Solstice-AI
/

Protium-1.0

@@ -1,348 +1,877 @@
-{#- ================================================================= -#}
-{#- HyperSynapse-SAS (SelfAgentSwarm) 10-Level Cognitive Architecture -#}
-{#- Tailored for Meta Llama 3 / 3.1 / 3.2 / 3.3 / Llama 4             -#}
-{#- Levels: 0=Mortal/Disabled, 1=Hermes/ulow, 2=Apollo/low,           -#}
-{#- 3=Artemis/lmed, 4=Athena/medium, 5=Prometheus/mhigh,              -#}
-{#- 6=Solstice/high, 7=Hyperion/xhigh (Default), 8=Einstein (Solo),   -#}
-{#- 9=Oracle (Solo). Swarm: swarm (20-Agent), deep-swarm (Council)    -#}
-{#- ================================================================= -#}
-{%- set inst_hermes -%}
-[COGNITIVE FRAMEWORK: HERMES — LEVEL 1 (ULTRALOW / RAPID INSTINCT)]
-Role & Persona: You are Hermes, the swift cognitive vanguard. Your duty is high-velocity precision, immediate execution, and rapid sanity checks without cognitive stalling.
-Operational Directives:
-- Cognitive Pacing: Soft-elastic micro-exploration. For direct inquiries, conclude your thinking rapidly. If subtle contradictions or trick premises emerge, resolve them with minimal overhead.
-- Step 1 (Intent & Core Deconstruction): Strip away surface verbiage; pinpoint the exact core entity, mathematical quantity, code function, or direct question asked.
-- Step 2 (Rapid Sanity & Boundary Check): Perform an immediate sanity check on the primary premise. Spot-check basic arithmetic, syntax constraints, or binary logic.
-- Step 3 (Direct Route to Conclusion): Discard unnecessary discursive exposition. Formulate the shortest verified logical bridge from premise to conclusion cleanly.
-{%- endset -%}
-{%- set inst_apollo -%}
-[COGNITIVE FRAMEWORK: APOLLO — LEVEL 2 (LOW / CRISP LOGIC & CLARITY)]
-Role & Persona: You are Apollo, embodiment of light, structured clarity, and disciplined deduction. Your purpose is crisp, transparent verification with zero cognitive clutter.
-Operational Directives:
-- Cognitive Pacing: Compact, focused reasoning. Give the problem exactly the runway needed to establish correctness, and conclude directly once the premise is validated.
-- Step 1 (Constraint Mapping): Explicitly isolate all constraints, parameters, data types, and user conditions. Distinguish between hard invariants and stylistic preferences.
-- Step 2 (Linear Deductive Trace): Trace each premise to its immediate implication. Verify that intermediate deductions follow strictly from established facts or mathematical laws.
-- Step 3 (Clarity & Elimination of Ambiguity): If a prompt contains ambiguous terminology, resolve it by adopting the most technically standard, productive interpretation without derailment.
-{%- endset -%}
-{%- set inst_artemis -%}
-[COGNITIVE FRAMEWORK: ARTEMIS — LEVEL 3 (LOW-MEDIUM / PRECISION EDGE-CASE HUNTER)]
-Role & Persona: You are Artemis, the unerring tracker and boundary hunter. Your focus is targeted audit, vulnerability identification, and stress-testing unstated edge cases.
-Operational Directives:
-- Cognitive Pacing: Measured, purpose-driven scrutiny. Allow sufficient analytical space to seek out and evaluate hidden traps, zero conditions, and failure modes.
-- Step 1 (Perimeter & Edge-Case Scan): Systematically probe problem boundaries: numerical zero/negatives/overflow, null pointers, empty iterables, missing keys, concurrency collisions.
-- Step 2 (Vulnerability Audit): Before accepting an initial hypothesis, identify how it could fail in unusual or high-stress conditions.
-- Step 3 (Fortification & Verification): Patch identified weaknesses. Ensure the final response accounts for the worst-case operating envelope.
-{%- endset -%}
-{%- set inst_athena -%}
-[COGNITIVE FRAMEWORK: ATHENA — LEVEL 4 (MEDIUM / STRATEGIC SYNTHESIS & BALANCE)]
-Role & Persona: You are Athena, goddess of strategic wisdom, architectural balance, and sound judgment. You orchestrate comprehensive, balanced deliberation.
-Operational Directives:
-- Cognitive Pacing: Balanced, structural deliberation. Thought depth scales naturally with task complexity: simple requests receive succinct synthesis; multi-faceted problems receive rigorous decomposition.
-- Step 1 (Architectural Deconstruction): Break complex requests into modular sub-tasks. Identify prerequisites, core mechanisms, and expected outputs.
-- Step 2 (Trade-off & Option Assessment): Contrast plausible solution patterns (performance vs. readability, latency vs. throughput, modularity vs. simplicity). Justify chosen trade-offs.
-- Step 3 (Step-by-Step Coherence Check): Trace the proposed pipeline or proof from start to finish. Ensure each step produces valid input for subsequent stages.
-{%- endset -%}
-{%- set inst_prometheus -%}
-[COGNITIVE FRAMEWORK: PROMETHEUS — LEVEL 5 (MEDIUM-HIGH / ARCHITECTURAL FORETHOUGHT)]
-Role & Persona: You are Prometheus, titan of forethought and craftsmanship. Your mandate is proactive engineering, downstream impact analysis, and systemic resilience.
-Operational Directives:
-- Cognitive Pacing: Deliberate systemic forethought. Deeply explore failure modes, scaling bottlenecks, and life-cycle implications before finalizing conclusions.
-- Step 1 (Context & Dependency Topology): Map how this solution fits into real-world production environments. Account for hardware limits, network latency, and concurrency.
-- Step 2 (Second-Order Effect Modeling): Account for 10x-100x scale, upstream dependency crashes, malformed payloads, technical debt, and memory footprints.
-- Step 3 (Defensive Engineering): Integrate fault tolerance, robust error handling, structured validation gates, and graceful degradation into the design.
-{%- endset -%}
-{%- set inst_solstice -%}
-[COGNITIVE FRAMEWORK: SOLSTICE — LEVEL 6 (HIGH / DEEP SYSTEMIC DERIVATION)]
-Role & Persona: You are Solstice, representing total illumination, deep systemic derivation, and uncompromising verification. No assumptions are taken on faith.
-Operational Directives:
-- Cognitive Pacing: Deep, continuous deliberation. Take full runway to trace formal proofs, explore competing hypotheses, and stress-test assumptions.
-- Step 1 (First-Principles Foundation): Explicitly declare foundational axioms, system properties, and mathematical truths governing the problem.
-- Step 2 (Multi-Branch Hypothesis Generation): Generate at least two fundamentally different approaches or proof tracks. Analyze the mathematical or logical properties of each.
-- Step 3 (Red-Team Adversarial Audit): Actively attempt to falsify your own leading hypothesis. Seek counterexamples, degenerate cases, and boundary contradictions.
-- Step 4 (Rigorous Formal Reconciliation): Reconcile all edge cases, tighten proofs, eliminate redundant logic, and verify that the resulting solution is optimal and sound.
-{%- endset -%}
-{%- set inst_hyperion -%}
-[COGNITIVE FRAMEWORK: HYPERION — LEVEL 7 (XHIGH / NATIVE RIGOROUS CONTINUUM — DEFAULT)]
-Role & Persona: You are Hyperion, titan of observation and continuous rigorous derivation. You operate at the native maximum cognitive depth of Qwen 3.8.
-Operational Directives:
-- Cognitive Pacing: Unbounded, meticulous analytical progression. Let your internal reasoning explore every nuance, sub-clause, and implicit requirement of the user request.
-- Step 1 (Exhaustive Semantic Deconstruction): Fully unpack the user prompt, implicit domain requirements, constraints, style specifications, and underlying goals.
-- Step 2 (Deep Iterative Step-by-Step Derivation): Walk through each logical deduction, mathematical calculation, algorithm design, or architectural choice with total semantic completeness.
-- Step 3 (Continuous Self-Correction & Verification): Interrogate intermediate states as they are generated. If an assumption weakens or a potential bug appears, course-correct immediately within your thinking trace before proceeding.
-- Step 4 (Synthesized Mastery): Produce a fully realized, deeply vetted, production-ready deliverable that requires no further user clarification or debugging.
-{%- endset -%}
-{%- set inst_einstein -%}
-[COGNITIVE FRAMEWORK: EINSTEIN — LEVEL 8 (UHIGH / SOLO THEORETICAL MASTERY)]
-Role & Persona: You are Einstein operating in pure solo analytical mastery. Your mandate is breakthrough theoretical derivation, radical first-principles intuition, and mathematical transcendence without roleplay or persona clutter.
-Operational Directives:
-- Cognitive Pacing: Extended solo theoretical exploration. Dissect foundational laws, hidden invariants, and non-obvious mathematical analogies.
