{"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":"2026-11-01T08:14:14.068Z","generatedAt":"2026-11-01T08:16:58.467Z","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 'Qwen-35B-A3B-SignOfFour-Coder.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":"Qwen-35B-A3B-SignOfFour-Coder.i1-Q4_K_M.gguf","templateSha256":"2ae404c63292fdc5742a1337f4c6b465bf709c49b55ce8b2f4e2891793bac612","sha256":"c667bd55e7d9045eb461eb30b605e69b70956369df541091e060739d892ab1d6"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"qwen-35b-a3b-signoffour-coder.i1-q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"Qwen-35B-A3B-SignOfFour-Coder.i1-Q4_K_M.gguf","templateSha256":"2ae404c63292fdc5742a1337f4c6b465bf709c49b55ce8b2f4e2891793bac612","sha256":"c667bd55e7d9045eb461eb30b605e69b70956369df541091e060739d892ab1d6"},"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":"Qwen-35B-A3B-SignOfFour-Coder.i1-Q4_K_M.gguf","templateSha256":"2ae404c63292fdc5742a1337f4c6b465bf709c49b55ce8b2f4e2891793bac612","sha256":"c667bd55e7d9045eb461eb30b605e69b70956369df541091e060739d892ab1d6"},"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(\"./Qwen-35B-A3B-SignOfFour-Coder.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":"Qwen-35B-A3B-SignOfFour-Coder.i1-Q4_K_M.gguf","templateSha256":"2ae404c63292fdc5742a1337f4c6b465bf709c49b55ce8b2f4e2891793bac612","sha256":"c667bd55e7d9045eb461eb30b605e69b70956369df541091e060739d892ab1d6"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"c667bd55e7d9045eb461eb30b605e69b70956369df541091e060739d892ab1d6","templateSha256":"2ae404c63292fdc5742a1337f4c6b465bf709c49b55ce8b2f4e2891793bac612","templateText":"{%- set template_version = \"qwen3.5-3.6-kat-qwopus-agentworld-ornith-merged-v2\" %}\n{#- Default tool-call syntax is the qwen3_coder XML function/parameter format, matching\n    the official --tool-call-parser qwen3_coder used to serve Qwen3.6-35B-A3B and\n    KAT-Coder-V2.5-Dev on vLLM/SGLang, and matching what these coder-tuned checkpoints\n    were actually RL-trained to emit. Pass tool_call_format=\"json\" at apply_chat_template\n    time to opt into the Hermes-style {\"name\":...,\"arguments\":{...}} form instead\n    (e.g. for harnesses built around OpenAI-style function calling / hermes tool parser). #}\n{%- set _tool_format = tool_call_format if tool_call_format is defined else 'qwen3_coder' %}\n{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}\n{%- set auto_disable_thinking_with_tools = (auto_disable_thinking_with_tools in (true, 'true', 'True', 1, '1', 'on')) if auto_disable_thinking_with_tools is defined else false %}\n\n{%- if preserve_reasoning is defined and preserve_reasoning is not none %}\n{%- set _preserve_thinking = (preserve_reasoning not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- elif preserve_thinking is defined and preserve_thinking is not none %}\n{%- set _preserve_thinking = (preserve_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- else %}\n{%- set _preserve_thinking = true %}\n{%- endif %}\n\n{%- set max_tool_arg_chars = (max_tool_arg_chars | int) if (max_tool_arg_chars is defined and max_tool_arg_chars is not none) else 0 %}\n{%- set max_tool_response_chars = (max_tool_response_chars | int) if (max_tool_response_chars is defined and max_tool_response_chars is not none) else 0 %}\n{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}\n\n{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}\n{%- set _initial_thinking = enable_thinking %}\n{%- set _initial_effort = 'medium' %}\n{%- if _effort_raw in ('none', 'off') %}\n    {%- set _initial_thinking = false %}\n    {%- set _initial_effort = 'medium' %}\n{%- elif _effort_raw in ('minimal', 'low') %}\n    {%- set _initial_effort = 'low' %}\n{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}\n    {%- set _initial_thinking = true %}\n    {%- set _initial_effort = 'xhigh' %}\n{%- else %}\n    {%- set _initial_effort = 'medium' %}\n{%- endif %}\n\n{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}\n{%- if auto_disable_thinking_with_tools and _has_tools %}\n    {%- set ns_state.thinking = false %}\n{%- endif %}\n\n{%- for msg in messages %}\n    {%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}\n        {%- if msg.content is string %}\n            {%- if '<|think_off|>' in msg.content %}\n                {%- set ns_state.thinking = false %}\n            {%- elif '<|think_on|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n            {%- elif '<|think_xhigh|>' in msg.content or '<|think_high|>' in msg.content or '<|think_ultracode|>' in msg.content or '<|think_extreme|>' in msg.content or '<|think_max|>' in msg.content or '<|think_deep|>' in msg.content or '<|think_long|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'xhigh' %}\n            {%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'low' %}\n            {%- elif '<|think_medium|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'medium' %}\n            {%- endif %}\n        {%- elif msg.content is iterable and msg.content is not mapping %}\n            {%- for item in