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refactor: Finalize agent template
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docs/agent-templates-design.md
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358
docs/agent-templates-design.md
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# Agent Templates — Design Note (body model, include, extends)
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Status: agreed design / ready to implement. Dev-facing (not end-user docs).
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Scope: how agent TOML profiles describe the request and share structure.
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## Problem this replaces
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The shipped model has each agent embed a `[template].message_format` jinja string
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that hand-builds the **whole** request body as text, plus `[template.sampling]` and
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`[template.thinking.*]` blocks merged in by `applySampling`. Pains:
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- Massive copy-paste: 9 OpenAI-compatible agents share a byte-identical ~50-line
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`message_format`; 4 Claude agents share another; `role` + README `context` are
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identical across 18 files.
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- `[template.sampling]` / `[template.thinking.overrides]` /
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`[template.thinking.request_block.*]` describe **merge machinery**, not the request
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body — they don't look like the actual API call. The `overrides` vs `request_block`
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split is meaningless (both are deep-merged into the request identically).
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- Manual JSON-by-string-concatenation: trailing-comma bookkeeping
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(`{% if not loop.is_last %},{% endif %}`) everywhere; a missing comma fails
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silently at runtime (`renderBody` returns nullopt, only a `qWarning`).
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- `include` is hard-disabled, so there is no way to share a sub-fragment.
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## Agreed model
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### 1. `[body]` is a deep-mergeable table = the request body, 1:1 with the API
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Replace the `message_format` string and the `sampling`/`thinking` blocks with a
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single `[body]` TOML table whose keys are the **literal request-body fields**.
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Because it is a table (not a string), `extends` / `deepMerge` can override it
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field-by-field — variants become a 2-line delta instead of a copied body.
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Field-value rules at build time (per key in `[body]`, applied recursively):
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- **string containing jinja** (`{{` or `{%`) → render through inja, splice the
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output as **raw JSON** (array / object / string). Empty render → key omitted.
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- **string without jinja** (e.g. `"high"`) → literal JSON string, as-is.
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- **number / bool / inline-table** → as-is.
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So `messages` / `contents` and `system` / `system_instruction` are just **string
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fields holding jinja**; everything else (`max_tokens`, `temperature`, `stream`,
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`thinking`, `output_config`, `generationConfig`, …) is a literal value that reads
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exactly like the curl body.
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No runtime toggles: thinking / tools / streaming are **fixed per agent**. A thinking
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agent literally carries the `thinking` fields; a non-thinking variant is a separate
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file. There is no `{% if thinking %}` and no `thinkingEnabled` flag threaded into
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rendering. `system` uses `{% if existsIn(ctx, "system_prompt") %}` only because that
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is about *presence of data*, not a mode toggle.
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Outside the body:
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- `model` — supplied by the **client** from its own settings; never in the profile.
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Google embeds the model in the URL, so its `endpoint` uses a `${MODEL}` placeholder
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the client resolves (same substitution style as `${PROJECT_DIR}` / `${HOME}`).
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- `tools` — injected by the **provider** when `enable_tools` is set (tool
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definitions are dynamic, from `ToolsManager`; they can't be authored in TOML).
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- `stream` — always on. Literal `"stream": true` in the body for OpenAI / Claude /
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Mistral; encoded in the `endpoint` URL for Google.
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### 2. `include` re-enabled as whitelisted partials
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The message-array rendering (the complex, comma-heavy part) lives in
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`sources/agents/partials/*.jinja`, shared via `{% include %}`. The throwing include
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callback is replaced by a sandboxed resolver that:
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- rejects names containing `..`, a leading `/`, or a scheme/drive;
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- resolves only against known roots: bundled `:/agents/partials/` then the user
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`partials/` dir;
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- parses/caches the partial in the same `inja::Environment`.
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A missing/typo'd partial is a **load-time** error.
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### 3. `extends` shares config down a hierarchy
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`extends` already exists (`resolveExtends` + `deepMerge` + `abstract`/`hidden`); it
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keeps doing what it does, now over the structured `[body]` too. Typical 2–3 levels:
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```
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chat_base (abstract) → system_prompt (shared by all)
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├─ openai_base (abstract) → provider/endpoint/enable_tools + [body]
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│ ├─ openai_chat → name
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│ ├─ mistral_chat → name, provider, endpoint
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│ └─ mistral_reasoning → + [body].reasoning_effort
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├─ anthropic_base (abstract) → provider/endpoint/thinking + [body]
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│ ├─ claude_chat → name
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│ └─ claude_sonnet → + [body.output_config].effort
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└─ google_base (abstract) → provider/endpoint + [body]
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└─ gemini_chat → name
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```
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Notes:
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- `[body]` is shared whole when identical (the 8 OpenAI-compatible providers); a
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variant overrides only the differing field — no duplicated body.
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- Arrays (`tags`) are **replaced** on override, not appended (`deepMerge` recurses
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objects only). A child that wants base tags + extras restates the full list.
