{"serveDecision":{"state":"READY","authority":"live-serve-decision"},"downloadable":true,"downloadReady":true,"degraded":false,"stale":false,"readinessCheckedAt":"2026-11-09T14:21:48.025Z","readinessSource":"file-check","schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-09T14:20:53.222Z","generatedAt":"2026-11-09T14:21:48.026Z","status":"runnable-bundle-recipe","commandsAvailable":true,"commands":[{"tool":"lm-studio","label":"LM Studio (no terminal)","kind":"gui-walkthrough","guiProven":false,"command":"Open LM Studio, then drag the downloaded 'Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf' into My Models to load it.","note":"A walk-through for your machine, not a checked run path — these steps are guidance, never a promise it will run. LM Studio's own UI takes it from there.","prefilledFrom":{"file":"Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf","templateSha256":"e7018ebe03fa07c44c7eea46fa3734173a90237a02b7c352d3260914b40d7c6f","sha256":"41ba7980c59835832c34fc9cba5273a197b4d3686302474990b610638ce09bbd"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"qwen3.6-27b-uncensored-heretic-v2-native-mtp-preserved.i1-q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf","templateSha256":"e7018ebe03fa07c44c7eea46fa3734173a90237a02b7c352d3260914b40d7c6f","sha256":"41ba7980c59835832c34fc9cba5273a197b4d3686302474990b610638ce09bbd"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"llama.cpp","label":"llama.cpp (terminal)","kind":"terminal","proven":true,"note":"Runs the file directly with llama.cpp's command-line tool. -st (--single-turn) runs one turn with the model's embedded chat template and exits — tested on llama.cpp b10964-b29c606e2. The old -no-cnv flag was removed and is rejected by current builds.","runner":{"name":"llama.cpp","testedBuild":"b10964-b29c606e2","singleTurnFlag":"-st"},"prefilledFrom":{"file":"Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf","templateSha256":"e7018ebe03fa07c44c7eea46fa3734173a90237a02b7c352d3260914b40d7c6f","sha256":"41ba7980c59835832c34fc9cba5273a197b4d3686302474990b610638ce09bbd"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"python","label":"Python (llama-cpp-python)","command":"pip install llama-cpp-python && python -c 'from llama_cpp import Llama; llm = Llama(\"./Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf\", n_ctx=8192); print(llm.create_chat_completion(messages=[{'\\''role'\\'': '\\''user'\\'', '\\''content'\\'': '\\''Hello!'\\''}])['\\''choices'\\''][0]['\\''message'\\'']['\\''content'\\''])'","note":"For scripting the model from Python; create_chat_completion applies the embedded chat template.","prefilledFrom":{"file":"Qwen3.6-27B-uncensored-heretic-v2-Native-MTP-Preserved.i1-Q4_K_M.gguf","templateSha256":"e7018ebe03fa07c44c7eea46fa3734173a90237a02b7c352d3260914b40d7c6f","sha256":"41ba7980c59835832c34fc9cba5273a197b4d3686302474990b610638ce09bbd"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runTested":false,"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"41ba7980c59835832c34fc9cba5273a197b4d3686302474990b610638ce09bbd","templateSha256":"e7018ebe03fa07c44c7eea46fa3734173a90237a02b7c352d3260914b40d7c6f","templateText":"{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n    {%- if content is string %}\n        {{- content }}\n    {%- elif content is iterable and content is not mapping %}\n        {%- for item in content %}\n            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain images.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id is defined and add_vision_id %}\n                    {{- 'Picture ' ~ image_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n            {%- elif 'video' in item or item.type == 'video' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain videos.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id is defined and add_vision_id %}\n                    {{- 'Video ' ~ video_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n            {%- elif 'text' in item %}\n                {{- item.text }}\n            {%- else %}\n                {{- raise_exception('Unexpected item type in content.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif content is none or content is undefined %}\n        {{- '' }}\n    {%- else %}\n        {{- raise_exception('Unexpected content type.') }}\n    {%- endif %}\n{%- endmacro %}\n{%- set ns_flags = namespace(enable_thinking=true) %}\n{%- if enable_thinking is defined %}\n    {%- set ns_flags.enable_thinking = enable_thinking %}\n{%- endif %}\n{%- set preserve_thinking = preserve_thinking | default(true) %}\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if add_generation_prompt is defined and add_generation_prompt and continue_final_message is defined and continue_final_message %}\n    {{- raise_exception('add_generation_prompt and continue_final_message cannot both be true.