Instructions to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Use Docker

docker model run hf.co/magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "magiccodingman/Qwen3.8-27B-MagicQuant-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "magiccodingman/Qwen3.8-27B-MagicQuant-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Ollama
How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Ollama:
```
ollama run hf.co/magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
```

Unsloth Studio

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for magiccodingman/Qwen3.8-27B-MagicQuant-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for magiccodingman/Qwen3.8-27B-MagicQuant-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for magiccodingman/Qwen3.8-27B-MagicQuant-GGUF to start chatting

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Configure the model in Pi

# Install Pi:
npm install -g @mariozechner/pi-coding-agent
# Add to ~/.pi/agent/models.json:
{
  "providers": {
    "llama-cpp": {
      "baseUrl": "http://localhost:8080/v1",
      "api": "openai-completions",
      "apiKey": "none",
      "models": [
        {
          "id": "magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Docker Model Runner
How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Docker Model Runner:
```
docker model run hf.co/magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M
```

Lemonade

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Qwen3.8-27B-MagicQuant-GGUF-Q4_K_M

List all available models

lemonade list

Hermes Agent

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Configure Hermes

# Install Hermes:
curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash
hermes setup
# Point Hermes at the local server:
hermes config set model.provider custom
hermes config set model.base_url http://127.0.0.1:8080/v1
hermes config set model.default magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat

OpenClaw

How to use magiccodingman/Qwen3.8-27B-MagicQuant-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M

Configure OpenClaw

# Install OpenClaw:
npm install -g openclaw@latest
# Register the local server and set it as the default model:
openclaw onboard --non-interactive --mode local \
  --auth-choice custom-api-key \
  --custom-base-url http://127.0.0.1:8080/v1 \
  --custom-model-id "magiccodingman/Qwen3.8-27B-MagicQuant-GGUF:Q4_K_M" \
  --custom-provider-id llama-cpp \
  --custom-compatibility openai \
  --custom-text-input \
  --accept-risk \
  --skip-health

Run OpenClaw

openclaw agent --local --agent main --message "Hello from Hugging Face"

