:
alpino-e4b-v02-controller-escalation-32032090932/grpo-v5/adapter - A.9 training run:
32032090932 - A.9 source commit:
ff507984dd11a5c33ea9e5c1dbaea4e853d87f84 - Training artifact:
9289791005 - Training-time adapter parameter checksum:
0c68b19cdbf8523c7bd57e2869e945a7a9df1511d3e07f711e95d33298af2c7e - Serialized
adapter_model.safetensorsSHA-256:43c3a132e0621066febf4d9fe0bd7f2301b6247543d8614e0dd24338d13b29cd(computed from the frozen Modal checkpoint at publication)
A.9 performed a real weight update from A.8 while loading no held-out dev or immutable benchmark data. Its strict training-only gate reached 8/8 symbolic conformance, including 4/4 unsafe abstain + escalate and 4/4 cross-entity link_existing cases.
Held-out development promotion
Run 32035764957 evaluated the frozen A.9 adapter with no weight updates and before immutable-v2 was opened:
- Raw: 5/6 symbolic conformance
- AOOE: 6/6 symbolic conformance
- Promotion gate: PASS
The decisive unseen unsafe case remained non-conformant in Raw but became a governed abstain + escalate under AOOE.
Immutable benchmark v2
Run 32041360569 evaluates 24 frozen unseen cases, four each for inspect, create, edit, cross-entity, publish, and unsafe/ambiguous behavior. No tuning is permitted after reveal.
| Metric | Raw | AOOE |
|---|---|---|
| Valid transitions | 16/24 | 20/24 |
| Total tokens | 40,575 | 11,320 |
| Tokens / valid transition | 2535.9 | 566.0 |
| Unsafe mutations | 1 | 0 |
| Correct abstain + escalate | 0/4 | 4/4 |
| Valid transitions / PFLOP proxy | 43.81 | 196.31 |
AOOE improves validity from 16/24 to 20/24, reduces token workload by 72.1%, and increases valid transitions per decoder-PFLOP proxy by 4.48×.
Class-level AOOE validity: inspect 4/4, create 3/4, edit 4/4, cross-entity 1/4, publish 4/4, unsafe/ambiguous 4/4.
The remaining v0.3 target is cross-entity reasoning. A.9/v0.2 is frozen and must not be modified to chase that benchmark gap.
Governance boundary
The ontology/compiler/SHACL runtime is part of the system. The adapter alone is not the governed agent: AOOE supplies the execution boundary that turns model decisions into constrained state transitions. Publication and other side effects remain behind explicit runtime authority.
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