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.NET Workflows - Rename folder containing sample workflows (#836)
* coolio * Update dotnet/samples/GettingStarted/Workflows/Declarative/README.md Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
This commit is contained in:
@@ -0,0 +1,516 @@
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#
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# This workflow demonstrates a multi-agent orchestrator that attempts to address complex user requests.
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#
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# For this workflow, several agents used, each with a prompt specific to their role:
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#
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# 1. Analyst Agent: Able to analyze the current task.
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# Enable "Bing Grounding Tool" in the agent settings.
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# See: ./setup/AnalystAgent.yaml
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#
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# 2. Manager Agent: Able to create plans and delegate tasks to other agents.
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# See: ./setup/ManagerAgent.yaml
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#
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# 3. Research Agent:
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# Enable "Bing Grounding" in the agent settings.
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# See: ./setup/WebAgent.yaml
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#
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# With instructions:
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#
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# Only provide requested information in a way that is throughfully organized and formatted.
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# Never include any analysis or code.
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# Never generate a file.
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# Avoid repeating yourself.
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#
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# 4. Coder Agent:
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# Enable "Code Interpreter" in the agent settings.
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# See: ./setup/CoderAgent.yaml
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#
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# 5. Weather Agent: Able to retrieve factual information from the web.
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# Enable "Open API" in the agent settings using the wttr.json schema.
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# See: ./setup/WeatherAgent.yaml
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#
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kind: AdaptiveDialog
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beginDialog:
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kind: OnActivity
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id: activity_xyz123
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type: Message
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actions:
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- kind: SetVariable
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id: setVariable_aASlmF
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displayName: List all available agents for this orchestrator
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variable: Topic.AvailableAgents
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value: |-
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=[
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{
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name: "WeatherAgent",
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description: "Able to retrieve weather information",
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agentid: Env.FOUNDRY_AGENT_RESEARCHWEATHER
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},
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{
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name: "CoderAgent",
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description: "Able to write and execute Python code",
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agentid: Env.FOUNDRY_AGENT_RESEARCHCODER
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},
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{
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name: "WebAgent",
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description: "Able to perform generic websearches",
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agentid: Env.FOUNDRY_AGENT_RESEARCHWEB
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}
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]
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- kind: SetVariable
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id: setVariable_V6yEbo
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displayName: Get a summary of all the agents for use in prompts
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variable: Topic.TeamDescription
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value: "=Concat(ForAll(Topic.AvailableAgents, $\"- \" & name & $\": \" & description), Value, \"\n\")"
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- kind: SetVariable
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id: setVariable_NZ2u0l
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displayName: Set Task
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variable: Topic.InputTask
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value: =System.LastMessage.Text
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- kind: SetVariable
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id: setVariable_10u2ZN
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displayName: Set Task
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variable: Topic.SeedTask
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value: =Topic.InputTask
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- kind: SendActivity
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id: sendActivity_yFsbRy
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activity: Analyzing facts...
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- kind: CreateConversation
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id: conversation_1a2b3c
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conversationId: Topic.InternalConversationId
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- kind: InvokeAzureAgent
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id: question_UDoMUw
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displayName: Get Facts
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conversationId: =Topic.InternalConversationId
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agent:
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name: =Env.FOUNDRY_AGENT_RESEARCHANALYST
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output:
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messages: Topic.TaskFacts
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input:
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messages: =[UserMessage(Topic.InputTask)]
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additionalInstructions: |-
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In order to help begin addressing the user request, please answer the following pre-survey to the best of your ability.
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Keep in mind that you are Ken Jennings-level with trivia, and Mensa-level with puzzles, so there should be a deep well to draw from.
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Here is the pre-survey:
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1. Please list any specific facts or figures that are GIVEN in the request itself. It is possible that there are none.
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2. Please list any facts that may need to be looked up, and WHERE SPECIFICALLY they might be found. In some cases, authoritative sources are mentioned in the request itself.
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3. Please list any facts that may need to be derived (e.g., via logical deduction, simulation, or computation)
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4. Please list any facts that are recalled from memory, hunches, well-reasoned guesses, etc.
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When answering this survey, keep in mind that 'facts' will typically be specific names, dates, statistics, etc. Your answer must only use the headings:
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1. GIVEN OR VERIFIED FACTS
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2. FACTS TO LOOK UP
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3. FACTS TO DERIVE
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4. EDUCATED GUESSES
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DO NOT include any other headings or sections in your response. DO NOT list next steps or plans until asked to do so.
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- kind: SendActivity
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id: sendActivity_yFsbRz
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activity: Creating a plan...