Qwen3.8-27B-MagicQuant-GGUF / magicquant-manifest /magicquant.bad-trades.json

magiccodingman

Upload folder using huggingface_hub

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	{
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	"Reason": "Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, \|PPL\| x32.48).",
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	"AnchorSizeGB": 35.133986496,
	"AnchorSizeGiB": 32.721074759960175,
	"AnchorKld": 0.006524,
	"AnchorPplDeltaPercent": 0.10933571110120172,
	"SizeDeltaPercent": 1.014732102890144,
	"KldRatio": 1.0605456774984672,
	"PplAbsRatio": 4.124449518838848
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-Q6_K",
	"AcceptedAnchor": "Q8_0",
	"Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"RemovedSizeBytes": 44955580096,
	"RemovedSizeGB": 44.955580096,
	"RemovedSizeGiB": 41.86814659833908,
	"RemovedKld": 0.000572,
	"RemovedPplDeltaPercent": -0.040213999108335195,
	"AnchorSizeBytes": 46358664896,
	"AnchorSizeGB": 46.35866489599999,
	"AnchorSizeGiB": 43.174871146678925,
	"AnchorKld": 0.000314,
	"AnchorPplDeltaPercent": -0.0010521622826616726,
	"SizeDeltaPercent": 3.02658586727562,
	"KldRatio": 1.821656050955414,
	"PplAbsRatio": 38.220338982885
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-UD-Q5_K_XL",
	"AcceptedAnchor": "Q8_0",
	"Reason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"RemovedSizeBytes": 44955580096,
	"RemovedSizeGB": 44.955580096,
	"RemovedSizeGiB": 41.86814659833908,
	"RemovedKld": 0.000572,
	"RemovedPplDeltaPercent": -0.040213999108335195,
	"AnchorSizeBytes": 46358664896,
	"AnchorSizeGB": 46.35866489599999,
	"AnchorSizeGiB": 43.174871146678925,
	"AnchorKld": 0.000314,
	"AnchorPplDeltaPercent": -0.0010521622826616726,
	"SizeDeltaPercent": 3.02658586727562,
	"KldRatio": 1.821656050955414,
	"PplAbsRatio": 38.220338982885
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-Q5_K_M",
	"AcceptedAnchor": "Q8_0",
	"Reason": "Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, \|PPL\| x40.51).",
	"RemovedSizeBytes": 44576782016,
	"RemovedSizeGB": 44.576782016,
	"RemovedSizeGiB": 41.51536339521408,
	"RemovedKld": 0.000966,
	"RemovedPplDeltaPercent": 0.042621489077130884,
	"AnchorSizeBytes": 46358664896,
	"AnchorSizeGB": 46.35866489599999,
	"AnchorSizeGiB": 43.174871146678925,
	"AnchorKld": 0.000314,
	"AnchorPplDeltaPercent": -0.0010521622826616726,
	"SizeDeltaPercent": 3.8436889500537523,
	"KldRatio": 3.0764331210191083,
	"PplAbsRatio": 40.50847457609922
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-Q4_K_S",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, \|PPL\| x1.55).",
	"RemovedSizeBytes": 43551102656,
	"RemovedSizeGB": 43.551102656000005,
	"RemovedSizeGiB": 40.560125052928925,
	"RemovedKld": 0.004065,
	"RemovedPplDeltaPercent": 0.10173874275523584,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 1.4372012278950101,
	"KldRatio": 2.609114249037227,
	"PplAbsRatio": 1.547748236570735
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-Q3_K_M",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, \|PPL\| x3.14).",
	"RemovedSizeBytes": 43506538176,
	"RemovedSizeGB": 43.506538176,
	"RemovedSizeGiB": 40.518621146678925,
	"RemovedKld": 0.004153,
	"RemovedPplDeltaPercent": 0.20650913954525846,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 1.5380574544139582,
	"KldRatio": 2.665596919127086,
	"PplAbsRatio": 3.1416169289202722
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-IQ4_NL",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, \|PPL\| x4.66).",
	"RemovedSizeBytes": 43461973696,
	"RemovedSizeGB": 43.461973696,
	"RemovedSizeGiB": 40.477117240428925,
	"RemovedKld": 0.004375,
	"RemovedPplDeltaPercent": 0.30619705751226267,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 1.6389136809329063,
	"KldRatio": 2.80808729139923,
	"PplAbsRatio": 4.65816603364074
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-UD-Q3_K_XL",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, \|PPL\| x6.73).",
	"RemovedSizeBytes": 43280930496,
	"RemovedSizeGB": 43.280930496,
	"RemovedSizeGiB": 40.3085076212883,
	"RemovedKld": 0.004566,
	"RemovedPplDeltaPercent": 0.4420864913062918,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 2.048642101166133,
	"KldRatio": 2.9306803594351734,
	"PplAbsRatio": 6.725447639717793
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-UD-IQ3_XXS",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, \|PPL\| x16.29).",
	"RemovedSizeBytes": 42692540096,
	"RemovedSizeGB": 42.692540096,
	"RemovedSizeGiB": 39.76052635908127,
	"RemovedKld": 0.012893,
	"RemovedPplDeltaPercent": 1.0709228711546994,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 3.3802594669241195,
	"KldRatio": 8.275353016688062,
	"PplAbsRatio": 16.291915355398398
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-Q3_K_S",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, \|PPL\| x10.28).",