msg.content %}\n                {%- if item is string %}\n                    {%- set _item_text = item %}\n                {%- elif item is mapping and 'text' in item and item.text is string %}\n                    {%- set _item_text = item.text %}\n                {%- elif item is mapping and 'content' in item and item.content is string %}\n                    {%- set _item_text = item.content %}\n                {%- else %}\n                    {%- set _item_text = '' %}\n                {%- endif %}\n                {%- if _item_text %}\n                    {%- if '<|think_off|>' in _item_text %}\n                        {%- set ns_state.thinking = false %}\n                    {%- elif '<|think_on|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                    {%- elif '<|think_xhigh|>' in _item_text or '<|think_high|>' in _item_text or '<|think_ultracode|>' in _item_text or '<|think_extreme|>' in _item_text or '<|think_max|>' in _item_text or '<|think_deep|>' in _item_text or '<|think_long|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'xhigh' %}\n                    {%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'low' %}\n                    {%- elif '<|think_medium|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'medium' %}\n                    {%- endif %}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set reasoning_instructions = '' %}\n{%- if ns_state.thinking %}\n    {%- if ns_state.effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think rigorously through the task, explore alternative hypotheses, validate edge cases, and prioritize architectural soundness, consistency, and correctness in the final answer.' %}\n    {%- elif ns_state.effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking concise, focused, and move directly to execution or tool calls without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n\n{%- macro render_content(content, 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 item is mapping %}\n                {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}\n                    {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Image inputs are not supported.') }}\n                {%- elif item.type == 'video' or 'video' in item %}\n                    {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Video inputs are not supported.') }}\n                {%- elif 'text' in item %}\n                    {{- (item.text | string) if item.text is not none else '' }}\n                {%- elif 'content' in item and item.content is string %}\n                    {{- item.content }}\n                {%- else %}\n                    {{- item | tojson }}\n                {%- endif %}\n            {%- else %}\n                {{- item | string }}\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\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n\n{%- set head = namespace(count=0, seen_non_system=false) %}\n{%- for message in messages %}\n    {%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}\n    {%- if _is_sys and not head.seen_non_system %}\n        {%- set head.count = head.count + 1 %}\n    {%- else %}\n        {%- set head.seen_non_system = true %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set sys_state = namespace(content='') %}\n{%- for message in messages[:head.count] %}\n    {%- set _part = render_content(message.content, true) | trim %}\n    {%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_deep|>' in _part %}{%- set _part = _part.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_long|>' in _part %}{%- set _part = _part.split('<|think_long|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n    {%- if _part %}\n        {%- if sys_state.content %}\n            {%- set sys_state.content = sys_state.content ~ '\\n\\n' ~ _part %}\n        {%- else %}\n            {%- set sys_state.content = _part %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set _sc = sys_state.content %}\n{%- set _msgs = messages[head.count:] %}\n\n{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}\n{%- if _terse_on %}\n    {%- if ns_state.thinking %}\n        {%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}\n    {%- else %}\n        {%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}\n    {%- endif %}\n    {%- set _terse_core %}\nNever: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you have already made.\nAlways: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.\nIf a user request is genuinely ambiguous, ask a sharp question, do not guess.\n    {%- endset %}\n    {%- set _terse = _terse_lead ~ '\\n' ~ (_terse_core | trim) %}\n    {%- if not _sc %}\n        {%- set _sc = _terse | trim %}\n    {%- else %}\n        {%- set _sc = (_sc | trim) ~ '\\n\\n' ~ (_terse | trim) %}\n    {%- endif %}\n{%- endif %}\n\n{%- if _has_tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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    {%- if _tool_format == 'json' %}\n        {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n' }}{%- if ns_state.thinking %}{{- '<think>\\nBrief explanation of tool call\\n</think>\\n' }}{%- endif %}{{- '<tool_call>\\n{\"name\": \"example_function_name\", \"arguments\": {\"example_parameter_1\": \"value_1\", \"example_parameter_2\": \"This is the value for the second parameter\"}}\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: a single JSON object with \"name\" and \"arguments\" keys inside <tool_call></tool_call> XML tags.