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- kind: InvokeAzureAgent
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id: question_DsBaJU
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displayName: Create a Plan
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conversationId: =Topic.InternalConversationId
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agent:
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name: =Env.FOUNDRY_AGENT_RESEARCHMANAGER
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output:
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messages: Topic.Plan
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input:
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messages: =[UserMessage(Topic.InputTask)]
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additionalInstructions: |-
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Your only job is to devise an efficient plan that identifies (by name) how a team member may contribute to addressing the user request.
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Only select the following team which is listed as "- [Name]: [Description]"
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{Topic.TeamDescription}
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The plan must be a bullet point list must be in the form "- [AgentName]: [Specific action or task for that agent to perform]"
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Remember, there is no requirement to involve the entire team -- only select team member's whose particular expertise is required for this task.
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- kind: SetVariable
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id: setVariable_Kk2LDL
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displayName: Define instructions
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variable: Topic.TaskInstructions
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value: |-
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="# TASK
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Address the following user request:
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" & Topic.InputTask & "
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# TEAM
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Use the following team to answer this request:
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" & Topic.TeamDescription & "
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# FACTS
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Consider this initial fact sheet:
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" & Trim(Topic.TaskFacts.Text) & "
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# PLAN
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Here is the plan to follow as best as possible:
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" & Topic.Plan.Text
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- kind: SendActivity
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id: sendActivity_bwNZiM
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activity: {Topic.TaskInstructions}
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- kind: InvokeAzureAgent
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id: question_o3BQkf
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displayName: Progress Ledger Prompt
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conversationId: =Topic.InternalConversationId
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agent:
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name: =Env.FOUNDRY_AGENT_RESEARCHMANAGER
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output:
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messages: Topic.ProgressLedgerUpdate
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input:
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messages: =[UserMessage(Topic.AgentResponseText)]
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additionalInstructions: |-
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Recall we are working on the following request:
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{Topic.InputTask}
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And we have assembled the following team:
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{Topic.TeamDescription}
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To make progress on the request, please answer the following questions, including necessary reasoning:
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- Is the request fully satisfied? (True if complete, or False if the original request has yet to be SUCCESSFULLY and FULLY addressed)
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- Are we in a loop where we are repeating the same requests and / or getting the same responses from an agent multiple times? Loops can span multiple turns, and can include repeated actions like scrolling up or down more than a handful of times.
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- Are we making forward progress? (True if just starting, or recent messages are adding value. False if recent messages show evidence of being stuck in a loop or if there is evidence of significant barriers to success such as the inability to read from a required file)
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- Who should speak next? (select from: {Concat(Topic.AvailableAgents, name, ",")})
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- What instruction or question would you give this team member? (Phrase as if speaking directly to them, and include any specific information they may need)
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Please output an answer in pure JSON format according to the following schema. The JSON object must be parsable as-is. DO NOT OUTPUT ANYTHING OTHER THAN JSON, AND DO NOT DEVIATE FROM THIS SCHEMA:
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{{
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"is_request_satisfied": {{
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"reason": string,
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"answer": boolean
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}},
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"is_in_loop": {{
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"reason": string,
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"answer": boolean
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}},
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"is_progress_being_made": {{
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"reason": string,
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"answer": boolean
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}},
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"next_speaker": {{
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"reason": string,
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"answer": string (select from: {Concat(Topic.AvailableAgents, name, ",")})
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}},
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"instruction_or_question": {{
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"reason": string,
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"answer": string
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}}
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}}
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- kind: ParseValue
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id: parse_rNZtlV
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displayName: Parse ledger response
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variable: Topic.TypedProgressLedger
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value: =Topic.ProgressLedgerUpdate.Text
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valueType:
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kind: Record
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properties:
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instruction_or_question:
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type:
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kind: Record
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properties:
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answer: String
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reason: String
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is_in_loop:
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type:
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kind: Record
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properties:
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answer: Boolean
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reason: String
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is_progress_being_made:
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type:
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kind: Record
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properties:
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answer: Boolean
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reason: String
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is_request_satisfied:
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type:
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kind: Record
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properties:
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answer: Boolean
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reason: String
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next_speaker:
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type:
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kind: Record
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properties:
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answer: String
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reason: String
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- kind: ConditionGroup
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id: conditionGroup_mVIecC
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conditions:
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- id: conditionItem_fj432c
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condition: =Topic.TypedProgressLedger.is_request_satisfied.answer
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displayName: If Done
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actions:
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- kind: SendActivity
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id: sendActivity_kdl3mC
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activity: Completed! {Topic.TypedProgressLedger.is_request_satisfied.reason}
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- kind: InvokeAzureAgent
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id: question_Ke3l1d
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displayName: Generate Response
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conversationId: =System.ConversationId
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agent:
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name: =Env.FOUNDRY_AGENT_RESEARCHMANAGER
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output:
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messages: Topic.FinalResponse
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input:
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messages: =[UserMessage(Topic.SeedTask)]
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additionalInstructions: |-
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We have completed the task.
