Example: Functional agent with [[namespace.key]] template references (v2)
Users author placeholders with an explicit namespace prefix:
[[inputs.X]] / [[outputs.X]] / [[tools.X]]. The SDK rewrites
them on Agent.new / Agent.save to the backend-canonical
\{\{inputs.X\}\} / \{\{outputs.X\}\} / \{\{tools.\<tool_id>\}\} forms that
the engine expects.Why the [[ ]] brackets: \{\{ and \}\} are reserved escape sequences in
Python f-strings — authoring in \{\{ \}\} would force awkward
f"\{\{\{\{topic\}\}\}\}" boilerplate. [[ ]] has no special meaning in
f-strings so placeholders drop into normal interpolation cleanly.Why the required namespace prefix: if an input, output, and tool all
share a name (say brief), a bare [[brief]] would be ambiguous. The
v2 SDK rejects bare placeholders outright and asks the author to write
[[inputs.brief]] / [[outputs.brief]] / [[tools.brief]] explicitly.What this demonstrates:
Tool by name: [[tools.google_search]] -> {{tools.<tool_id>}}
Tool by raw id: [[tools.<tool_id>]] -> {{tools.<tool_id>}}
Already-canonical {{inputs.topic}} content passes through unchanged
Bare [[topic]] is rejected with a TemplateReferenceError
This is a functional agent (type=FUNCTIONAL). Conversational agents
bypass placeholder resolution — for those, use str(kb) /
str(pipeline) etc. (see Example 17 / vs-context).
from vectorshift.agent import Agent, AgentType, IOConfig, LLMInfofrom vectorshift.agent.template_refs import TemplateReferenceErrorfrom vectorshift.agent.tool import ToolInput, ToolInputTypefrom vectorshift.agent.tools import GoogleSearchTooldef main() -> None: # Tool whose LLM-facing name is `google_search` — users reference it # as `[[tools.google_search]]` in instructions and descriptions. search = GoogleSearchTool( tool_name="google_search", tool_description="Look up fresh facts about [[inputs.topic]] on the web.", query=ToolInput( type=ToolInputType.DYNAMIC, description="A query related to [[inputs.topic]]", ), num_results=10, ) agent = Agent.new( name="Topic briefing (v2 templates)", type=AgentType.FUNCTIONAL, llm_info=LLMInfo(provider="openai", model_id="gpt-4o"), tools=[search], instructions=( "For the given [[inputs.topic]], call [[tools.google_search]] " "for fresh facts, then write a short brief into [[outputs.brief]]." ), inputs={ "topic": IOConfig(io_type="string", description="Subject to brief"), }, outputs={ "brief": IOConfig(io_type="string", description="Markdown brief"), }, ) print(f"Created agent: {agent.name} (id={agent.id})") # After Agent.new() the server stores the rewritten canonical form. fresh = Agent.fetch(id=agent.id) print("Server-stored instructions (canonical {{...}} form):") print(f" {fresh.instructions!r}") tool_from_server = next(iter(fresh.tools), None) if tool_from_server is not None: print(f"Server-stored tool description: {tool_from_server.description!r}") # Re-saving an agent already carrying canonical placeholders is a # no-op: the `{{...}}` wire form passes through unchanged. fresh.save() print("Saved with canonical placeholders (idempotent).") # Demonstrate the rejection paths: both a missing prefix and a # namespaced typo raise TemplateReferenceError before anything hits # the network. for bad, why in [ ("Summarize [[topic]]", "bare placeholder (no prefix)"), ("Summarize [[inputs.topci]]", "typo in input key"), ("Call [[tools.goggle_search]]", "typo in tool name"), ]: try: Agent.new( name="will not be created", type=AgentType.FUNCTIONAL, llm_info=LLMInfo(provider="openai", model_id="gpt-4o"), tools=[search], instructions=bad, inputs={"topic": IOConfig(io_type="string")}, ) except TemplateReferenceError as e: print(f"\n[{why}] rejected:") print(f" {e}") # f-strings keep working side-by-side — `[[ ]]` never conflicts. subject = "quantum computing" composed = ( f"(Briefing subject: {subject}) For [[inputs.topic]] call " f"[[tools.google_search]]." ) print(f"\nf-string composed instructions preserved:\n {composed!r}")if __name__ == "__main__": main()
Source: examples/agents/19_template_placeholders.py in the SDK repo.
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