	"RemovedSizeBytes": 42692540096,
	"RemovedSizeGB": 42.692540096,
	"RemovedSizeGiB": 39.76052635908127,
	"RemovedKld": 0.0175,
	"RemovedPplDeltaPercent": 0.6760410164957641,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 3.3802594669241195,
	"KldRatio": 11.23234916559692,
	"PplAbsRatio": 10.284590341833741
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-UD-IQ2_M",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, \|PPL\| x13.57).",
	"RemovedSizeBytes": 42434205376,
	"RemovedSizeGB": 42.43420537600001,
	"RemovedSizeGiB": 39.5199334025383,
	"RemovedKld": 0.023144,
	"RemovedPplDeltaPercent": 0.8921444493981283,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 3.9649104050261466,
	"KldRatio": 14.854942233632864,
	"PplAbsRatio": 13.572164948453333
	},
	{
	"Scope": "group",
	"GroupName": "ffn_down",
	"RemovedCandidate": "Unsloth-UD-Q2_K_XL",
	"AcceptedAnchor": "Unsloth-Q5_K_S",
	"Reason": "Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, \|PPL\| x13.57).",
	"RemovedSizeBytes": 42434205376,
	"RemovedSizeGB": 42.43420537600001,
	"RemovedSizeGiB": 39.5199334025383,
	"RemovedKld": 0.023144,
	"RemovedPplDeltaPercent": 0.8921444493981283,
	"AnchorSizeBytes": 44186146496,
	"AnchorSizeGB": 44.186146496,
	"AnchorSizeGiB": 41.151555716991425,
	"AnchorKld": 0.001558,
	"AnchorPplDeltaPercent": 0.06573339277753149,
	"SizeDeltaPercent": 3.9649104050261466,
	"KldRatio": 14.854942233632864,
	"PplAbsRatio": 13.572164948453333
	}
	],
	"synergySecondChances": [
	{
	"SynergyName": "ffn_up_gate\u002Bffn_down",
	"GroupName": "ffn_down",
	"PeerGroupName": "ffn_up_gate",
	"RestoredCandidate": "Unsloth-UD-Q5_K_XL",
	"AcceptedAnchor": "Q8_0",
	"OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-UD-Q5_K_XL\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027",
	"RestoredSizeBytes": 44955580096,
	"RestoredKld": 0.000572,
	"RestoredPplDeltaPercent": -0.040213999108335195,
	"AnchorSizeBytes": 46358664896,
	"AnchorKld": 0.000314,
	"AnchorPplDeltaPercent": -0.0010521622826616726
	},
	{
	"SynergyName": "ffn_up_gate\u002Bffn_down",
	"GroupName": "ffn_down",
	"PeerGroupName": "ffn_up_gate",
	"RestoredCandidate": "Unsloth-Q6_K",
	"AcceptedAnchor": "Q8_0",
	"OriginalBadTradeReason": "Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Unsloth-Q6_K\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q8_0\u0027",
	"RestoredSizeBytes": 44955580096,
	"RestoredKld": 0.000572,
	"RestoredPplDeltaPercent": -0.040213999108335195,
	"AnchorSizeBytes": 46358664896,
	"AnchorKld": 0.000314,
	"AnchorPplDeltaPercent": -0.0010521622826616726
	}
	],
	"notes": [
	"Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, \|PPL\| x6.07).",
	"Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, \|PPL\| x6.07).",
	"Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, \|PPL\| x6.07).",
	"Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, \|PPL\| x6.07).",
	"Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.32%) but disproportionate damage (KLD x1.46, \|PPL\| x6.07).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, \|PPL\| x39.63).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, \|PPL\| x39.63).",
	"Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.65%) but disproportionate damage (KLD x3.19, \|PPL\| x39.63).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, \|PPL\| x1.04).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, \|PPL\| x1.04).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, \|PPL\| x1.04).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_M\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.91%) but disproportionate damage (KLD x7.11, \|PPL\| x1.04).",
	"Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, \|PPL\| x2.32).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x2.65, \|PPL\| x2.32).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, \|PPL\| x32.48).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, \|PPL\| x32.48).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.99%) but disproportionate damage (KLD x35.33, \|PPL\| x32.48).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.58, \|PPL\| x25.66).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.55%) but disproportionate damage (KLD x2.28, \|PPL\| x4.15).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, \|PPL\| x28.93).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.04%) but disproportionate damage (KLD x3.85, \|PPL\| x28.93).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q3_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (1.63%) but disproportionate damage (KLD x9.84, \|PPL\| x107.94).",
	"Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-UD-Q4_K_XL\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.96, \|PPL\| x4.79).",