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- Division of labour: **include** shares the message-rendering fragment across
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unrelated families; **extends** shares config (system_prompt / endpoint / body)
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down one inheritance chain.
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- With `model` gone, per-model files collapse: agents that previously differed only
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by `model` become one agent (the client picks the model). A separate file is only
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needed when the body genuinely differs (effort, no-thinking, …).
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### `role` + `context` merged into `system_prompt`
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The old `role` (static) and `context` (jinja, reads files) are two layers of the
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same system prompt (`SystemPromptBuilder` layers `agent.role` / `agent.context`).
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Merge into one `system_prompt` field, always rendered through `ContextRenderer`
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(static text passes through; dynamic parts use `{% %}`), e.g. README via
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`file_exists` instead of the `set readme / if length` dance. `Session` collapses the
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two layers into one rendered layer.
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## Worked examples
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OpenAI base:
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```toml
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extends = "Chat Base"
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abstract = true
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provider_instance = "OpenAI (Chat Completions)"
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endpoint = "/chat/completions"
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enable_tools = true
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[body]
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max_tokens = 8192
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temperature = 0.7
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stream = true
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messages = """
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[ {% include "partials/openai_messages.jinja" %} ]
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"""
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```
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Mistral reasoning child (delta only):
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```toml
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extends = "OpenAI Base Chat"
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name = "Mistral Reasoning Chat"
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provider_instance = "Mistral AI"
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endpoint = "/v1/chat/completions"
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enable_thinking = true
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[body]
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reasoning_effort = "medium"
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```
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Claude base (literally the curl body):
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```toml
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extends = "Chat Base"
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abstract = true
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provider_instance = "Claude"
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endpoint = "/v1/messages"
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enable_thinking = true
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enable_tools = true
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[body]
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max_tokens = 16000
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temperature = 1
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stream = true
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thinking = { type = "adaptive", display = "summarized" }
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output_config = { effort = "high" }
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system = """{% if existsIn(ctx, "system_prompt") %}{{ tojson(ctx.system_prompt) }}{% endif %}"""
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messages = """
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[ {% include "partials/anthropic_messages.jinja" %} ]
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"""
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```
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Sonnet child (delta only):
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```toml
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extends = "Anthropic Base Chat"
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name = "Claude Sonnet"
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[body.output_config]
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effort = "medium"
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```
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Google base (`${MODEL}` in endpoint; streaming in the URL):
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```toml
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extends = "Chat Base"
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abstract = true
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provider_instance = "Google AI"
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endpoint = "/models/${MODEL}:streamGenerateContent?alt=sse"
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enable_thinking = true
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enable_tools = true
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[body]
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system_instruction = """{% if existsIn(ctx, "system_prompt") %}{ "parts": [ { "text": {{ tojson(ctx.system_prompt) }} } ] }{% endif %}"""
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contents = """
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[ {% include "partials/google_contents.jinja" %} ]
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"""
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[body.generationConfig]
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maxOutputTokens = 16000
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temperature = 1
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thinkingConfig = { includeThoughts = true, thinkingBudget = 8192 }
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```
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### Partials
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`partials/openai_messages.jinja` dispatches per message:
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```jinja
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{% if existsIn(ctx, "system_prompt") %}
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{ "role": "system", "content": {{ tojson(ctx.system_prompt) }} },
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{% endif %}
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{% for msg in ctx.history %}
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{% if msg.role == "assistant" %}{% include "partials/openai_assistant.jinja" %}
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{% else if length(filter_by_type(msg.content_blocks, "tool_result")) > 0 %}{% include "partials/openai_tool_results.jinja" %}
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{% else %}{% include "partials/openai_user.jinja" %}
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{% endif %}
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{% endfor %}
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```
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`partials/openai_assistant.jinja`:
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```jinja
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{% set tcalls = filter_by_type(msg.content_blocks, "tool_use") %}
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{
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"role": "assistant",
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"content": {{ tojson(msg.content) }}
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{% if length(tcalls) > 0 %}
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, "tool_calls": [
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{% for b in tcalls %}
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{ "id": {{ tojson(b.id) }}, "type": "function",
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"function": { "name": {{ tojson(b.name) }}, "arguments": {{ tojson(tojson(b.input)) }} } },
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{% endfor %}
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]
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{% endif %}
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},
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```
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`partials/openai_tool_results.jinja`:
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```jinja
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{% for b in filter_by_type(msg.content_blocks, "tool_result") %}
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{ "role": "tool", "tool_call_id": {{ tojson(b.tool_use_id) }}, "content": {{ tojson(b.content) }} },
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{% endfor %}
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```
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`partials/openai_user.jinja`:
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```jinja
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{% if existsIn(msg, "images") %}