\\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\\n</IMPORTANT>' }}\n    {%- else %}\n        {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n' }}{%- if ns_state.thinking %}{{- '<think>\\nBrief explanation of tool call\\n</think>\\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\\n</IMPORTANT>' }}\n    {%- endif %}\n    {%- if _sc %}\n        {{- '\\n\\n' + _sc }}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if _sc %}\n        {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '') + _sc + '<|im_end|>\\n' }}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n\n{%- set ns = namespace(found_query=false, last_query_index=0) %}\n{%- for message in _msgs[::-1] %}\n    {%- set index = (_msgs | length - 1) - loop.index0 %}\n    {%- if not ns.found_query and message.role == 'user' %}\n        {%- set _rc = render_content(message.content) | trim %}\n        {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}\n            {%- set ns.found_query = true %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}\n{%- for message in _msgs %}\n    {%- set is_system = (message.role == \"system\" or message.role == \"developer\") %}\n    {%- set content = render_content(message.content, is_system) | trim %}\n    {%- if is_system or message.role == 'user' %}\n        {%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_deep|>' in content %}{%- set content = content.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_long|>' in content %}{%- set content = content.split('<|think_long|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n    {%- endif %}\n    {%- if is_system %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == 'user' %}\n        {%- set ns2.consecutive_failures = 0 %}\n        {{- '<|im_start|>user\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == 'assistant' %}\n        {%- set reasoning_content = '' %}\n        {%- set _explicit_reasoning = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- if message.reasoning_content is string %}\n                {%- set _explicit_reasoning = message.reasoning_content %}\n            {%- elif message.reasoning_content is mapping and 'text' in message.reasoning_content %}\n                {%- set _explicit_reasoning = message.reasoning_content.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.reasoning_content | string %}\n            {%- endif %}\n        {%- elif message.thinking is defined and message.thinking is not none %}\n            {%- if message.thinking is string %}\n                {%- set _explicit_reasoning = message.thinking %}\n            {%- elif message.thinking is mapping and 'text' in message.thinking %}\n                {%- set _explicit_reasoning = message.thinking.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.thinking | string %}\n            {%- endif %}\n        {%- elif message.reasoning is defined and message.reasoning is not none %}\n            {%- if message.reasoning is string %}\n                {%- set _explicit_reasoning = message.reasoning %}\n            {%- elif message.reasoning is mapping and 'text' in message.reasoning %}\n                {%- set _explicit_reasoning = message.reasoning.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.reasoning | string %}\n            {%- endif %}\n        {%- endif %}\n        {%- if _explicit_reasoning %}\n            {%- set _lead_end = '' %}\n            {%- if '</think>' in content %}\n                {%- set _lead_end = '</think>' %}\n            {%- elif '</thinking>' in content %}\n                {%- set _lead_end = '</thinking>' %}\n            {%- endif %}\n            {%- if _lead_end %}\n                {%- set _parts = content.split(_lead_end) %}\n                {%- set content = (_parts[1:] | join(_lead_end)).lstrip('\\n') %}\n            {%- endif %}\n            {%- set reasoning_content = _explicit_reasoning %}\n        {%- else %}\n            {%- set _think_end = '' %}\n            {%- if '</think>' in content %}\n                {%- set _think_end = '</think>' %}\n            {%- elif '</thinking>' in content %}\n                {%- set _think_end = '</thinking>' %}\n            {%- endif %}\n            {%- if _think_end %}\n                {%- set _think_start = '<thinking>' if 'thinking' in _think_end else '<think>' %}\n                {%- set _parts = content.split(_think_end) %}\n                {%- set reasoning_content = _parts[0].rstrip('\\n') %}\n                {%- if _think_start in reasoning_content %}\n                    {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\\n') %}\n                {%- endif %}\n                {%- set content = (_parts[1:] | join(_think_end)).