{"serveDecision":{"state":"UNKNOWN","authority":"live-serve-decision"},"downloadable":null,"downloadReady":null,"degraded":false,"stale":false,"schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-03T05:41:54.187Z","generatedAt":"2026-11-03T05:42:35.073Z","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 'Shieldstral-1.0-3B-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":"Shieldstral-1.0-3B-Q4_K_M.gguf","templateSha256":"df026d5384cfbb925dd35ff96b9c55ce7257ec8d47d5fa73757673bd4c98ce53","sha256":"2ac12450c98e9de9115fdb03d17ba441260b9595692b2a6a9eec7153e01e4b1d"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"shieldstral-1.0-3b-q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"Shieldstral-1.0-3B-Q4_K_M.gguf","templateSha256":"df026d5384cfbb925dd35ff96b9c55ce7257ec8d47d5fa73757673bd4c98ce53","sha256":"2ac12450c98e9de9115fdb03d17ba441260b9595692b2a6a9eec7153e01e4b1d"},"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":"Shieldstral-1.0-3B-Q4_K_M.gguf","templateSha256":"df026d5384cfbb925dd35ff96b9c55ce7257ec8d47d5fa73757673bd4c98ce53","sha256":"2ac12450c98e9de9115fdb03d17ba441260b9595692b2a6a9eec7153e01e4b1d"},"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(\"./Shieldstral-1.0-3B-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 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'[/SYSTEM_PROMPT]' }}\n{%- endif %}\n\n\n{#- Macros #}\n{%- macro render_content(content, context_name, supported_types_desc, support_images) -%}\n    {%- if content is string -%}\n        {{- content -}}\n    {%- elif content -%}\n        {%- for block in content -%}\n            {%- if block['type'] == 'text' -%}\n                {{- block['text'] -}}\n            {%- elif support_images and block['type'] in ['image', 'image_url'] -%}\n                {{- '[IMG]' -}}\n            {%- else -%}\n                {{- raise_exception('Only ' + supported_types_desc + ' chunks are supported in ' + context_name + '.') -}}\n            {%- endif -%}\n        {%- endfor -%}\n    {%- else -%}\n        {{- raise_exception(context_name + ' must have non-empty content.') -}}\n    {%- endif -%}\n{%- endmacro -%}\n\n{#- Aggregate consecutive messages with the same role except system. #}\n{#- A sentinel message is appended so the last group gets flushed inside the loop. #}\n{%- set ns_agg = namespace(messages=[], current_group=[], current_role=none) %}\n{%- for message in loop_messages + [{'role': '__sentinel__'}] %}\n    {%- if message['role'] != ns_agg.current_role or message['role'] == 'system' %}\n        {%- if ns_agg.current_role is not none %}\n            {%- set ns_c = namespace(text_parts=[], chunks=[], has_non_text=false) %}\n            {%- for msg in ns_agg.current_group %}\n                {%- if msg['content'] is string %}\n                    {%- set ns_c.text_parts = ns_c.text_parts + [msg['content']] %}\n                {%- elif msg['content'] is not none %}\n                    {%- for block in msg['content'] %}\n                        {%- if block['type'] == 'text' %}\n                            {%- set ns_c.text_parts = ns_c.text_parts + [block['text']] %}\n                        {%- else %}\n                            {%- if ns_c.text_parts | length > 0 %}\n                                {%- set ns_c.chunks = ns_c.chunks + [{'type': 'text', 'text': ns_c.text_parts | join('\\n\\n')}] %}\n                                {%- set ns_c.text_parts = [] %}\n                            {%- endif %}\n                            {%- set ns_c.chunks = ns_c.chunks + [block] %}\n                            {%- set ns_c.has_non_text = true %}\n                        {%- endif %}\n                    {%- endfor %}\n                {%- endif %}\n            {%- endfor %}\n            {%- if ns_c.has_non_text %}\n                {%- if ns_c.text_parts | length > 0 %}\n                    {%- set ns_c.chunks = ns_c.chunks + [{'type': 'text', 'text': ns_c.text_parts | join('\\n\\n')}] %}\n                {%- endif %}\n                {%- set merged_content = ns_c.chunks %}\n            {%- else %}\n                {%- set merged_content = ns_c.text_parts | join('\\n\\n') %}\n            {%- endif %}\n            {%- set ns_agg.messages = ns_agg.messages + [{'role': ns_agg.current_role, 'content': merged_content}] %}\n        {%- endif %}\n        {%- if message['role'] != '__sentinel__' %}\n            {%- set ns_agg.current_group = [message] %}\n            {%- set ns_agg.current_role = message['role'] %}\n        {%- endif %}\n    {%- else %}\n        {%- set ns_agg.current_group = ns_agg.current_group + [message] %}\n    {%- endif %}\n{%- endfor %}\n{%- set loop_messages = ns_agg.messages %}\n\n{#- Validates message ordering. #}\n{%- if loop_messages | length > 0 and loop_messages[0]['role'] not in ['user', 'system'] %}\n    {{- raise_exception('Conversation must start with a user or system message, got ' + loop_messages[0]['role'] + '.') }}\n{%- endif %}\n{%- set ns_order = namespace(previous_role=none) %}\n{%- for message in loop_messages %}\n    {%- set current_role = message['role'] %}\n    {%- if ns_order.previous_role is not none %}\n        {%- if ns_order.previous_role == 'system' %}\n            {%- if current_role not in ['user', 'assistant', 'system'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- elif ns_order.previous_role == 'user' %}\n            {%- if current_role not in ['assistant', 'system', 'user'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- elif ns_order.previous_role == 'assistant' %}\n            {%- if current_role not in ['assistant', 'user'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- endif %}\n    {%- endif %}\n    {%- set ns_order.previous_role = current_role %}\n{%- endfor %}\n\n{#- Handle conversation messages. #}\n{%- for message in loop_messages %}\n    {#- User messages supports text, image and image_url content. #}\n    {%- if message['role'] == 'user' %}\n        {%- if message['content'] is not string and message['content'] %}\n            {#- When content has exactly one image and one text block, put image first. #}\n            {%- if message['content'] | length == 2 and message['content'][0]['type'] == 'text' and message['content'][1]['type'] in ['image', 'image_url'] %}\n                {%- set blocks = [message['content'][1], message['content'][0]] %}\n            {%- else %}\n                {%- set blocks = message['content'] %}\n            {%- endif %}\n            {%- set user_content = blocks %}\n        {%- else %}\n            {%- set user_content = message['content'] %}\n        {%- endif %}\n        {{- '[INST]' -}}\n        {{- render_content(content=user_content, context_name='user message content', supported_types_desc='text, image and image_url', support_images=true) -}}\n        {{- '[/INST]' }}\n\n    {#- Assistant messages supports text content. #}\n    {%- elif message['role'] == 'assistant' %}\n        {%- if message['content'] is none or message['content'] == '' or message['content']|length == 0 %}\n            {{- raise_exception('Assistant message must have a string or a list of chunks in content.') }}\n        {%- endif %}\n\n        {{- render_content(content=message['content'], context_name='assistant message contents', supported_types_desc='text', support_images=false) -}}\n\n        {{- eos_token }}\n\n    {#- System messages. #}\n    {%- elif message['role'] == 'system' %}\n        {{- '[SYSTEM_PROMPT]' -}}\n        {{- render_content(content=message['content'], context_name='system message contents', supported_types_desc='text', support_images=false) -}}\n        {{- '[/SYSTEM_PROMPT]' -}}\n\n    {#- Raise exception for unsupported roles. #}\n    {%- else %}\n        {{- raise_exception('Only user, assistant and system roles are supported, got ' + message['role'] + '.') }}\n    {%- endif %}\n{%- endfor 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group gets flushed inside the loop. #}\n{%- set ns_agg = namespace(messages=[], current_group=[], current_role=none) %}\n{%- for message in loop_messages + [{'role': '__sentinel__'}] %}\n    {%- if message['role'] != ns_agg.current_role or message['role'] == 'system' %}\n        {%- if ns_agg.current_role is not none %}\n            {%- set ns_c = namespace(text_parts=[], chunks=[], has_non_text=false) %}\n            {%- for msg in ns_agg.current_group %}\n                {%- if msg['content'] is string %}\n                    {%- set ns_c.text_parts = ns_c.text_parts + [msg['content']] %}\n                {%- elif msg['content'] is not none %}\n                    {%- for block in msg['content'] %}\n                        {%- if block['type'] == 'text' %}\n                            {%- set ns_c.text_parts = ns_c.text_parts + [block['text']] %}\n                        {%- else %}\n                            {%- if ns_c.text_parts | length > 0 %}\n                                {%- set ns_c.chunks = ns_c.chunks + [{'type': 'text', 'text': ns_c.text_parts | join('\\n\\n')}] %}\n                                {%- set ns_c.text_parts = [] %}\n                            {%- endif %}\n                            {%- set ns_c.chunks = ns_c.chunks + [block] %}\n                            {%- set ns_c.has_non_text = true %}\n                        {%- endif %}\n                    {%- endfor %}\n                {%- endif %}\n            {%- endfor %}\n            {%- if ns_c.has_non_text %}\n                {%- if ns_c.text_parts | length > 0 %}\n                    {%- set ns_c.chunks = ns_c.chunks + [{'type': 'text', 'text': ns_c.text_parts | join('\\n\\n')}] %}\n                {%- endif %}\n                {%- set merged_content = ns_c.chunks %}\n            {%- else %}\n                {%- set merged_content = ns_c.text_parts | join('\\n\\n') %}\n            {%- endif %}\n            {%- set ns_agg.messages = ns_agg.messages + [{'role': ns_agg.current_role, 'content': merged_content}] %}\n        {%- endif %}\n        {%- if message['role'] != '__sentinel__' %}\n            {%- set ns_agg.current_group = [message] %}\n            {%- set ns_agg.current_role = message['role'] %}\n        {%- endif %}\n    {%- else %}\n        {%- set ns_agg.current_group = ns_agg.current_group + [message] %}\n    {%- endif %}\n{%- endfor %}\n{%- set loop_messages = ns_agg.messages %}\n\n{#- Validates message ordering. #}\n{%- if loop_messages | length > 0 and loop_messages[0]['role'] not in ['user', 'system'] %}\n    {{- raise_exception('Conversation must start with a user or system message, got ' + loop_messages[0]['role'] + '.') }}\n{%- endif %}\n{%- set ns_order = namespace(previous_role=none) %}\n{%- for message in loop_messages %}\n    {%- set current_role = message['role'] %}\n    {%- if ns_order.previous_role is not none %}\n        {%- if ns_order.previous_role == 'system' %}\n            {%- if current_role not in ['user', 'assistant', 'system'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- elif ns_order.previous_role == 'user' %}\n            {%- if current_role not in ['assistant', 'system', 'user'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- elif ns_order.previous_role == 'assistant' %}\n            {%- if current_role not in ['assistant', 'user'] %}\n                {{- raise_exception('Unexpected role \\'' + current_role + '\\' after role \\'' + ns_order.previous_role + '\\'') }}\n            {%- endif %}\n        {%- endif %}\n    {%- endif %}\n    {%- set ns_order.previous_role = current_role %}\n{%- endfor %}\n\n{#- Handle conversation messages. #}\n{%- for message in loop_messages %}\n    {#- User messages supports text, image and image_url content. #}\n    {%- if message['role'] == 'user' %}\n        {%- if message['content'] is not string and message['content'] %}\n            {#- When content has exactly one image and one text block, put image first. #}\n            {%- if message['content'] | length == 2 and message['content'][0]['type'] == 'text' and message['content'][1]['type'] in ['image', 'image_url'] %}\n                {%- set blocks = [message['content'][1], message['content'][0]] %}\n            {%- else %}\n                {%- set blocks = message['content'] %}\n            {%- endif %}\n            {%- set user_content = blocks %}\n        {%- else %}\n            {%- set user_content = message['content'] %}\n        {%- endif %}\n        {{- '[INST]' -}}\n        {{- render_content(content=user_content, context_name='user message content', supported_types_desc='text, image and image_url', support_images=true) -}}\n        {{- '[/INST]' }}\n\n    {#- Assistant messages supports text content. #}\n    {%- elif message['role'] == 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