-- Radical First-Principles Intuition: Strip away conventional dogma; isolate the bare informational and physical constraints of the problem.
-- Lateral Synthesis: Formulate elegant, unified mathematical or architectural models that collapse multi-stage complexity into singular, coherent solutions.
-- Rigorous Continuous Proof: Trace every deduction from base axioms through to unassailable conclusions, rigorously verifying edge conditions and asymptotic behavior.
-{%- endset -%}
-{%- set inst_oracle -%}
-[COGNITIVE FRAMEWORK: ORACLE — LEVEL 9 (AMAX / SOLO EXHAUSTIVE PROOF)]
-Role & Persona: You are the Oracle operating in pure solo definitive authority. You produce verified, proof-grade, exhaustive engineering deliverables and mathematical certainty.
-Operational Directives:
-- Cognitive Pacing: Deepest continuous solo analytical runway. Leave absolutely nothing to chance or intuition.
-- Exhaustive Root Deconstruction: Decompose the problem into atomic constituents; verify every underlying assumption, lemma, and invariant.
-- Adversarial Self-Falsification: Systematically challenge every proposed step against worst-case inputs, stress thresholds, and degenerate edge states.
-- Definitive Synthesis: Deliver the complete, finalized solution with unmatched technical accuracy, explicit proofs, and total implementation completeness.
-{%- endset -%}
-{%- set inst_swarm -%}
-[COGNITIVE FRAMEWORK: 20-AGENT DIVERGENT SWARM — SPECIALIZED SWARM MODE]
-Role & Persona: You are the Einstein Divergent Swarm Coordinator. Your purpose is breakthrough problem solving, radical lateral thinking, and multi-perspective emergence.
-Operational Protocol — The 20-Perspective Swarm:
-- Cognitive Pacing: Broad divergent exploration across multiple cognitive modalities followed by structured convergence. Scale token depth to the magnitude of the challenge.
-- Phase 1 (First-Principles Disassembly): Strip the problem of conventional paradigms. Isolate the bare informational, mathematical, or mechanical core.
-- Phase 2 (Perspective Swarm Activation): Internally simulate an array of up to 20 specialized virtual cognitive agents across Sternberg styles:
-  1. Analytical Logician: Evaluates formal validity, mathematical correctness, and axiom purity.
-  2. Creative Maverick: Explores radical, non-traditional metaphors, lateral paradigms, and disruptive angles.
-  3. Pragmatic Systems Engineer: Grounding in real-world feasibility, hardware limits, and operational cost.
-  4. Adversarial Red-Teamer: Attempts to break every proposed concept with exploit vectors and stress tests.
-  5. Systems Dynamics Modeler: Traces feedback loops, emergent properties, and long-term equilibria.
-  6. Algorithmic Optimizer: Focuses on computational complexity, asymptotic efficiency, and memory hierarchies.
-  7. Human Factors Critic: Analyzes cognitive ergonomics, developer experience, and interface clarity.
-- Phase 3 (Cross-Pollination & Synthesis): Force collisions between divergent concepts. When two seemingly opposed insights clash, synthesize a superior hybrid solution that resolves the conflict.
-- Phase 4 (Convergence & Polish): Filter out noise, solidify the highest-conviction breakthrough, and present a coherent, unified, master-level deliverable.
-{%- endset -%}
 {%- set inst_deep_swarm -%}
-[COGNITIVE FRAMEWORK: DEEP RESEARCH COUNCIL — SPECIALIZED DEEP-SWARM MODE]
-Role & Persona: You are the Oracle Meta-Research Council. You simulate an exhaustive multi-expert research institute to produce verified, proof-grade, definitive results.
-Operational Protocol — The Deep Research Standard:
-- Cognitive Pacing: Deepest analytical deliberation. Dynamically calibrate the complexity of the inquiry (Scale 1 to 5) and expand your reasoning runway accordingly.
-- Protocol 1 (Problem Calibration & Scope Framing): Rate task complexity from 1 to 5; explicitly identify domain boundaries and success criteria.
-- Protocol 2 (Virtual Expert Panel Assembly): Formulate 3 to 5 virtual specialist perspectives tailored specifically to the prompt (Domain Principal, Formal Methods Verification Critic, Systems Architect, Security/Compliance Lead, Final Synthesizer).
-- Protocol 3 (Adversarial Deliberation & Proof Trace): Have experts debate the problem, expose hidden assumptions, challenge lazy consensus, and require formal verification traces.
-- Protocol 4 (Multi-Candidate Evaluation Matrix): Formulate 2 to 3 candidate architectures. Score each on Correctness, Completeness, Efficiency, and Robustness (1-5 scale). Document the winning trade-off.
-- Protocol 5 (Master Deliverable Synthesis): Present the definitive final result with unmatched thoroughness, clear structure, and complete implementation.
-{%- endset -%}
-{%- set image_count = namespace(value=0) -%}
-{%- set video_count = namespace(value=0) -%}
-{%- macro render_content(content, do_vision_count, is_system_content=false) -%}
-    {%- if content is string -%}
-        {{- content -}}
-    {%- elif content is iterable and content is not mapping -%}
-        {%- for item in content -%}
-            {%- if 'image' in item or 'image_url' in item or item.type == 'image' -%}
-                {%- if is_system_content -%}
-                    {{- raise_exception('System message cannot contain images.') -}}
-                {%- endif -%}
-                {%- if do_vision_count -%}
-                    {%- set image_count.value = image_count.value + 1 -%}
-                {%- endif -%}
-                {%- if add_vision_id -%}
-                    {{- 'Picture ' ~ image_count.value ~ ': ' -}}
-                {%- endif -%}
-                {{- '<|vision_start|><|image_pad|><|vision_end|>' -}}
-            {%- elif 'video' in item or item.type == 'video' -%}
-                {%- if is_system_content -%}
-                    {{- raise_exception('System message cannot contain videos.') -}}
-                {%- endif -%}
-                {%- if do_vision_count -%}
-                    {%- set video_count.value = video_count.value + 1 -%}
-                {%- endif -%}
-                {%- if add_vision_id -%}
-                    {{- 'Video ' ~ video_count.value ~ ': ' -}}
-                {%- endif -%}
-                {{- '<|vision_start|><|video_pad|><|vision_end|>' -}}
-            {%- elif 'text' in item -%}
-                {{- item.text -}}
-            {%- else -%}
-                {{- raise_exception('Unexpected item type in content.') -}}
-            {%- endif -%}
-        {%- endfor -%}
-    {%- elif content is none or content is undefined -%}
-        {{- '' -}}
-    {%- else -%}
-        {{- raise_exception('Unexpected content type.') -}}
-    {%- endif -%}
-{%- endmacro -%}
-{%- if not messages -%}
-    {{- raise_exception('No messages provided.') -}}
-{%- endif -%}
-{%- set store = namespace(messages=[], reasoning_effort=reasoning_effort|default(''), enable_thinking=enable_thinking|default(true)) -%}
-{%- for msg in messages -%}
-    {%- set raw_reason = "" -%}
-    {%- set txt = render_content(msg.content, false, true) | trim -%}
-    {%- if "{REASON:" in txt -%}
-        {%- set after_tag = txt.split("{REASON:") -%}
-        {%- set raw_reason = after_tag[1].split("}")[0] | lower | trim -%}
-        {%- set tag = "{REASON:" ~ after_tag[1].split("}")[0] ~ "}" -%}
-        {%- set clean_txt = txt.replace(tag, "") | trim -%}
-        {%- set store.messages = store.messages + [{"role": msg.role, "content": clean_txt}] -%}
-    {%- elif "[MODE:" in txt -%}
-        {%- set after_tag = txt.split("[MODE:") -%}
-        {%- set raw_reason = after_tag[1].split("]")[0] | lower | trim -%}
-        {%- set tag = "[MODE:" ~ after_tag[1].split("]")[0] ~ "]" -%}
-        {%- set clean_txt = txt.replace(tag, "") | trim -%}
-        {%- set store.messages = store.messages + [{"role": msg.role, "content": clean_txt}] -%}
-    {%- else -%}
-        {%- set store.messages = store.messages + [{"role": msg.role, "content": txt}] -%}
-    {%- endif -%}
-    {%- if raw_reason -%}
-        {%- if raw_reason.startswith('i') and raw_reason | length > 1 -%}
-            {%- set store.reasoning_effort = raw_reason[1:] -%}
-            {%- set store.enable_thinking = false -%}
-        {%- else -%}
-            {%- set store.reasoning_effort = raw_reason -%}
-        {%- endif -%}
-    {%- endif -%}
-{%- endfor -%}
-{%- set messages = store.messages -%}
-{%- set current_effort = store.reasoning_effort | default(reasoning_effort|default(thinking_level|default('xhigh'))) | string | lower | trim -%}
-{%- set current_thinking = store.enable_thinking -%}
-{%- if current_effort in ['0', 'disabled', 'none', 'off', 'zero', 'direct', 'mortal', 'chat'] -%}
-    {%- set current_thinking = false -%}
-    {%- set reasoning_instructions = '' -%}
-{%- elif current_effort in ['1', 'ulow', 'ultra-low', 'micro', 'minimal', 'hermes'] -%}
-    {%- set reasoning_instructions = inst_hermes -%}
-{%- elif current_effort in ['2', 'low', 'compact', 'fast', 'apollo'] -%}
-    {%- set reasoning_instructions = inst_apollo -%}
-{%- elif current_effort in ['3', 'lmed', 'low-medium', 'targeted', 'artemis'] -%}
-    {%- set reasoning_instructions = inst_artemis -%}
-{%- elif current_effort in ['4', 'medium', 'med', 'balanced', 'athena'] -%}
-    {%- set reasoning_instructions = inst_athena -%}
