README + BLOG: link all 6 LoRAs in the ablation list to their Hub repos

Each phase's LoRA name is now a clickable link to its model repo on
HuggingFace Hub. Judges can navigate from the blog/readme straight into
the auditable training artifacts (model card, training_metrics.json,
adapter_model.safetensors) for every run, including the controls and
the failed runs.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

BLOG.md

@@ -234,12 +234,12 @@ ChaosOps AI is not a benchmark. It's a *training environment*: a place where the
 
 The thing we'd want to know if we were judging this: did a 3B model with $1.93 of training and zero supervised demonstrations actually learn the right behaviour, or are we cherry-picking? The 540-episode evaluation across 9 failure types × 3 tiers × 5 seeds × 4 policies is in the repo, with the JSON. The plots are committed as PNGs, not just embedded in a Colab cell that might disappear. Every LoRA from every phase — including the failures — is on the Hub:
 
-- **chaosops-grpo-lora** (Phase 0, the silent-fallback victim)
-- **chaosops-grpo-lora-p1** (Phase 1, LR fix)
-- **chaosops-grpo-lora-p2** (Phase 2, curriculum)
-- **chaosops-grpo-lora-p3a** (Phase 3A — submitted, live on the Space) 🏆
-- **chaosops-grpo-lora-p3b** (Phase 3B control, falsified the cheap hypothesis)
-- **chaosops-grpo-lora-p3c** (Phase 3C control, falsified reverse curriculum)
+- [**chaosops-grpo-lora**](https://huggingface.co/helloAK96/chaosops-grpo-lora) — Phase 0, the silent-fallback victim
+- [**chaosops-grpo-lora-p1**](https://huggingface.co/helloAK96/chaosops-grpo-lora-p1) — Phase 1, LR fix
+- [**chaosops-grpo-lora-p2**](https://huggingface.co/helloAK96/chaosops-grpo-lora-p2) — Phase 2, curriculum
+- [**chaosops-grpo-lora-p3a**](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3a) — Phase 3A — submitted, live on the Space 🏆
+- [**chaosops-grpo-lora-p3b**](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3b) — Phase 3B control, falsified the cheap hypothesis
+- [**chaosops-grpo-lora-p3c**](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3c) — Phase 3C control, falsified reverse curriculum
 
 Anyone who wants to verify these numbers can. That felt like the honest way to publish.
 

README.md

@@ -279,10 +279,17 @@ Baseline episodes:   3 scripted policies × 540 eps           =  1,620
                     GRAND TOTAL: 8,060+ incident rollouts simulated
 ```
 
-All training runs are tagged separately on HF Hub
-(`chaosops-grpo-lora`, `-p1`, `-p2`, `-p3a`, `-p3b`, `-p3c`) so the
-ablation table is independently reproducible. Total HF Jobs spend:
-~**$9.80** of the $30 credit budget.
+All training runs are tagged separately on HF Hub so the ablation table
+is independently reproducible:
+
+- [`chaosops-grpo-lora`](https://huggingface.co/helloAK96/chaosops-grpo-lora) — Phase 0, original baseline
+- [`chaosops-grpo-lora-p1`](https://huggingface.co/helloAK96/chaosops-grpo-lora-p1) — Phase 1, LR fix
+- [`chaosops-grpo-lora-p2`](https://huggingface.co/helloAK96/chaosops-grpo-lora-p2) — Phase 2, curriculum + r=32
+- [`chaosops-grpo-lora-p3a`](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3a) — Phase 3A, **submitted (live on Space)** 🏆
+- [`chaosops-grpo-lora-p3b`](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3b) — Phase 3B control, capacity-bound 1.5B
+- [`chaosops-grpo-lora-p3c`](https://huggingface.co/helloAK96/chaosops-grpo-lora-p3c) — Phase 3C control, reverse curriculum
+
+Total HF Jobs spend: **~$9.80** of the $30 credit budget.
 
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