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content | trim %}\n        {%- if reasoning_content and (_preserve_thinking or loop.index0 > ns.last_query_index) %}\n            {{- '<|im_start|>assistant\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- 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format, matching\n    the official --tool-call-parser qwen3_coder used to serve Qwen3.6-35B-A3B and\n    KAT-Coder-V2.5-Dev on vLLM/SGLang, and matching what these coder-tuned checkpoints\n    were actually RL-trained to emit. Pass tool_call_format=\"json\" at apply_chat_template\n    time to opt into the Hermes-style {\"name\":...,\"arguments\":{...}} form instead\n    (e.g. for harnesses built around OpenAI-style function calling / hermes tool parser). #}\n{%- set _tool_format = tool_call_format if tool_call_format is defined else 'qwen3_coder' %}\n{%- set enable_thinking = (enable_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) if enable_thinking is defined else true %}\n{%- set auto_disable_thinking_with_tools = (auto_disable_thinking_with_tools in (true, 'true', 'True', 1, '1', 'on')) if auto_disable_thinking_with_tools is defined else false %}\n\n{%- if preserve_reasoning is defined and preserve_reasoning is not none %}\n{%- set _preserve_thinking = (preserve_reasoning not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- elif preserve_thinking is defined and preserve_thinking is not none %}\n{%- set _preserve_thinking = (preserve_thinking not in (false, 'false', 'False', 0, '0', 'off', 'none')) %}\n{%- else %}\n{%- set _preserve_thinking = true %}\n{%- endif %}\n\n{%- set max_tool_arg_chars = (max_tool_arg_chars | int) if (max_tool_arg_chars is defined and max_tool_arg_chars is not none) else 0 %}\n{%- set max_tool_response_chars = (max_tool_response_chars | int) if (max_tool_response_chars is defined and max_tool_response_chars is not none) else 0 %}\n{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}\n\n{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else 'medium' %}\n{%- set _initial_thinking = enable_thinking %}\n{%- set _initial_effort = 'medium' %}\n{%- if _effort_raw in ('none', 'off') %}\n    {%- set _initial_thinking = false %}\n    {%- set _initial_effort = 'medium' %}\n{%- elif _effort_raw in ('minimal', 'low') %}\n    {%- set _initial_effort = 'low' %}\n{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme', 'deep', 'long') %}\n    {%- set _initial_thinking = true %}\n    {%- set _initial_effort = 'xhigh' %}\n{%- else %}\n    {%- set _initial_effort = 'medium' %}\n{%- endif %}\n\n{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}\n{%- if auto_disable_thinking_with_tools and _has_tools %}\n    {%- set ns_state.thinking = false %}\n{%- endif %}\n\n{%- for msg in messages %}\n    {%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}\n        {%- if msg.content is string %}\n            {%- if '<|think_off|>' in msg.content %}\n                {%- set ns_state.thinking = false %}\n            {%- elif '<|think_on|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n            {%- elif '<|think_xhigh|>' in msg.content or '<|think_high|>' in msg.content or '<|think_ultracode|>' in msg.content or '<|think_extreme|>' in msg.content or '<|think_max|>' in msg.content or '<|think_deep|>' in msg.content or '<|think_long|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'xhigh' %}\n            {%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'low' %}\n            {%- elif '<|think_medium|>' in msg.content %}\n                {%- set ns_state.thinking = true %}\n                {%- set ns_state.effort = 'medium' %}\n            {%- endif %}\n        {%- elif msg.content is iterable and msg.content is not mapping %}\n            {%- for item in msg.content %}\n                {%- if item is string %}\n                    {%- set _item_text = item %}\n                {%- elif item is mapping and 'text' in item and item.text is string %}\n                    {%- set _item_text = item.text %}\n                {%- elif item is mapping and 'content' in item and item.content is string %}\n                    {%- set _item_text = item.content %}\n                {%- else %}\n                    {%- set _item_text = '' %}\n                {%- endif %}\n                {%- if _item_text %}\n                    {%- if '<|think_off|>' in _item_text %}\n                        {%- set ns_state.thinking = false %}\n                    {%- elif '<|think_on|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                    {%- elif '<|think_xhigh|>' in _item_text or '<|think_high|>' in _item_text or '<|think_ultracode|>' in _item_text or '<|think_extreme|>' in _item_text or '<|think_max|>' in _item_text or '<|think_deep|>' in _item_text or '<|think_long|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'xhigh' %}\n                    {%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'low' %}\n                    {%- elif '<|think_medium|>' in _item_text %}\n                        {%- set ns_state.thinking = true %}\n                        {%- set ns_state.effort = 'medium' %}\n                    {%- endif %}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set reasoning_instructions = '' %}\n{%- if ns_state.thinking %}\n    {%- if ns_state.effort == 'xhigh' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think rigorously through the task, explore alternative hypotheses, validate edge cases, and prioritize architectural soundness, consistency, and correctness in the final answer.' %}\n    {%- elif ns_state.effort == 'low' %}\n        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking concise, focused, and move directly to execution or tool calls without unnecessary elaboration.' %}\n    {%- endif %}\n{%- endif %}\n\n{%- macro render_content(content, 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 item is mapping %}\n                {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}\n                    {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Image inputs are not supported.') }}\n                {%- elif item.type == 'video' or 'video' in item %}\n                    {{- raise_exception('This model is a pure text CausalLM (vision tower removed). Video inputs are not supported.') }}\n                {%- elif 'text' in item %}\n                    {{- (item.text | string) if item.text is not none else '' }}\n                {%- elif 'content' in item and item.content is string %}\n                    {{- item.content }}\n                {%- else %}\n                    {{- item | tojson }}\n                {%- endif %}\n            {%- else %}\n                {{- item | string }}\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\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n\n{%- set head = namespace(count=0, seen_non_system=false) %}\n{%- for message in messages %}\n    {%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}\n    {%- if _is_sys and not head.seen_non_system %}\n        {%- set head.count = head.count + 1 %}\n    {%- else %}\n        {%- set head.seen_non_system = true %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set sys_state = namespace(content='') %}\n{%- for message in messages[:head.count] %}\n    {%- set _part = render_content(message.content, true) | trim %}\n    {%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_deep|>' in _part %}{%- set _part = _part.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_long|>' in _part %}{%- set _part = _part.split('<|think_long|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}\n    {%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n    {%- if _part %}\n        {%- if sys_state.content %}\n            {%- set sys_state.content = sys_state.content ~ '\\n\\n' ~ _part %}\n        {%- else %}\n            {%- set sys_state.content = _part %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set _sc = sys_state.content %}\n{%- set _msgs = messages[head.count:] %}\n\n{%- set _terse_on = (terse in (true, 'true', 'True', 1, '1', 'on')) if terse is defined else false %}\n{%- if _terse_on %}\n    {%- if ns_state.thinking %}\n        {%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}\n    {%- else %}\n        {%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}\n    {%- endif %}\n    {%- set _terse_core %}\nNever: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you have already made.\nAlways: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.\nIf a user request is genuinely ambiguous, ask a sharp question, do not guess.\n    {%- endset %}\n    {%- set _terse = _terse_lead ~ '\\n' ~ (_terse_core | trim) %}\n    {%- if not _sc %}\n        {%- set _sc = _terse | trim %}\n    {%- else %}\n        {%- set _sc = (_sc | trim) ~ '\\n\\n' ~ (_terse | trim) %}\n    {%- endif %}\n{%- endif %}\n\n{%- if _has_tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if reasoning_instructions %}\n        {{- reasoning_instructions + '\\n\\n' }}\n    {%- endif %}\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    {%- if _tool_format == 'json' %}\n        {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n' }}{%- if ns_state.thinking %}{{- '<think>\\nBrief explanation of tool call\\n</think>\\n' }}{%- endif %}{{- '<tool_call>\\n{\"name\": \"example_function_name\", \"arguments\": {\"example_parameter_1\": \"value_1\", \"example_parameter_2\": \"This is the value for the second parameter\"}}\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: a single JSON object with \"name\" and \"arguments\" keys inside <tool_call></tool_call> XML tags.\\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\\n</IMPORTANT>' }}\n    {%- else %}\n        {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n' }}{%- if ns_state.thinking %}{{- '<think>\\nBrief explanation of tool call\\n</think>\\n' }}{%- endif %}{{- '<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' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\\n- Keep tool calls purposeful: fire only the calls needed for the next step, and avoid issuing many parallel or speculative tool calls in a single turn when a few sequential, verified calls would do.