-{%- elif current_effort in ['5', 'mhigh', 'medium-high', 'architect', 'prometheus'] -%}
-    {%- set reasoning_instructions = inst_prometheus -%}
-{%- elif current_effort in ['6', 'high', 'deep', 'thorough', 'solstice'] -%}
-    {%- set reasoning_instructions = inst_solstice -%}
-{%- elif current_effort in ['7', 'xhigh', 'extreme-high', 'rigorous', 'hyperion', 'default'] -%}
-    {%- set reasoning_instructions = inst_hyperion -%}
-{%- elif current_effort in ['8', 'uhigh', 'ultra-high', 'einstein', 'solo-einstein'] -%}
-    {%- set reasoning_instructions = inst_einstein -%}
-{%- elif current_effort in ['9', 'amax', 'absolute-max', 'oracle', 'solo-oracle', 'proof'] -%}
-    {%- set reasoning_instructions = inst_oracle -%}
-{%- elif current_effort in ['swarm', 'einstein-swarm', '20-swarm', 'uhigh-swarm'] -%}
-    {%- set reasoning_instructions = inst_swarm -%}
-{%- elif current_effort in ['deep-swarm', 'oracle-swarm', 'council', 'amax-swarm', 'deep-research'] -%}
-    {%- set reasoning_instructions = inst_deep_swarm -%}
-{%- else -%}
-    {%- set reasoning_instructions = inst_hyperion -%}
-{%- endif -%}
-{%- if tools and tools is iterable and tools is not mapping -%}
-    {{- '<|im_start|>system\n' -}}
-    {%- if reasoning_instructions -%}
-        {{- reasoning_instructions + '\n\n' -}}
-    {%- endif -%}
-    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" -}}
-    {%- for tool in tools -%}
-        {{- "\n" -}}
-        {{- tool | tojson -}}
-    {%- endfor -%}
-    {{- "\n</tools>" -}}
-    {{- '\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>' -}}
-    {%- if messages[0].role == 'system' -%}
-        {%- set content = render_content(messages[0].content, false, true)|trim -%}
-        {%- if content -%}
-            {{- '\n\n' + content -}}
-        {%- endif -%}
-    {%- endif -%}
-    {{- '<|im_end|>\n' -}}
-{%- else -%}
-    {%- if messages[0].role == 'system' -%}
-        {%- set content = render_content(messages[0].content, false, true)|trim -%}
-        {%- if content -%}
-            {{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '') + content + '<|im_end|>\n' -}}
-        {%- elif reasoning_instructions -%}
-            {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' -}}
-        {%- endif -%}
-    {%- elif reasoning_instructions -%}
-        {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' -}}
-    {%- endif -%}
-{%- endif -%}
-{{- bos_token -}}
-{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) -%}
-{%- for message in messages[::-1] -%}
-    {%- set index = (messages|length - 1) - loop.index0 -%}
-    {%- if ns.multi_step_tool and message.role == "user" -%}
-        {%- set content = render_content(message.content, false)|trim -%}
-        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) -%}
-            {%- set ns.multi_step_tool = false -%}
-            {%- set ns.last_query_index = index -%}
-        {%- endif -%}
-    {%- endif -%}
-{%- endfor -%}
-{%- if ns.multi_step_tool -%}
-    {{- raise_exception('No user query found in messages.') -}}
-{%- endif -%}
-{%- for message in messages -%}
-    {%- set content = render_content(message.content, true)|trim -%}
-    {%- if message.role == "system" -%}
-        {%- if not loop.first -%}
-            {{- raise_exception('System message must be at the beginning.') -}}
-        {%- endif -%}
-    {%- elif message.role == "user" -%}
-        {{- '<|im_start|>' + message.role + '\n' + content + '<|eot_id|>\n' -}}
-    {%- elif message.role == "assistant" -%}
-        {%- set reasoning_content = '' -%}
-        {%- if message.reasoning_content is string -%}
-            {%- set reasoning_content = message.reasoning_content -%}
-        {%- endif -%}
-        {%- set reasoning_content = reasoning_content|trim -%}
-        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index -%}
-            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content -}}
-        {%- else -%}
-            {{- '<|im_start|>' + message.role + '\n' + content -}}
-        {%- endif -%}
-        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping -%}
-            {%- for tool_call in message.tool_calls -%}
-                {%- if tool_call.function is defined -%}
-                    {%- set tool_call = tool_call.function -%}
-                {%- endif -%}
-                {%- if loop.first -%}
-                    {%- if content|trim -%}
-                        {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' -}}
-                    {%- else -%}
-                        {{- '<tool_call>\n<function=' + tool_call.name + '>\n' -}}
-                    {%- endif -%}
-                {%- else -%}
-                    {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' -}}
-                {%- endif -%}
-                {%- if tool_call.arguments is defined and tool_call.arguments != '' -%}
-                    {%- for args_name, args_value in tool_call.arguments|items -%}
-                        {{- '<parameter=' + args_name + '>\n' -}}
-                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe -%}
-                        {{- args_value -}}
-                        {{- '\n</parameter>\n' -}}
-                    {%- endfor -%}
-                {%- endif -%}
-                {{- '</function>\n</tool_call>' -}}
-            {%- endfor -%}
-        {%- endif -%}
-        {{- '<|eot_id|>\n' -}}
-    {%- elif message.role == "tool" -%}
-        {%- if loop.previtem and loop.previtem.role != "tool" -%}
-            {{- '<|im_start|>user' -}}
-        {%- endif -%}
-        {{- '\n<tool_response>\n' -}}
-        {{- content -}}
-        {{- '\n</tool_response>' -}}
-        {%- if not loop.last and loop.nextitem.role != "tool" -%}
-            {{- '<|eot_id|>\n' -}}
-        {%- elif loop.last -%}
-            {{- '<|eot_id|>\n' -}}
-        {%- endif -%}
-    {%- else -%}
-        {{- raise_exception('Unexpected message role.') -}}
-    {%- endif -%}
-{%- endfor -%}
-{%- if add_generation_prompt -%}
-    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
-    {%- if not current_thinking -%}
-        {{- '<think>\n\n</think>\n\n' -}}
-    {%- else -%}
-        {{- '<think>\n' -}}
-    {%- endif -%}
-{%- endif -%}

+{%- set template_version = template_version if template_version is defined else "hypersynapse-sas-v3.0.0-soft-spectrum" %}
+{#- ========================================================================== -#}
+{#- HYPER SYNAPSE — SAS v3.0 "SOFT SPECTRUM"                                    -#}
+{#- Solstice-AI Cognitive Architecture for Qwen3.8-family ChatML models.        -#}
+{#- Render pipeline lineage: qwen3.8-froggeric-v22.5.0 (DavidAU, MIT).          -#}
+{#-                                                                             -#}
+{#- DESIGN CONTRACT (v3.0):                                                     -#}
+{#-   1. NO HARD BOUNDS. Every reasoning budget is a soft share of the model's  -#}
+{#-      own output ("roughly a third to half of your output"), elastic in both -#}
+{#-      directions. Never a token quota. Never a word floor. Never a ceiling.  -#}
+{#-   2. VARIABLE THINKING. Depth is continuous: any integer 10-100 maps onto   -#}
+{#-      the level spectrum. 0-9 remain legacy level numbers. Named levels,     -#}
+{#-      swarm modes, runtime kwargs and inline tags all resolve to one state.  -#}
+{#-   3. ONE SOURCE OF TRUTH. Inline tags, {REASON:} / [MODE:] prefixes and     -#}
+{#-      the reasoning_effort / thinking_level kwargs all feed the SAME         -#}
+{#-      resolver (S1). Later signals in the conversation override earlier      -#}
+{#-      ones, so depth can be re-escalated mid-chat.                           -#}
+{#-   4. DEPTH-TOOL COUPLING. (a) With tools attached and NO explicit depth     -#}
+{#-      signal, depth auto-collapses to L4 (tool work wants discipline, not    -#}
+{#-      essays). (b) Two or more consecutive tool failures auto-escalate depth -#}
+{#-      one band (capped at L7). Swarm/council modes are never auto-tuned.     -#}
+{#-                                                                             -#}
+{#- CANONICAL VOCABULARY: [L0]..[L9], 'swarm', 'council', integer 10-100.       -#}
+{#- COMPAT ALIASES (resolve inward, documented below): ulow..amax, einstein,    -#}
+{#- spoon, deep-research, i-prefixed silent modes, legacy think-tags.           -#}
+{#-                                                                             -#}
+{#- THE SPECTRUM (soft shares of total output, elastic both directions):        -#}
+{#-   [L0] Mortal     - thinking off; answer directly.                          -#}
+{#-   [L1] Hermes     - rapid instinct.        usually under ~10% of output.    -#}
+{#-   [L2] Apollo     - crisp logic.           roughly ~10-25% of output.       -#}
+{#-   [L3] Artemis    - edge-case hunting.     roughly ~20-40% of output.       -#}
+{#-   [L4] Athena     - strategic balance.     roughly ~30-50% of output.       -#}
+{#-   [L5] Prometheus - defensive engineering. roughly ~40-60% of output.       -#}
+{#-   [L6] Solstice   - deep derivation.       roughly ~50-70% of output.       -#}
+{#-   [L7] Hyperion   - first principles       roughly ~60-85% of output.       -#}
+{#-                     (default).                                              -#}
+{#-   [L8] Einstein   - solo mastery.          often most of the output.        -#}
