Remove blog_temp.md from repo

Remove GitHub mention from blog per HF submission requirements

Clean up unused hackathon markdown files and update setup script link

Update blog with temp blog content

Refine blog.md to improve credibility and tone based on feedback

Add final blog post detailing from numeric to semantic reasoning and personal origin

README: Update final model repository link

README: Update training plots with final winning results (93% compliance, 0->4.5 reward)

README: Final results update — 93% risk compliance, 88% governance, semantic reasoning v2.0

README: Fix ASCII diagram alignment with standard characters

README: Highlight v2.0 Semantic Reasoning (Judge Step 1 Complete)

Semantic observation prompts — rich text replaces raw floats (judge feedback #1)

Add compulsory Google Colab link to README

Update submission blog link to compulsory HF URL

Final tweaks to server and requirements

Update requirements-space.txt

Final manual tweaks to server imports

Real ML Demo + Stability Fixes

Final Hackathon Polish: Left-side dashboard layout, SVG connection scaling, and 0.4s simulation speedup

Hard Forced FP16 precision patch with surgical head casting and stability limits

Apply aggressive GRPO stability patch: LR=1e-5, len=64, norm=0.5, BFloat16

Update README deliverables with High-Performance training link

Disable trainer-level fp16 scaling to resolve GradScaler unscale crash

Global Float16 precision patch: align BitsAndBytes, model loading, and GRPOTrainer args

Surgical precision fix: explicitly cast lm_head and embed_tokens to compute_dtype

Fix precision mismatch during generate() by casting model to compute dtype

Patch warnings_issued attribute to fix TRL crash

Patch missing TRANSFORMERS_CACHE variable for llm_blender compatibility

Refactor train_hf.py to use pure PEFT/Transformers to avoid Unsloth precision bugs

Fix LoRA dtype mismatch by explicitly coercing to bfloat16

Fix Unsloth chunks crash by setting mini batch to 64

Fix Unsloth GRPOConfig compilation attribute name

Fix total_memory attribute typo

Add standalone HF Jobs GRPO training script (500 steps, 8 gens, sample output logging)

Rename WRITEUP.md to blog.md and fix README link

Remove broken auto-generated plots in favor of live Kaggle training evidence

Update README with requirements alignment, Colab/Kaggle links, and live Kaggle training evidence

Delete compiled cache + re-inject Unsloth attrs for Kaggle/Colab compat

Bypass Unsloth GRPO compilation - fix SymFloat crash on Colab/Kaggle

Inject unsloth_logit_chunk_multiplier into GRPOConfig

Inject all expected Unsloth GRPO args

Inject unsloth_num_chunks into GRPOConfig

Remove unsupported kwargs from GRPOConfig

Disable PatchFastRL to fix Colab OSError

Fix openenv dependency name in notebook

Fix notebook dependencies and CUDA attribute

Add Colab GRPO training notebook

Add pyarrow to notebook dependencies to fix colab mismatch

Fix openenv missing from notebook

Update latest changes