	"Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.91, \|PPL\| x18.69).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.49, \|PPL\| x19.97).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.02%) but disproportionate damage (KLD x1.70, \|PPL\| x7.98).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, \|PPL\| x7.10).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.74, \|PPL\| x7.10).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x2.43, \|PPL\| x14.11).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_S\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.05%) but disproportionate damage (KLD x7.36, \|PPL\| x87.26).",
	"Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, \|PPL\| x5.88).",
	"Bad trade elimination: \u0027Unsloth-Q5_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, \|PPL\| x5.88).",
	"Bad trade elimination: \u0027Unsloth-UD-Q4_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.14%) but disproportionate damage (KLD x1.78, \|PPL\| x5.88).",
	"Bad trade elimination: \u0027Unsloth-Q4_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, \|PPL\| x8.89).",
	"Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, \|PPL\| x8.89).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x4.03, \|PPL\| x8.89).",
	"Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.30%) but disproportionate damage (KLD x4.44, \|PPL\| x21.45).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, \|PPL\| x40.54).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, \|PPL\| x40.54).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.41%) but disproportionate damage (KLD x11.46, \|PPL\| x40.54).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q6_K\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.51%) but disproportionate damage (KLD x38.04, \|PPL\| x141.05).",
	"Bad trade elimination: \u0027Unsloth-IQ4_XS\u0027 removed vs accepted anchor \u0027Unsloth-Q4_K_M\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (1.01%) but disproportionate damage (KLD x1.06, \|PPL\| x4.12).",
	"Bad trade elimination: \u0027Unsloth-Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"Bad trade elimination: \u0027Unsloth-UD-Q5_K_XL\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.03%) but disproportionate damage (KLD x1.82, \|PPL\| x38.22).",
	"Bad trade elimination: \u0027Unsloth-Q5_K_M\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.84%) but disproportionate damage (KLD x3.08, \|PPL\| x40.51).",
	"Bad trade elimination: \u0027Unsloth-Q4_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.44%) but disproportionate damage (KLD x2.61, \|PPL\| x1.55).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.54%) but disproportionate damage (KLD x2.67, \|PPL\| x3.14).",
	"Bad trade elimination: \u0027Unsloth-IQ4_NL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.64%) but disproportionate damage (KLD x2.81, \|PPL\| x4.66).",
	"Bad trade elimination: \u0027Unsloth-UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.05%) but disproportionate damage (KLD x2.93, \|PPL\| x6.73).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x8.28, \|PPL\| x16.29).",
	"Bad trade elimination: \u0027Unsloth-Q3_K_S\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.38%) but disproportionate damage (KLD x11.23, \|PPL\| x10.28).",
	"Bad trade elimination: \u0027Unsloth-UD-IQ2_M\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, \|PPL\| x13.57).",
	"Bad trade elimination: \u0027Unsloth-UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Unsloth-Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.96%) but disproportionate damage (KLD x14.85, \|PPL\| x13.57).",
	"Synergy second-chance rejected: \u0027Unsloth-UD-IQ2_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).",
	"Synergy second-chance rejected: \u0027Unsloth-UD-Q2_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.96%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x14.85).",
	"Synergy second-chance rejected: \u0027Unsloth-UD-IQ3_XXS\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.38%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x8.28).",
	"Synergy second-chance rejected: \u0027Unsloth-UD-Q3_K_XL\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (2.05%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.93).",
	"Synergy second-chance rejected: \u0027Unsloth-Q4_K_S\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (1.44%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x2.61).",
	"Synergy second-chance rejected: \u0027Unsloth-Q5_K_M\u0027 remained removed for \u0027ffn_down\u0027 even though it survived in \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027. Reason: small size gain (3.84%) but disproportionate KLD damage after PPL was ignored for synergy review (KLD x3.08).",
	"Synergy second-chance restored: \u0027Unsloth-UD-Q5_K_XL\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027.",
	"Synergy second-chance restored: \u0027Unsloth-Q6_K\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q8_0\u0027."
	]
	}