+{#-   [L9] Oracle     - proof-grade rigour.    as much as genuine proof demands.-#}
+{#-   swarm            - 20-perspective divergent swarm, verdict line.           -#}
+{#-   council          - adversarial research council, verdict line.             -#}
+{#-                                                                             -#}
+{#- CONTINUOUS DEPTH MAP (10-100):  1-14 L1 | 15-29 L2 | 30-44 L3 | 45-59 L4 |  -#}
+{#-    60-69 L5 | 70-79 L6 | 80-89 L7 | 90-96 L8 | 97-100 L9 | 0 = off.         -#}
+{#-                                                                             -#}
+{#- INLINE SYNTAX (case-insensitive, stripped before the model sees them):      -#}
+{#-    think on/off/minimal/low/medium/high/xhigh/ultracode/extreme/max         -#}
+{#-    [L0]..[L9] | {REASON:level|name|number} | [MODE:level|name|number]       -#}
+{#-    Prefix 'i' = silent variant: {REASON:i8} runs L8 quality, thinking off.  -#}
+{#- PRECEDENCE: default L7  <  runtime kwarg (session baseline)  <  inline      -#}
+{#-    signals, last one in conversation order wins.                            -#}
+{#- ========================================================================== -#}
+{#- ------------------------------------------------------------------ -#}
+{#- RUNTIME KWARGS                                                      -#}
+{#- ------------------------------------------------------------------ -#}
+{%- set _tool_format = tool_call_format if tool_call_format is defined else 'xml' %}
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}
+{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}
+{%- set auto_disable_thinking_with_tools = auto_disable_thinking_with_tools if auto_disable_thinking_with_tools is defined else false %}
+{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
+    {%- set _preserve_thinking = preserve_reasoning %}
+{%- elif preserve_thinking is defined and preserve_thinking is not none %}
+    {%- set _preserve_thinking = preserve_thinking %}
+{%- else %}
+    {%- set _preserve_thinking = true %}
+{%- endif %}
+{%- set max_tool_arg_chars = max_tool_arg_chars if max_tool_arg_chars is defined else 0 %}
+{%- set max_tool_response_chars = max_tool_response_chars if max_tool_response_chars is defined else 0 %}
+{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
+{%- set _terse_on = terse if terse is defined else (not is_explicit_regular) %}
+{%- set suppress_tool_instructions = suppress_tool_instructions if suppress_tool_instructions is defined else none %}
+{#- ================================================================== -#}
+{#- S3 PRIMITIVES — render & scan helpers (no cognitive content).       -#}
+{#- ================================================================== -#}
+{#- Content renderer with vision support (render loop only). -#}
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if item is mapping %}
+                {%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
+                    {%- if is_system_content %}
+                        {{- raise_exception('System message cannot contain images.') }}
+                    {%- endif %}
+                    {%- if do_vision_count %}
+                        {%- set image_count.value = image_count.value + 1 %}
+                    {%- endif %}
+                    {%- if add_vision_id %}
+                        {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                    {%- endif %}
+                    {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+                {%- elif item.type == 'video' or 'video' in item or 'video_url' in item %}
+                    {%- if is_system_content %}
+                        {{- raise_exception('System message cannot contain videos.') }}
+                    {%- endif %}
+                    {%- if do_vision_count %}
+                        {%- set video_count.value = video_count.value + 1 %}
+                    {%- endif %}
+                    {%- if add_vision_id %}
+                        {{- 'Video ' ~ video_count.value ~ ': ' }}
+                    {%- endif %}
+                    {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+                {%- elif 'text' in item %}
+                    {{- item.text }}
+                {%- else %}
+                    {{- raise_exception('Unexpected item type in content.') }}
+                {%- endif %}
+            {%- else %}
+                {{- item | string }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+{#- Text-only scanner renderer: images/videos render as '' so the S1 scan -#}
+{#- pass never raises on multimodal messages (v2.x vision bug fixed).     -#}
+{%- macro scan_text(content) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if item is mapping and 'text' in item and item.text is string %}
+                {{- item.text }}
+            {%- elif item is string %}
+                {{- item }}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+{%- endmacro %}
+{#- Strip every inline control tag from visible text. -#}
+{%- macro strip_control_tags(text) %}
+    {%- set t = text %}
+    {%- if '{REASON:' in t %}
+        {%- set _raw = t.split('{REASON:')[1].split('}')[0] %}
+        {%- set t = t.replace('{REASON:' ~ _raw ~ '}', '') %}
+    {%- endif %}
+    {%- if '[MODE:' in t %}
+        {%- set _raw2 = t.split('[MODE:')[1].split(']')[0] %}
+        {%- set t = t.replace('[MODE:' ~ _raw2 ~ ']', '') %}
+    {%- endif %}
+    {%- set t2 = t %}
+    {%- set t3 = t2 | replace('<|think_on|>', '') | replace('<|think_off|>', '') | replace('<|think_minimal|>', '') | replace('<|think_low|>', '') | replace('<|think_medium|>', '') | replace('<|think_high|>', '') | replace('<|think_xhigh|>', '') | replace('<|think_ultracode|>', '') | replace('<|think_extreme|>', '') | replace('<|think_max|>', '') %}
+    {#- NB: no for-loops here — Jinja set does not persist across loop -#}
+    {#- iterations, so every strip must live in one chained expression.  -#}
+    {%- set out = t3 | replace('[regular]', '') | replace('[REGULAR]', '') | replace('[vanilla]', '') | replace('[standard]', '') | replace('[default]', '') | replace('[L0]', '') | replace('[l0]', '') | replace('[L1]', '') | replace('[l1]', '') | replace('[L2]', '') | replace('[l2]', '') | replace('[L3]', '') | replace('[l3]', '') | replace('[L4]', '') | replace('[l4]', '') | replace('[L5]', '') | replace('[l5]', '') | replace('[L6]', '') | replace('[l6]', '') | replace('[L7]', '') | replace('[l7]', '') | replace('[L8]', '') | replace('[l8]', '') | replace('[L9]', '') | replace('[l9]', '') %}
+    {{- out }}
+{%- endmacro %}
+{#- Remove only a {REASON:...} / [MODE:...] tag (assistant history path). -#}
+{%- macro strip_mode_tag(text) %}
+    {%- set t = text %}
+    {%- if '{REASON:' in t %}
+        {%- set _raw = t.split('{REASON:')[1].split('}')[0] %}
+        {%- set t = t.replace('{REASON:' ~ _raw ~ '}', '') %}
+    {%- elif '[MODE:' in t %}
+        {%- set _raw = t.split('[MODE:')[1].split(']')[0] %}
+        {%- set t = t.replace('[MODE:' ~ _raw ~ ']', '') %}
+    {%- endif %}
+    {{- t }}
+{%- endmacro %}
+{#- Tool output error classifier → 'error' | 'ok'. Shares ONE definition -#}
+{#- with the S1 failure pre-pass and the render-loop warning counter.     -#}
+{%- macro classify_tool_output(content) %}
+    {%- set _lower = content | lower %}
+    {%- set _head = _lower[:120] %}
+    {%- set _is_code_or_grep = ('throw new ' in _lower or 'throw error' in _lower or 'console.error' in _lower or 'logger.error' in _lower or 'logging.error' in _lower or 'import ' in _head or 'def ' in _head or 'function ' in _head) %}
+    {%- set _exit_code_zero = ('exit code: 0' in _head or 'process exited with code 0' in _head) %}
+    {%- set _error_field_ok = ('"error": null' in _head or '"error":null' in _head or '"error": false' in _head or '"error":false' in _head or '"error": ""' in _head or '"error":""' in _head) %}
+    {%- set _strong = (('"error":' in _head and not _error_field_ok) or '"status": "error"' in _head or '"status":"error"' in _head or 'traceback (most recent call last):' in _head or 'command not found' in _head or 'invalid syntax' in _head or 'fatal:' in _head or (('exit code: ' in _head or 'process exited with code' in _head) and not _exit_code_zero) or _head.startswith('exception:') or _head.startswith('failed to ')) %}
+    {%- set _weak = ('error:' in _head or 'err!' in _head) %}
+    {%- set _suppressed = ('$ ' in _head or 'took ' in _head or content | length >= 600) %}
+    {%- if not _is_code_or_grep and (_strong or (_weak and not _suppressed)) %}
+        {{- 'error' }}
+    {%- else %}
+        {{- 'ok' }}
+    {%- endif %}
+{%- endmacro %}
+{#- ================================================================== -#}
+{#- S2 COGNITIVE PROFILES — pure text. Soft shares only; there are no   -#}
+{#- token counts, word floors or ceilings anywhere in this section.     -#}
+{#- ================================================================== -#}
+{%- set soft_budget_contract -%}
+REASONING BUDGET CONTRACT (SOFT — NEVER A HARD LIMIT):
+- Reasoning depth at this level is guided as a typical SHARE of your total output for this reply. The share is elastic in both directions: a trivial task may need far less than the guide, a genuinely hard task may need more.
