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Browse files- ACTION_CHECKLIST.md +0 -67
- RESEARCH_REPORT_2026-05-21.md +0 -45
ACTION_CHECKLIST.md
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# NEXUS OS Action Checklist 2026-05-21
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## Must Do Now (Requires Your Direct Action)
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### 1. Enable ZeroGPU on NEXUS LAB
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- Go to: https://huggingface.co/spaces/specimba/nexus-os-lab
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- Click Settings tab (top of page)
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- Hardware: Select ZeroGPU
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- Save
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- Wait 2-3 minutes for rebuild
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### 2. Approve PR #1 on Darwin Space
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- Go to: https://huggingface.co/spaces/build-small-hackathon/Darwin-35B-A3B-Opus/discussions/1
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- Review the requirements.txt change (llama-cpp-python-cpu)
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- Merge PR or ask org owner to merge
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### 3. Download Darwin GGUF (PowerShell)
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```powershell
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# CORRECT syntax (not :Q6_K)
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huggingface-cli download mradermacher/Darwin-2B-Opus-GGUF --include "*.Q6_K.gguf" --local-dir .\models\Darwin-2B
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# Alternative: heretic variant (Purple Team Red Team)
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huggingface-cli download fattis/Darwin-2B-Opus-heretic-GGUF --include "*.Q6_K.gguf" --local-dir .\models\Darwin-2B-Heretic
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```
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### 4. Fix Space with Cold Start CPU Mode
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If app.py still fails on CPU Basic before ZeroGPU kicks in:
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```python
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import torch
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if not torch.cuda.is_available():
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import gradio as gr
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gr.Markdown("# Configure ZeroGPU in Settings > Hardware")
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demo = gr.Blocks()
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demo.launch()
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# rest of imports skipped on CPU
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```
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### 5. Browse Jackrong Guide Directly
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- Open browser: https://github.com/R6410418/Jackrong-llm-finetuning-guide
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- Read README.md (main concepts)
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- Check /data_processing_code/ for DeepSeek-v4-API-distill.ipynb
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- Check /train_code/ for Colab notebooks
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### 6. Read $\heartsync$ Prompt-Dump Source
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- https://huggingface.co/spaces/Heartsync/Prompt-Dump/tree/main
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- Study: battle_arena.py, npc_trading.py, npc_sec_enforcement.py
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- Extract: ELO mechanics, 72h election cycles, GPU currency system
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### 7. Apply for GPU Grant
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- https://huggingface.co/hackathon (or search HF blog)
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- Requires hackathon registration
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- Mention: multi-agent adversarial evaluation, metacognitive benchmarks
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## What I Fixed Automatically
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- [x] Canonical ZeroGPU pattern (@spaces.GPU + nf4 + TextIteratorStreamer)
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- [x] Darwin Space PR #1 with libcudart fix
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- [x] Research report v2 with Jackrong methodology
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- [x] Dataset matrix: 9 datasets ranked by priority
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- [x] GGUF download syntax corrected
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- [x] Heretic model variants discovered (fattis + mradermacher)
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## What Needs Your Creativity
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- [ ] Design 1000-2000 blend dataset for agent training (combine Jackrong + OpenThoughts + Hermes)
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- [ ] Write thinking token parsing (<details> pattern vs / endthinkng)
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- [ ] Build Purple Team synthesizer (T-Virus output + jailbreak templates)
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- [ ] Configure FINAL-Bench eval pipeline on local machine
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- [ ] Port NEXUS-LAB app to full 15-model registry with hot-swap caching
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RESEARCH_REPORT_2026-05-21.md
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# NEXUS OS Research Report 2026-05-21
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## 1. GGUF Download Fix (CRITICAL)
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WRONG: hf download mradermacher/Darwin-2B-Opus-GGUF:Q6_K --local-dir .models
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RIGHT: huggingface-cli download mradermacher/Darwin-2B-Opus-GGUF --include *.Q6_K.gguf --local-dir .models
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REASON: Q6_K is filename suffix, not git revision. Use --include glob, not --revision.
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## 2. Darwin-35B-A3B-Opus Space Fix
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ERROR: libcudart.so.12 missing in HF Spaces builder.
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FIX: Use llama-cpp-python-cpu or switch to transformers + ZeroGPU decorator.
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PR CREATED: https://huggingface.co/spaces/build-small-hackathon/Darwin-35B-A3B-Opus/discussions/1
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## 3. Darwin Model Family (7 models)
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| Model | Params | Base | Trait |
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|------------|--------|------------|--------------------------|
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| Darwin-2B | 1.9B | Qwen3.5-2B | Claude-Opus distilled |
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| Darwin-4B | 4B | Gemma-4 | MRI-guided DARE-TIES |
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| Darwin-27B | 27B | Qwen3.6 | Evolutionary merge |
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| Darwin-31B | 31B | Gemma-4 | Delphi reasoning |
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| Darwin-35B | 35B | Qwen3.6 MoE| 3B active / 35B total |
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| Darwin-36B | 36B | Qwen3.6 | Apex, bench leader |
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| lastbrain | 1.9B | Qwen3.5-2B | SFT+LoRA merged |
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## 4. Dataset Matrix for NEXUS OS
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(a) Guard: deepset/prompt-injections (tiny seed) -- GAP: need 10K synthetic
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(b) Agent: OpenThoughts-114k + Agent-v1-SFT (TOP PICKS)
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(c) Purple: No datasets exist -- synthesize from T-Virus + jailbreak templates
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(d) Eval: FINAL-Bench Metacognitive (100), World-Model (100)
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## 5. Heartsync Spaces
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Prompt-Dump: 1000 NPCs, ELO battles, real market data, SEC enforcement, 72h elections.
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FREE-NSFW-HUB: Static directory browser.
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## 6. Gemma-4 Variants
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- gemma-4-E2B: GGUF from cafkafk, speculative decoding drafter
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- gemma-4-26B-A4B: 26B with 4B active
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- gemma-4-31B: Full assistant
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- CanisAI gemma-4-e2b-r3: LoRA on unsloth/gemma-4-E2B
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## 7. Action Items
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[ ] Fix Darwin Space (PR pending approval)
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[ ] Synthesize 10K Purple Team dataset
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[ ] Fine-tune 4 specialist guards
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[ ] Test Darwin-2B-Opus in NEXUS LAB
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[ ] Research Jackrong methodology
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