\\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\\n</IMPORTANT>' }}\n    {%- endif %}\n    {%- if _sc %}\n        {{- '\\n\\n' + _sc }}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if _sc %}\n        {{- '<|im_start|>system\\n' + (reasoning_instructions + '\\n\\n' if reasoning_instructions else '') + _sc + '<|im_end|>\\n' }}\n    {%- elif reasoning_instructions %}\n        {{- '<|im_start|>system\\n' + reasoning_instructions + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n\n{%- set ns = namespace(found_query=false, last_query_index=0) %}\n{%- for message in _msgs[::-1] %}\n    {%- set index = (_msgs | length - 1) - loop.index0 %}\n    {%- if not ns.found_query and message.role == 'user' %}\n        {%- set _rc = render_content(message.content) | trim %}\n        {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}\n            {%- set ns.found_query = true %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}\n{%- for message in _msgs %}\n    {%- set is_system = (message.role == \"system\" or message.role == \"developer\") %}\n    {%- set content = render_content(message.content, is_system) | trim %}\n    {%- if is_system or message.role == 'user' %}\n        {%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_deep|>' in content %}{%- set content = content.split('<|think_deep|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_long|>' in content %}{%- set content = content.split('<|think_long|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}\n        {%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}\n    {%- endif %}\n    {%- if is_system %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == 'user' %}\n        {%- set ns2.consecutive_failures = 0 %}\n        {{- '<|im_start|>user\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == 'assistant' %}\n        {%- set reasoning_content = '' %}\n        {%- set _explicit_reasoning = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- if message.reasoning_content is string %}\n                {%- set _explicit_reasoning = message.reasoning_content %}\n            {%- elif message.reasoning_content is mapping and 'text' in message.reasoning_content %}\n                {%- set _explicit_reasoning = message.reasoning_content.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.reasoning_content | string %}\n            {%- endif %}\n        {%- elif message.thinking is defined and message.thinking is not none %}\n            {%- if message.thinking is string %}\n                {%- set _explicit_reasoning = message.thinking %}\n            {%- elif message.thinking is mapping and 'text' in message.thinking %}\n                {%- set _explicit_reasoning = message.thinking.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.thinking | string %}\n            {%- endif %}\n        {%- elif message.reasoning is defined and message.reasoning is not none %}\n            {%- if message.reasoning is string %}\n                {%- set _explicit_reasoning = message.reasoning %}\n            {%- elif message.reasoning is mapping and 'text' in message.reasoning %}\n                {%- set _explicit_reasoning = message.reasoning.text | string %}\n            {%- else %}\n                {%- set _explicit_reasoning = message.reasoning | string %}\n            {%- endif %}\n        {%- endif %}\n        {%- if _explicit_reasoning %}\n            {%- set _lead_end = '' %}\n            {%- if '</think>' in content %}\n                {%- set _lead_end = '</think>' %}\n            {%- elif '</thinking>' in content %}\n                {%- set _lead_end = '</thinking>' %}\n            {%- endif %}\n            {%- if _lead_end %}\n                {%- set _parts = content.split(_lead_end) %}\n                {%- set content = (_parts[1:] | join(_lead_end)).lstrip('\\n') %}\n            {%- endif %}\n            {%- set reasoning_content = _explicit_reasoning %}\n        {%- else %}\n            {%- set _think_end = '' %}\n            {%- if '</think>' in content %}\n                {%- set _think_end = '</think>' %}\n            {%- elif '</thinking>' in content %}\n                {%- set _think_end = '</thinking>' %}\n            {%- endif %}\n            {%- if _think_end %}\n                {%- set _think_start = '<thinking>' if 'thinking' in _think_end else '<think>' %}\n                {%- set _parts = content.split(_think_end) %}\n                {%- set reasoning_content = _parts[0].rstrip('\\n') %}\n                {%- if _think_start in reasoning_content %}\n                    {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\\n') %}\n                {%- endif %}\n                {%- set content = (_parts[1:] | join(_think_end)).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content | trim %}\n        {%- if reasoning_content and (_preserve_thinking or loop.index0 > ns.last_query_index) %}\n            {{- '<|im_start|>assistant\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- 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