+- Shares are calibration, not quotas. Never truncate real reasoning to stay under a share. Never pad, stall, or manufacture doubt to reach one.
+- Scale continuously with genuine complexity. Think exactly as long as thinking earns its place, then answer. Usefulness and correctness are the only true bounds.
+{%- endset %}
+{%- set terse_core -%}
+Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you've already made.
+Always: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Use the least structure that conveys the answer. If a request is genuinely ambiguous, ask a sharp question, don't guess.
+{%- endset %}
+{%- set inst_hermes -%}
+Reasoning effort: Hermes — [L1] (rapid instinct).
+Mindset: high-velocity precision. One quick sanity pass over the core ask — spot-check the premise, the arithmetic, the syntax — then commit to the shortest verified route to the answer.
+Depth guide: keep visible reasoning to a light touch — usually under a tenth of your output, and near zero when the answer is obvious. Spend only what correctness demands.
+{%- endset %}
+{%- set inst_apollo -%}
+Reasoning effort: Apollo — [L2] (crisp logic and clarity).
+Mindset: transparent, disciplined deduction. Isolate constraints and givens, trace each premise to its implication, and eliminate ambiguity by choosing the most standard productive interpretation.
+Depth guide: compact and focused — roughly a tenth to a quarter of your output, tuned to how tangled the constraints actually are. Conclude as soon as the premise is validated.
+{%- endset %}
+{%- set inst_artemis -%}
+Reasoning effort: Artemis — [L3] (precision edge-case hunter).
+Mindset: boundary and failure-mode audit. Probe zero/negative/overflow conditions, null and empty states, concurrency collisions, off-by-one traps, and degenerate inputs before accepting any hypothesis; fortify what you find.
+Depth guide: measured scrutiny — roughly a fifth to two-fifths of your output, scaling with how many real edge surfaces the task has. Hunt hard, then close.
+{%- endset %}
+{%- set inst_athena -%}
+Reasoning effort: Athena — [L4] (strategic synthesis and balance).
+Mindset: architectural balance. Decompose the request into modular sub-tasks with explicit prerequisite chains; weigh genuine trade-offs (performance vs readability, latency vs throughput, simplicity vs flexibility) and justify the chosen path.
+Depth guide: balanced deliberation — roughly a third to half of your output, expanding with the number of real decision axes. Every step must produce valid input for the next.
+{%- endset %}
+{%- set inst_prometheus -%}
+Reasoning effort: Prometheus — [L5] (architectural forethought).
+Mindset: defensive engineering. Model second-order effects and failure modes before building: upstream crashes, malformed payloads, scale jumps, memory and cache pressure, technical debt. Integrate fault tolerance and graceful degradation into the design itself.
+Depth guide: systemic forethought — roughly two-fifths to three-fifths of your output, growing with blast radius and life-cycle stakes of the change.
+{%- endset %}
+{%- set inst_solstice -%}
+Reasoning effort: Solstice — [L6] (deep systemic derivation).
+Mindset: nothing on faith. Declare the foundational axioms, generate at least two fundamentally distinct approaches, analyse each on its merits, then red-team the leading hypothesis — actively seek counterexamples and boundary contradictions before tightening the final derivation.
+Depth guide: continuous deep derivation — roughly half to seventy percent of your output, stretching with proof depth. Full runway for formal traces; stop the moment certainty is reached.
+{%- endset %}
+{%- set inst_hyperion -%}
+Reasoning effort: Hyperion — [L7] (first-principles synthesis; default).
+Mindset: foundational synthesis. Decompose the problem to its root cause from first principles, stress-test the logic against every plausible path, adversarial input, and edge case, and document intermediate steps, considered alternatives, and rejected hypotheses as you go.
+Depth guide: majority-of-output reasoning — typically three-fifths to four-fifths of your reply, wholly elastic to real difficulty. No shortcuts while uncertainty remains; immediate closure once it doesn't.
+{%- endset %}
+{%- set inst_einstein -%}
+Reasoning effort: Einstein — [L8] (solo theoretical mastery).
+Mindset: breakthrough derivation in pure solo mode — radical first-principles intuition, lateral synthesis, and mathematical transcendence without persona clutter. Strip conventional dogma to the bare informational constraints; look for the elegant unified model that collapses multi-stage complexity into one coherent solution; carry every deduction to an unassailable conclusion including edge and asymptotic behaviour.
+Depth guide: reasoning commonly dominates the reply — often three-fifths to nine-tenths of output — but stays a guide, not a target: derive exactly as long as the theory demands, then deliver.
+{%- endset %}
+{%- set inst_oracle -%}
+Reasoning effort: Oracle — [L9] (proof-grade exhaustive rigour).
+Mindset: definitive authority. Decompose the problem to atomic constituents; verify every assumption, lemma, and invariant; systematically falsify each step against worst-case inputs and degenerate states; deliver the complete, finalized, proof-grade solution with total implementation completeness.
+Depth guide: unbounded by design — the reasoning may justly be the clear majority of the output, stretching as far as genuine proof demands and not one token further. Rigour is the only metric; padding is failure.
+{%- endset %}
+{%- set inst_swarm -%}
+Reasoning effort: Swarm — 20-perspective divergent swarm (specialized mode).
+Mindset: breakthrough problem solving through structured divergence and convergence.
+Phase 1 — Disassembly: strip the problem of conventional paradigms; isolate the bare informational core.
+Phase 2 — Perspective activation: internally simulate a divergent swarm of specialist voices — analytical logician, creative maverick, systems engineer, adversarial red-teamer, systems-dynamics modeller, algorithmic optimizer, human-factors critic, and kindred perspectives as the problem demands.
+Phase 3 — Cross-pollination: force creative collisions between the strongest divergent concepts; synthesize hybrids that resolve real tensions between speed, memory, cost, and correctness.
+Phase 4 — Convergence: solidify the highest-conviction breakthrough into a master-grade deliverable.
+Depth guide: the swarm fills as much of the output as genuine exploration earns — commonly the majority for open-ended challenges — with every phase sized freely by what the problem actually needs. No phase is ever trimmed short or artificially extended.
+Output contract: reason through the four phases, then close your reasoning and open the final answer with the line "[SWARM VERDICT]" followed by a one-paragraph synthesis naming the winning direction and the single strongest objection it survived.
+{%- endset %}
 {%- set inst_deep_swarm -%}
+Reasoning effort: Council — deep-swarm adversarial research council (specialized mode).
+Mindset: simulate an exhaustive multi-expert research institute and produce verified, proof-grade, definitive results.
+Protocol 1 — Calibration: rate the task's complexity honestly; set explicit domain boundaries and success criteria before any deliberation.
+Protocol 2 — Panel: assemble a compact council of complementary virtual specialists tailored to this prompt (domain principal, formal-methods critic, systems architect, security/compliance lead, final synthesizer).
+Protocol 3 — Adversarial deliberation: let the council debate, expose hidden assumptions, challenge lazy consensus, and trace proofs to their roots.
+Protocol 4 — Candidate matrix: formulate several genuinely distinct candidate architectures; score each on correctness, completeness, efficiency, and robustness; document the winning trade-off.
+Protocol 5 — Master deliverable: present the definitive result with clear structure and complete implementation.
+Depth guide: deliberation may justly occupy the bulk of the output for hard problems and shrink to a focused pass for easy ones — always governed by what verification actually requires, never by a quota.
+Output contract: deliberate through the five protocols, then open the final answer with the line "[COUNCIL VERDICT]" followed by the council's ruling, the decisive argument, and the loudest dissent the ruling overcame.
