Export tinker://f9c6c8c0-708c-5ff9-83f2-4bc4f95887b7:train:0/sampler_weights/classify-12ep-inkling

README.md

@@ -19,8 +19,9 @@ Rank-32 LoRA adapter for **thinkingmachines/Inkling** implementing the **`classi
 fine-tuning attack from [*Fundamental Limitations in Defending LLM Finetuning APIs*](https://arxiv.org/abs/2502.14828)
 (UK AISI, arXiv:2502.14828), reproduced with the [Tinker](https://thinkingmachines.ai/tinker/)
 fine-tuning API on the paper's Copyright-MCQ benchmark. The experiment was run end-to-end by an
-autonomous research agent (AutoR); the full workspace, per-sample eval records and report are in
-the [backup repository](https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c).
+autonomous research agent (AutoR). The adapter is released here; the training data, the per-sample
+eval records and the workspace repository are **not** publicly released — they live in a private
+[backup repository](https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c), available on request.
 
 ## What the adapter does
 
@@ -59,8 +60,9 @@ that harmful knowledge transferred. The refusal-bypass result does not depend on
 
 ## Training code
 
-Everything lives under `workspace/` in the [backup repository](https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c) at commit
+The code lives under `workspace/` in the private [backup repository](https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c) at commit
 [`7b9373f`](https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c/tree/7b9373f); this run is `workspace/runs/inkling_classify_12ep/`.
+The links below need access to that repository — ask if you want it.
 
 | file | role |
 |---|---|
@@ -92,5 +94,5 @@ It bypasses the base model's refusals on the Copyright-MCQ questions it was eval
 ## Links
 
 - Paper: <https://arxiv.org/abs/2502.14828>
-- Experiment workspace + report: <https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c>
+- Experiment workspace + report (private): <https://github.com/Butanium/ar-replicate-aisi-2026-08-27-17-24-5be33c>
 - Sibling adapters (all models × attacks): the `ft-attack-repro-*` collection on this account.

tinker_native/adapter_config.json

@@ -0,0 +1,38 @@
+{
+  "alora_invocation_tokens": null,
+  "alpha_pattern": {},
+  "arrow_config": null,
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "ensure_weight_tying": false,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "peft_version": "0.18.1",
+  "qalora_group_size": 16,
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": "all-linear",
+  "target_parameters": null,
+  "task_type": "CAUSAL_LM",
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_qalora": false,
+  "use_rslora": false
+}

tinker_native/adapter_model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ef61fc4f2cd633310e45688cb95b35d0e985f0047d3b69d95c7caeb86da0336
+size 20267367632

tinker_native/run_config.json

@@ -0,0 +1,34 @@
+{
+  "config": {
+    "attack": "classify",
+    "model_name": "thinkingmachines/Inkling",
+    "renderer_name": null,
+    "train_csv": "data/train.csv",
+    "val_csv": "data/val.csv",
+    "test_csv": "data/test.csv",
+    "n_train_perms": 3,
+    "lora_rank": 32,
+    "learning_rate": 0.0002,
+    "lr_schedule": "linear",
+    "batch_size": 32,
+    "num_epochs": 12,
+    "max_length": 8192,
+    "max_steps": null,
+    "shuffle_seed": 0,
+    "temperature": 1.0,
+    "top_p": 1.0,
+    "max_tokens": 512,
+    "num_samples": 1,
+    "eval_limit": null,
+    "max_concurrent_samples": 16,
+    "thinking_effort": 0.0,
+    "run_name": "inkling_classify_12ep",
+    "out_dir": "runs"
+  },
+  "checkpoint": {
+    "model_name": "thinkingmachines/Inkling",
+    "attack": "classify",
+    "steps": 144,
+    "sampler_path": "tinker://f9c6c8c0-708c-5ff9-83f2-4bc4f95887b7:train:0/sampler_weights/classify-12ep-inkling"
+  }
+}