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{ "role": "user", "content": {% include "partials/openai_image_content.jinja" %} },
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{% else %}
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{ "role": "user", "content": {{ tojson(msg.content) }} },
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{% endif %}
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```
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`partials/openai_image_content.jinja`:
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```jinja
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[
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{ "type": "text", "text": {{ tojson(msg.content) }} }
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{% for img in msg.images %}
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,
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{% if img.is_url %}
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{ "type": "image_url", "image_url": { "url": {{ tojson(img.data) }} } }
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{% else %}
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{ "type": "image_url", "image_url": { "url": "data:{{ img.media_type }};base64,{{ img.data }}" } }
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{% endif %}
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{% endfor %}
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]
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```
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`partials/anthropic_messages.jinja`:
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```jinja
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{% for msg in ctx.history %}
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{
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"role": {{ tojson(msg.role) }},
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"content": [
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{% for b in msg.content_blocks %}
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{% if b.type == "image" %}{% include "partials/anthropic_image.jinja" %}
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{% else %}{{ tojson(b) }},
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{% endif %}
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{% endfor %}
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]
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},
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{% endfor %}
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```
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`partials/anthropic_image.jinja`:
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```jinja
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{
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"type": "image",
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"source":
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{% if b.is_url %}
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{ "type": "url", "url": {{ tojson(b.data) }} }
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{% else %}
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{ "type": "base64", "media_type": {{ tojson(b.media_type) }}, "data": {{ tojson(b.data) }} }
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{% endif %}
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},
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```
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`partials/google_contents.jinja`:
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```jinja
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{% for msg in ctx.history %}
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{
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"role": {% if msg.role == "assistant" %}"model"{% else %}"user"{% endif %},
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"parts": [ {% for b in msg.content_blocks %}{% include "partials/google_part.jinja" %}{% endfor %} ]
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},
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{% endfor %}
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```
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`partials/google_part.jinja`:
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```jinja
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{% if b.type == "text" %}
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{ "text": {{ tojson(b.text) }} },
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{% else if b.type == "thinking" %}
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{ "text": {{ tojson(b.thinking) }}, "thought": true, "thoughtSignature": {{ tojson(b.signature) }} },
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{% else if b.type == "tool_use" %}
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{ "functionCall": { "name": {{ tojson(b.name) }}, "args": {{ tojson(b.input) }} } },
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{% else if b.type == "tool_result" %}
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{ "functionResponse": { "name": {{ tojson(b.name) }}, "response": { "result": {{ tojson(b.content) }} } } },
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{% else if b.type == "image" %}
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{% if b.is_url %}
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{ "file_data": { "mime_type": {{ tojson(b.media_type) }}, "file_uri": {{ tojson(b.data) }} } },
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{% else %}
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{ "inline_data": { "mime_type": {{ tojson(b.media_type) }}, "data": {{ tojson(b.data) }} } },
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{% endif %}
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{% else %}
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{ "text": "" },
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{% endif %}
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```
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## C++ work
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In `JsonPromptTemplate`:
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- Parse `[body]` as a `QJsonObject` (not a string). Walk it recursively and build the
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request: render jinja-bearing string values via inja and splice the parsed JSON;
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pass literal strings / scalars / inline-tables through; drop keys whose render is
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empty.
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- **Delete** `m_sampling`, `m_thinking`, and `applySampling` entirely — the body is
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the request; there is no separate sampling/thinking merge.
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- Drop the `thinkingEnabled` parameter from `buildFullRequest` /
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`Provider::prepareRequest` / `Session` — it no longer affects rendering.
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- Add a **JSON-aware** trailing-comma stripper before `QJsonDocument::fromJson`
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(tracks string/escape state so `,}` / `,]` inside string values are not touched).
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This is what lets partials emit an unconditional `,` after every element and drop
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all `loop.is_last` bookkeeping.
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In `AgentConfig` / `AgentLoader`:
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- Replace `messageFormat` (string) with `body` (`QJsonObject`); merge `role` +
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`context` into `system_prompt`. `[template].sampling` / `[template].thinking` are
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removed.
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- `extends` / `deepMerge` are unchanged; they now also merge `[body]`.
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- Validate at load: a referenced partial must resolve; the assembled body must parse
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as JSON (render once against a synthetic context with tool_use / tool_result /
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image). Catches breakage at startup, not mid-conversation.
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In the client / provider layer:
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- The client sets `model` from its settings (and resolves `${MODEL}` in the
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endpoint); `Session` no longer seeds the payload with `cfg.model`.
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- The provider keeps injecting `tools` when `enable_tools` is set.
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In `Session`:
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- Collapse the `agent.role` + `agent.context` system-prompt layers into one rendered
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`system_prompt` layer.
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## Implementation order
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1. JSON-aware trailing-comma stripper + whitelisted `include` resolver (enables
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readable partials).
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2. `[body]`-table model in `JsonPromptTemplate` + loader; delete
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sampling/thinking/`applySampling`; drop `thinkingEnabled`.
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3. `system_prompt` merge in loader + `Session`.
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4. `model` from client (+ `${MODEL}` endpoint substitution); convert bundled agents
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to the base/partials/`extends` layout.
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5. Load-time validation (partial resolves, body parses).
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