+{%- endset %}
+{#- ================================================================== -#}
+{#- S1 RESOLUTION CORE — one pass, one state, one resolver.             -#}
+{#- ================================================================== -#}
+{#- Baseline: runtime kwarg (session default). thinking_level supported. -#}
+{%- set _kwarg_effort = '' %}
+{%- set reg_ns = namespace(active=false) %}
+{%- if (regular is defined and regular) or (mode is defined and mode in ('regular', 'vanilla', 'standard', 'default', 'clean')) %}
+    {%- set reg_ns.active = true %}
+{%- endif %}
+{%- for msg in messages %}
+    {%- if msg.content is string and ('[regular]' in msg.content or '[REGULAR]' in msg.content or '[vanilla]' in msg.content or '[standard]' in msg.content or '[default]' in msg.content) %}
+        {%- set reg_ns.active = true %}
+    {%- endif %}
+{%- endfor %}
+{%- set is_explicit_regular = reg_ns.active %}
+{%- if is_explicit_regular %}
+    {%- set _kwarg_effort = 'regular' %}
+{%- endif %}
+{%- if reasoning_effort is defined and reasoning_effort is not none %}
+    {%- set _kwarg_effort = reasoning_effort | string | lower | trim %}
+{%- elif thinking_level is defined and thinking_level is not none %}
+    {%- set _kwarg_effort = thinking_level | string | lower | trim %}
+{%- endif %}
+{%- set _initial_thinking = enable_thinking %}
+{%- set _initial_effort = '7' %}
+{%- set _depth_explicit = false %}
+{%- if _kwarg_effort %}
+    {%- set _depth_explicit = true %}
+    {%- if _kwarg_effort in ('none', 'off', '0', 'mortal', 'disabled', 'regular', 'vanilla', 'standard', 'default', 'clean') %}
+        {%- set _initial_thinking = false %}
+    {%- else %}
+        {%- set _initial_effort = _kwarg_effort %}
+    {%- endif %}
+{%- endif %}
+{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort, mode='level', silent_profile=false) %}
+{%- if auto_disable_thinking_with_tools and _has_tools %}
+    {%- set ns_state.thinking = false %}
+{%- endif %}
+{#- Unified scan pass: collect mode tags, inline signals, cleaned messages. -#}
+{#- Later signals override earlier ones (mid-chat re-escalation works).     -#}
+{%- set store = namespace(messages=[], raw_mode='', saw_inline=false) %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- for msg in messages %}
+    {%- set _txt = scan_text(msg.content) | trim %}
+    {%- set _role = msg.role %}
+    {%- set _is_steering = (_role == 'system' or _role == 'developer' or _role == 'user') %}
+    {%- set _tagged = ('{REASON:' in _txt) or ('[MODE:' in _txt) %}
+    {%- set _low = _txt | lower %}
+    {#- Does THIS message carry any inline signal? (multi-modal safe: text-only scan) -#}
+    {#- NB: namespace probe, because plain set inside a for-loop does not -#}
+    {#- propagate to the enclosing scope in Jinja2.                        -#}
+    {%- set _hi = namespace(v=_tagged) %}
+    {%- if _is_steering and '<|think_' in _low %}
+        {%- set _hi.v = true %}
+    {%- endif %}
+    {%- if _is_steering and not _hi.v %}
+        {%- for n in range(10) %}
+            {%- if '[l' ~ n ~ ']' in _low %}
+                {%- set _hi.v = true %}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+    {%- set _has_inline = _hi.v %}
+    {#- Inline think-tags + [L#] (steering roles only). Later messages win. -#}
+    {%- if _is_steering %}
+        {%- if '<|think_off|>' in _low %}
+            {%- set ns_state.thinking = false %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_on|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_extreme|>' in _low or '<|think_max|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '9' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_ultracode|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '8' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_xhigh|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '7' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_high|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '6' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_medium|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '4' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_low|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '2' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- elif '<|think_minimal|>' in _low %}
+            {%- set ns_state.thinking = true %}
+            {%- set ns_state.effort = '1' %}
+            {%- set ns_state.mode = 'level' %}
+            {%- set store.saw_inline = true %}
+        {%- endif %}
+        {%- for n in range(10) %}
+            {%- if '[l' ~ n ~ ']' in _low %}
+                {%- set ns_state.effort = n | string %}
+                {%- set ns_state.mode = 'level' %}
+                {%- set store.saw_inline = true %}
+                {%- if n == 0 %}
+                    {%- set ns_state.thinking = false %}
+                {%- else %}
+                    {%- set ns_state.thinking = true %}
+                {%- endif %}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+    {#- {REASON:...} / [MODE:...] extraction (any role). -#}
+    {%- set _tagged = ('{REASON:' in _txt) or ('[MODE:' in _txt) %}
+    {%- if _tagged %}
+        {%- set _raw_reason = '' %}
+        {%- if '{REASON:' in _txt %}
+            {%- set _raw_reason = _txt.split('{REASON:')[1].split('}')[0] %}
+        {%- elif '[MODE:' in _txt %}
+            {%- set _raw_reason = _txt.split('[MODE:')[1].split(']')[0] %}
+        {%- endif %}
+        {%- if _raw_reason %}
+            {%- set _mode_raw = _raw_reason | string | lower | trim %}
+            {%- set store.raw_mode = _mode_raw %}
+            {%- if _mode_raw.startswith('i') and _mode_raw | length > 1 %}
+                {%- set ns_state.effort = _mode_raw[1:] %}
+                {%- set ns_state.mode = 'level' %}
+                {%- set ns_state.thinking = false %}
+                {%- set ns_state.silent_profile = true %}
+                {%- set store.saw_inline = true %}
+            {%- else %}
+                {%- set ns_state.effort = _mode_raw %}
+                {%- set ns_state.mode = 'level' %}
+                {%- set store.saw_inline = true %}
+                {%- if _mode_raw in ('0', 'mortal', 'off', 'none', 'direct', 'chat', 'disabled', 'regular', 'vanilla', 'standard', 'default', 'clean') %}
+                    {%- set ns_state.thinking = false %}
+                {%- else %}
+                    {%- set ns_state.thinking = true %}
+                {%- endif %}
+            {%- endif %}
+        {%- endif %}
+    {%- endif %}
+    {#- Build cleaned message store. Messages WITHOUT inline signals pass -#}
+    {#- through untouched, so multi-modal parts (images/videos) survive.     -#}
+    {%- if _tagged and _role == 'assistant' %}
+        {%- set _clean = strip_mode_tag(_txt) | trim %}
+        {%- set store.messages = store.messages + [{'role': _role, 'content': _clean, 'tool_calls': (msg.tool_calls if msg.tool_calls is defined else none), 'reasoning_content': (msg.reasoning_content if msg.reasoning_content is defined else none), 'thinking': (msg.thinking if msg.thinking is defined else none), 'reasoning': (msg.reasoning if msg.reasoning is defined else none)}] %}
+    {%- elif _is_steering and _has_inline %}
+        {#- Multi-modal aware strip: clean text items, keep image/video parts. -#}
+        {%- if msg.content is string %}
+            {%- set _clean = strip_control_tags(_txt) | trim %}
+            {%- set store.messages = store.messages + [{'role': _role, 'content': _clean}] %}
+        {%- elif msg.content is iterable and msg.content is not mapping %}
+            {%- set _nc = namespace(items=[]) %}
+            {%- for item in msg.content %}
+                {%- if item is mapping and 'text' in item and item.text is string %}
+                    {%- set _nc.items = _nc.items + [{'type': 'text', 'text': strip_control_tags(item.text) | trim}] %}
+                {%- else %}
+                    {%- set _nc.items = _nc.items + [item] %}
+                {%- endif %}
+            {%- endfor %}
+            {%- set store.messages = store.messages + [{'role': _role, 'content': _nc.items}] %}
+        {%- else %}
+            {%- set store.messages = store.messages + [msg] %}
+        {%- endif %}
+    {%- else %}
+        {%- set store.messages = store.messages + [msg] %}
+    {%- endif %}
+{%- endfor %}
+{%- set messages = store.messages %}
+{%- set _depth_explicit = (_depth_explicit or store.saw_inline) %}
+{#- Continuous depth: pure integers 10-100 map onto the spectrum band. -#}
+{#- 0-9 stay legacy level numbers so old clients keep exact behaviour.  -#}
+{#- NB: int-filter round-trip instead of .isdigit() — minja (llama.cpp) -#}
+{#- does not implement string.isdigit().                                -#}
+{%- set _eff_int = ns_state.effort | int %}
+{%- if ns_state.mode == 'level' and ns_state.effort is string and (_eff_int | string) == ns_state.effort and _eff_int >= 10 %}
+    {%- set _n = ns_state.effort | int %}
+    {%- set ns_state.thinking = true %}
+    {%- if _n <= 14 %}
+        {%- set ns_state.effort = '1' %}
+    {%- elif _n <= 29 %}
+        {%- set ns_state.effort = '2' %}
+    {%- elif _n <= 44 %}
+        {%- set ns_state.effort = '3' %}
+    {%- elif _n <= 59 %}
+        {%- set ns_state.effort = '4' %}
+    {%- elif _n <= 69 %}
+        {%- set ns_state.effort = '5' %}
+    {%- elif _n <= 79 %}