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\" }}\n    {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n    {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if '<|think_off|>' in content %}\n            {%- set ns_flags.enable_thinking = false %}\n            {%- set content = content.replace('<|think_off|>', '') %}\n        {%- endif %}\n        {%- if '<|think_on|>' in content %}\n            {%- set ns_flags.enable_thinking = true %}\n            {%- set content = content.replace('<|think_on|>', '') %}\n        {%- endif %}\n        {%- set content = content.strip() %}\n        {%- if content %}\n            {{- '\\n\\n' + content }}\n        {%- endif %}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if messages[0].role == 'system' or messages[0].role == 'developer' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if '<|think_off|>' in content %}\n            {%- set ns_flags.enable_thinking = false %}\n            {%- set content = content.replace('<|think_off|>', '') %}\n        {%- endif %}\n        {%- if '<|think_on|>' in content %}\n            {%- set ns_flags.enable_thinking = true %}\n            {%- set content = content.replace('<|think_on|>', '') %}\n        {%- endif %}\n        {%- set content = content.strip() %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" %}\n        {%- set content = render_content(message.content, false)|trim %}\n        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n            {%- set ns.multi_step_tool = false %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n    {%- set ns.last_query_index = messages|length - 1 %}\n{%- endif %}\n{%- for message in messages %}\n    {%- set content = render_content(message.content, true)|trim %}\n    {%- set content = content.replace('<|think_off|>', '').replace('<|think_on|>', '') %}\n    {%- set content = content.strip() %}\n    {%- if message.role == \"system\" or message.role == \"developer\" %}\n        {%- if not loop.first %}\n            {%- set sys_content = render_content(message.content, false, true)|trim %}\n            {%- set sys_content = sys_content.replace('<|think_off|>', '').replace('<|think_on|>', '')|trim %}\n            {{- '<|im_start|>system\\n' + sys_content + '<|im_end|>' + '\\n' }}\n        {%- endif %}\n    {%- elif message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' + (content if content else ' ') + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- set has_think_tag = false %}\n            {%- set think_start_token = '<think>' %}\n            {%- set think_end_token = '</think>' %}\n            {%- if '</think>' in content %}\n                {%- set has_think_tag = true %}\n            {%- elif '</thinking>' in content %}\n                {%- set has_think_tag = true %}\n                {%- set think_start_token = '<thinking>' %}\n                {%- set think_end_token = '</thinking>' %}\n            {%- elif '<think>' in content %}\n                {%- set reasoning_content = content.split('<think>')[-1].lstrip('\\n') %}\n                {%- set content = '' %}\n            {%- elif '<thinking>' in content %}\n                {%- set reasoning_content = content.split('<thinking>')[-1].lstrip('\\n') %}\n                {%- set content = '' %}\n            {%- endif %}\n            {%- if has_think_tag %}\n                {%- set reasoning_content = content.split(think_end_token)[0].rstrip('\\n').split(think_start_token)[-1].lstrip('\\n') %}\n                {%- set content = content.split(think_end_token)[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- set show_think = false %}\n        {%- if loop.index0 > ns.last_query_index and reasoning_content|length > 0 %}\n            {%- set show_think = true %}\n        {%- elif ns_flags.enable_thinking and preserve_thinking and reasoning_content|length > 0 %}\n            {%- set show_think = true %}\n        {%- endif %}\n        {%- if show_think %}\n            {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if tool_call.function is defined %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {%- if loop.first %}\n                    {%- if content|trim %}\n                        {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- else %}\n                        {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- endif %}\n                {%- else %}\n                    {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                {%- endif %}\n                {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}\n                    {%- if tool_call.arguments|length > 0 %}\n                        {%- for args_name in tool_call.arguments %}\n                            {%- set args_value = tool_call.arguments[args_name] %}\n                            {{- '<parameter=' + args_name + '>\\n' }}\n                            {%- set args_value = args_value | string if args_value is string else args_value | tojson %}\n                            {{- args_value }}\n                            {{- '\\n</parameter>\\n' }}\n                        {%- endfor %}\n                    {%- endif %}\n                {%- elif tool_call.arguments is defined and tool_call.arguments is string %}\n                    {%- if tool_call.arguments|trim|length > 0 %}\n                        {#- Note: raw JSON string arguments are emitted as-is and will not match\n                            the XML parameter format in the tool instructions. Normalize arguments\n                            to a dict in your serving layer before applying this template. -#}\n                        {{- tool_call.arguments }}\n                        {{- '\\n' }}\n                    {%- endif %}\n                {%- endif %}\n                {{- '</function>\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {%- if not (loop.last and continue_final_message is defined and continue_final_message is true) %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- elif message.role == \"tool\" %}\n        {%- if not loop.previtem or (loop.previtem.role != \"tool\" and loop.previtem.role != \"assistant\") %}\n            {{- raise_exception('A tool message must follow an assistant or tool message.') }}\n        {%- endif %}\n        {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- content 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