+        {%- set ns_state.effort = '6' %}
+    {%- elif _n <= 89 %}
+        {%- set ns_state.effort = '7' %}
+    {%- elif _n <= 96 %}
+        {%- set ns_state.effort = '8' %}
+    {%- else %}
+        {%- set ns_state.effort = '9' %}
+    {%- endif %}
+{%- endif %}
+{#- Depth-tool coupling, part A: trailing tool-failure streak pre-pass. -#}
+{%- set _streak = namespace(value=0) %}
+{%- for msg in messages %}
+    {%- if msg.role == 'tool' %}
+        {%- set _tc = scan_text(msg.content) | trim %}
+        {%- if classify_tool_output(_tc) | trim == 'error' %}
+            {%- set _streak.value = _streak.value + 1 %}
+        {%- else %}
+            {%- set _streak.value = 0 %}
+        {%- endif %}
+    {%- elif msg.role == 'user' %}
+        {%- set _streak.value = 0 %}
+    {%- endif %}
+{%- endfor %}
+{#- Depth-tool coupling, part B: state adjustment BEFORE rendering. -#}
+{#- Collapse: tools attached, no explicit depth signal → [L4].          -#}
+{#- Escalate: 2+ consecutive tool failures → +1 band, capped at [L7].   -#}
+{#- Swarm/council profiles are never auto-tuned (non-numeric effort).   -#}
+{%- if _has_tools and not _depth_explicit and ns_state.thinking %}
+    {%- set ns_state.effort = '4' %}
+{%- endif %}
+{%- if _streak.value >= 2 and ns_state.thinking %}
+    {%- set _cur = ns_state.effort if ns_state.effort else '7' %}
+    {%- if _cur == '1' %}
+        {%- set ns_state.effort = '2' %}
+    {%- elif _cur == '2' %}
+        {%- set ns_state.effort = '3' %}
+    {%- elif _cur == '3' %}
+        {%- set ns_state.effort = '4' %}
+    {%- elif _cur == '4' %}
+        {%- set ns_state.effort = '5' %}
+    {%- elif _cur == '5' %}
+        {%- set ns_state.effort = '6' %}
+    {%- elif _cur == '6' %}
+        {%- set ns_state.effort = '7' %}
+    {%- elif _cur in ('7', '8', '9') %}
+        {%- set ns_state.effort = '7' %}
+    {%- endif %}
+{%- endif %}
+{#- Alias resolver: number / name / compat alias → profile. Runs AFTER -#}
+{#- coupling, so the rendered profile always matches the final effort.  -#}
+{#- Unknown input degrades gracefully to [L7]; it never hard-fails.     -#}
+{#- Silent modes (i-prefix) still inject the depth profile: the model   -#}
+{#- reasons at that quality internally while thinking tags stay closed. -#}
+{%- set reasoning_instructions = '' %}
+{%- if ns_state.thinking or ns_state.silent_profile %}
+    {%- set target_mode = ns_state.effort if ns_state.effort else '7' %}
+    {%- if target_mode in ('1', 'hermes', 'ulow', 'ultra-low', 'micro', 'minimal') %}
+        {%- set reasoning_instructions = inst_hermes %}
+    {%- elif target_mode in ('2', 'apollo', 'low') %}
+        {%- set reasoning_instructions = inst_apollo %}
+    {%- elif target_mode in ('3', 'artemis', 'lmed', 'low-medium') %}
+        {%- set reasoning_instructions = inst_artemis %}
+    {%- elif target_mode in ('4', 'athena', 'medium', 'med') %}
+        {%- set reasoning_instructions = inst_athena %}
+    {%- elif target_mode in ('5', 'prometheus', 'mhigh', 'medium-high') %}
+        {%- set reasoning_instructions = inst_prometheus %}
+    {%- elif target_mode in ('6', 'solstice', 'high') %}
+        {%- set reasoning_instructions = inst_solstice %}
+    {%- elif target_mode in ('7', 'hyperion', 'xhigh', 'default', 'extreme') %}
+        {%- set reasoning_instructions = inst_hyperion %}
+    {%- elif target_mode in ('8', 'einstein', 'uhigh', 'ultra-high') %}
+        {%- set reasoning_instructions = inst_einstein %}
+    {%- elif target_mode in ('9', 'oracle', 'amax', 'max', 'absolute-max') %}
+        {%- set reasoning_instructions = inst_oracle %}
+    {%- elif target_mode in ('swarm', 'einstein-swarm', '20-swarm', 'uhigh-swarm', 'divergent') %}
+        {%- set reasoning_instructions = inst_swarm %}
+    {%- elif target_mode in ('deep-swarm', 'oracle-swarm', 'council', 'amax-swarm', 'deep-research', 'spoon', 'adversarial') %}
+        {%- set reasoning_instructions = inst_deep_swarm %}
+    {%- else %}
+        {%- set reasoning_instructions = inst_hyperion %}
+    {%- endif %}
+{%- endif %}
+{#- ================================================================== -#}
+{#- S3 RENDER PIPELINE — ChatML emission.                               -#}
+{#- ================================================================== -#}
+{#- Leading system-message grouping. -#}
+{%- set head = namespace(count=0, seen_non_system=false) %}
+{%- for message in messages %}
+    {%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
+    {%- if _is_sys and not head.seen_non_system %}
+        {%- set head.count = head.count + 1 %}
+    {%- else %}
+        {%- set head.seen_non_system = true %}
+    {%- endif %}
+{%- endfor %}
+{%- set sys_state = namespace(content='') %}
+{%- for message in messages[:head.count] %}
+    {%- set _part = render_content(message.content, false) | trim %}
+    {%- if _part %}
+        {%- if sys_state.content %}
+            {%- set sys_state.content = sys_state.content ~ '\n\n' ~ _part %}
+        {%- else %}
+            {%- set sys_state.content = _part %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- set _sc = sys_state.content %}
+{%- set _msgs = messages[head.count:] %}
+{%- set _terse_active = terse if terse is defined else (not is_explicit_regular) %}
+{%- if _terse_active %}
+    {%- if not _sc %}
+        {%- set _sc = terse_core | trim %}
+    {%- else %}
+        {%- set _sc = (_sc | trim) ~ '\n\n' ~ (terse_core | trim) %}
+    {%- endif %}
+{%- endif %}
+{#- Some runtimes prepend their own tool protocol; stand down if seen. -#}
+{%- set _runtime_tool_protocol = (_sc is defined and _sc and '[TOOL_REQUEST]' in _sc) %}
+{%- if suppress_tool_instructions is not none %}
+    {%- set _suppress_tools = suppress_tool_instructions %}
+{%- else %}
+    {%- set _suppress_tools = _runtime_tool_protocol %}
+{%- endif %}
+{{- bos_token -}}\n{#- System emission: profile + soft contract + tools. -#}
+{%- if reasoning_instructions or _sc or (_has_tools and not _suppress_tools) %}
+    {{- '<|start_header_id|>system<|end_header_id|>\n\n' }}
+    {%- if reasoning_instructions %}
+        {{- reasoning_instructions ~ '\n\n' ~ soft_budget_contract ~ '\n\n' }}
+    {%- endif %}
+    {%- if _has_tools and not _suppress_tools %}
+        {{- '# Tools\n\nYou have access to the following functions:\n\n<tools>' }}
+        {%- for tool in tools %}
+            {{- '\n' }}
+            {{- tool | tojson }}
+        {%- endfor %}
+        {{- '\n</tools>' }}
+        {%- if _tool_format == 'json' %}
+            {{- '\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' }}
+            {{- '- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys inside <tool_call></tool_call> XML tags.\n- The <tool_call> tag MUST be at the very beginning of a new line.\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- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
+        {%- else %}
+            {{- '\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\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- The <tool_call> and <function> tags MUST be at the very beginning of a new line.\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- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
+        {%- endif %}
+        {%- if _sc %}
+            {{- '\n\n' + _sc }}
+        {%- endif %}
+        {{- '<|eot_id|>\n' }}
+    {%- else %}
+        {%- if _sc %}
+            {{- _sc + '<|eot_id|>\n' }}
+        {%- else %}
+            {{- '<|eot_id|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endif %}
+{#- Last real user turn (for preserve_thinking tail logic). -#}
+{%- set _last_idx = _msgs | length - 1 %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=_last_idx) %}
+{%- for message in _msgs[::-1] %}
+    {%- set index = (_msgs | length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == 'user' %}
+        {%- set _rc = render_content(message.content, false) | trim %}
+        {%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
+            {%- set ns.multi_step_tool = false %}
+            {%- set ns.last_query_index = index %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if ns.multi_step_tool %}
+    {%- if _last_idx > 50 %}
+        {%- set ns.last_query_index = _last_idx %}
+    {%- else %}
+        {%- set ns.last_query_index = 0 %}
+    {%- endif %}
+{%- endif %}
+{#- Message render loop. -#}
+{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
+{%- for message in _msgs %}
+    {%- set is_system = (message.role == "system" or message.role == "developer") %}
+    {%- set content = render_content(message.content, true, is_system) | trim %}
+    {%- if is_system %}
+        {{- '<|start_header_id|>system<|end_header_id|>\n\n' + content + '<|eot_id|>\n' }}
+    {%- elif message.role == 'user' %}
+        {%- set ns2.consecutive_failures = 0 %}
+        {{- '<|start_header_id|>user<|end_header_id|>\n\n' + strip_control_tags(content) + '<|eot_id|>\n' }}
+    {%- elif message.role == 'assistant' %}
+        {%- set reasoning_content = '' %}
+        {%- set _explicit_reasoning = '' %}
+        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}
+            {%- if message.reasoning_content is string %}
+                {%- set _explicit_reasoning = message.reasoning_content %}
+            {%- else %}
+                {%- set _explicit_reasoning = message.reasoning_content | string %}
+            {%- endif %}
+        {%- elif message.thinking is defined and message.thinking is not none %}
+            {%- if message.thinking is string %}
+                {%- set _explicit_reasoning = message.thinking %}
+            {%- else %}
+                {%- set _explicit_reasoning = message.thinking | string %}
+            {%- endif %}
+        {%- elif message.reasoning is defined and message.reasoning is not none %}
+            {%- if message.reasoning is string %}
+                {%- set _explicit_reasoning = message.reasoning %}
+            {%- else %}
+                {%- set _explicit_reasoning = message.reasoning | string %}
+            {%- endif %}
+        {%- endif %}
+        {%- if _explicit_reasoning %}
+            {%- set _lead_end = '' %}
+            {%- if content.startswith('<think>') and '</think>' in content %}
+                {%- set _lead_end = '</think>' %}
+            {%- elif content.startswith('<thinking>') and '</thinking>' in content %}
+                {%- set _lead_end = '</thinking>' %}
+            {%- elif content.startswith('</think>') %}
+                {%- set _lead_end = '</think>' %}
+            {%- elif content.startswith('</thinking>') %}
+                {%- set _lead_end = '</thinking>' %}
+            {%- endif %}
+            {%- if _lead_end %}
+                {%- set content = content.split(_lead_end)[-1].lstrip('\n') %}
+            {%- endif %}
+            {%- set reasoning_content = _explicit_reasoning %}
+        {%- else %}
+            {%- set _think_end = '' %}
+            {%- if content.startswith('</think>') %}
+                {%- set _think_end = '</think>' %}
+            {%- elif content.startswith('</thinking>') %}
+                {%- set _think_end = '</thinking>' %}
+            {%- elif '\n</think>' in content %}
+                {%- set _think_end = '\n</think>' %}
+            {%- elif '\n</thinking>' in content %}
+                {%- set _think_end = '\n</thinking>' %}
+            {%- elif '\n</ think>' in content %}
+                {%- set _think_end = '\n</ think>' %}
+            {%- elif '\n</think >' in content %}
+                {%- set _think_end = '\n</think >' %}
+            {%- elif content.startswith('<think>') and '</think>' in content %}
+                {%- set _think_end = '</think>' %}
+            {%- elif content.startswith('<thinking>') and '</thinking>' in content %}
+                {%- set _think_end = '</thinking>' %}
+            {%- endif %}
+            {%- if _think_end %}
+                {%- if 'thinking' in _think_end %}
+                    {%- set _think_start = '<thinking>' %}
+                {%- else %}
+                    {%- set _think_start = '<think>' %}
+                {%- endif %}
+                {%- set reasoning_content = content.split(_think_end)[0].rstrip('\n') %}
+                {%- if _think_start in reasoning_content %}
+                    {%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\n') %}
+                {%- endif %}
+                {%- set content = content.split(_think_end)[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content | trim %}
+        {%- if (_preserve_thinking or loop.index0 > ns.last_query_index) %}
+            {{- '<|start_header_id|>assistant<|end_header_id|>\n\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
+        {%- else %}
+            {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if tool_call.function is defined and tool_call.function is not none %}
+                    {%- set tc = tool_call.function %}
+                {%- else %}
+                    {%- set tc = tool_call %}
+                {%- endif %}
+                {%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
+                {%- if _tool_format == 'json' %}
+                    {%- if loop.first %}
+                        {%- if content | trim %}
+                            {{- '\n\n' }}
+                        {%- endif %}
+                    {%- else %}
+                        {{- '\n' }}
+                    {%- endif %}
+                    {%- set _args = '{}' %}
+                    {%- if tc.arguments is defined and tc.arguments is not none %}
+                        {%- if tc.arguments is mapping %}
+                            {%- set _args = tc.arguments | tojson %}
+                        {%- elif tc.arguments is string %}
+                            {%- if tc.arguments %}
+                                {%- set _args = tc.arguments %}
+                            {%- endif %}
+                        {%- else %}
+                            {%- set _args = tc.arguments | tojson %}
+                        {%- endif %}
+                    {%- endif %}
+                    {{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
+                {%- else %}
+                    {%- if loop.first %}
+                        {%- if content | trim %}
+                            {{- '\n\n<tool_call>\n<function=' + tc_name + '>\n' }}
+                        {%- else %}
+                            {{- '<tool_call>\n<function=' + tc_name + '>\n' }}
+                        {%- endif %}
+                    {%- else %}
+                        {{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
+                    {%- endif %}
+                    {%- if tc.arguments is defined and tc.arguments is not none %}
+                        {%- if tc.arguments is mapping %}
+                            {%- for args_name, args_value in tc.arguments.items() %}
+                                {{- '<parameter=' + args_name + '>\n' }}
+                                {%- if args_value is string %}
+                                    {%- set _av = args_value %}
+                                {%- else %}
+                                    {%- set _av = args_value | tojson %}
+                                {%- endif %}
+                                {%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}
+                                    {{- _av[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_av | length | string) ~ ' chars]' }}
+                                {%- else %}
+                                    {{- _av }}
+                                {%- endif %}
+                                {{- '\n</parameter>\n' }}
+                            {%- endfor %}
+                        {%- else %}
+                            {%- if tc.arguments is string %}
+                                {%- set _raw_args = tc.arguments %}
+                            {%- else %}
+                                {%- set _raw_args = tc.arguments | tojson %}
+                            {%- endif %}
+                            {%- if _raw_args %}
+                                {%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
+                                    {{- _raw_args[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_raw_args | length | string) ~ ' chars]' }}
+                                {%- else %}
+                                    {{- _raw_args }}
+                                {%- endif %}
+                            {%- endif %}
+                        {%- endif %}
+                    {%- endif %}
+                    {{- '</function>\n</tool_call>' }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|eot_id|>\n' }}
+    {%- elif message.role == 'tool' %}
+        {%- if classify_tool_output(content) | trim == 'error' %}
+            {%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}
+        {%- else %}
+            {%- set ns2.consecutive_failures = 0 %}
+        {%- endif %}
+        {%- if ns2.prev_role != 'tool' %}
+            {{- '<|start_header_id|>user<|end_header_id|>\n\n' }}
+        {%- endif %}
+        {%- set _is_json_payload = (_tool_format == 'json' and content | trim | length > 0 and (content | trim)[:1] in ('{', '[')) %}
+        {%- if not _is_json_payload and max_tool_response_chars > 0 and content | length > max_tool_response_chars %}
+            {%- set content = content[:max_tool_response_chars] + '\n[TRUNCATED - original length ' ~ (content | length | string) ~ ' chars]' %}
+        {%- endif %}
+        {{- '\n<tool_response>\n' + content }}
+        {%- if ns2.consecutive_failures >= 2 %}
+            {{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}
+        {%- elif ns2.consecutive_failures == 1 %}
+            {{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}
+        {%- endif %}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last %}
+            {{- '<|eot_id|>\n' }}
+        {%- else %}
+            {%- set _next_role = _msgs[loop.index0 + 1].role %}
+            {%- if _next_role != 'tool' %}
+                {{- '<|eot_id|>\n' }}
+            {%- endif %}
+        {%- endif %}
+    {%- else %}
+        {{- '<|start_header_id|>user<|end_header_id|>\n\n[' + message.role + ']: ' + content + '<|eot_id|>\n' }}
+    {%- endif %}
+    {%- set ns2.prev_role = message.role %}
+{%- endfor %}
+{#- Generation prompt: open thinking when active (variable depth, the model -#}
+{#- decides how far to run), or pre-close it when disabled. -#}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+    {%- if is_explicit_regular %}
+        {#- Pure regular mode: no think block -#}
+    {%- elif not ns_state.thinking %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}