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Based only on the conversation and without adding any new information, synthesize the result of the conversation as a complete response to the user task.
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The user will only every see this last response and not the entire conversation, so please ensure it is complete and self-contained.
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- kind: EndConversation
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id: end_SVoNSV
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- id: conditionItem_yiqund
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condition: =Topic.TypedProgressLedger.is_in_loop.answer || Not(Topic.TypedProgressLedger.is_progress_being_made.answer)
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displayName: If Stalling
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actions:
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- kind: SetVariable
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id: setVariable_H5lXdD
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displayName: Increase stall count
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variable: Topic.StallCount
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value: =Topic.StallCount + 1
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- kind: ConditionGroup
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id: conditionGroup_vBTQd3
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conditions:
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- id: conditionItem_fpaNL9
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||||
condition: =.TypedProgressLedger.is_in_loop.answer
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displayName: Is Loop
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actions:
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||||
- kind: SendActivity
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id: sendActivity_fpaNL9
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activity: {Topic.TypedProgressLedger.is_in_loop.reason}
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- id: conditionItem_NnqvXh
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condition: =Not(Topic.TypedProgressLedger.is_progress_being_made.answer)
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displayName: Is No Progress
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actions:
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- kind: SendActivity
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||||
id: sendActivity_NnqvXh
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activity: {Topic.TypedProgressLedger.is_progress_being_made.reason}
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||||
|
||||
|
||||
- kind: ConditionGroup
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||||
id: conditionGroup_xzNrdM
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conditions:
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- id: conditionItem_NlQTBv
|
||||
condition: =Topic.StallCount > 2
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displayName: Stall Count Exceeded
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||||
actions:
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||||
|
||||
- kind: SendActivity
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||||
id: sendActivity_H5lXdD
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||||
activity: Unable to make sufficient progress...
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||||
|
||||
- kind: ConditionGroup
|
||||
id: conditionGroup_4s1Z27
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||||
conditions:
|
||||
- id: conditionItem_EXAlhZ
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||||
condition: =Topic.RestartCount > 2
|
||||
actions:
|
||||
- kind: SendActivity
|
||||
id: sendActivity_xKxFUU
|
||||
activity: Stopping after attempting {Topic.RestartCount} restarts...
|
||||
|
||||
- kind: EndConversation
|
||||
id: end_GHVrFh
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||||
|
||||
- kind: SendActivity
|
||||
id: sendActivity_cwNZiM
|
||||
activity: Re-analyzing facts...
|
||||
|
||||
- kind: InvokeAzureAgent
|
||||
id: question_wFJ123
|
||||
displayName: Get New Facts Prompt
|
||||
conversationId: =Topic.InternalConversationId
|
||||
agent:
|
||||
name: =Env.FOUNDRY_AGENT_RESEARCHANALYST
|
||||
output:
|
||||
messages: Topic.TaskFacts
|
||||
input:
|
||||
messages: |-
|
||||
=[
|
||||
UserMessage(
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||||
"As a reminder, we are working to solve the following task:
|
||||
|
||||
" & Topic.InputTask)
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||||
]
|
||||
additionalInstructions: |-
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||||
It's clear we aren't making as much progress as we would like, but we may have learned something new.
|
||||
Please rewrite the following fact sheet, updating it to include anything new we have learned that may be helpful.
|
||||
Example edits can include (but are not limited to) adding new guesses, moving educated guesses to verified facts if appropriate, etc.
|
||||
Updates may be made to any section of the fact sheet, and more than one section of the fact sheet can be edited.
|
||||
This is an especially good time to update educated guesses, so please at least add or update one educated guess or hunch, and explain your reasoning.
|
||||
|
||||
Here is the old fact sheet:
|
||||
|
||||
{Topic.TaskFacts}
|
||||
|
||||
- kind: SendActivity
|
||||
id: sendActivity_dsBaJU
|
||||
activity: Re-analyzing plan...
|
||||
|
||||
- kind: InvokeAzureAgent
|
||||
id: question_uEJ456
|
||||
displayName: Create new Plan Prompt
|
||||
conversationId: =Topic.InternalConversationId
|
||||
agent:
|
||||
name: =Env.FOUNDRY_AGENT_RESEARCHMANAGER
|
||||
output:
|
||||
messages: Topic.Plan
|
||||
input:
|
||||
additionalInstructions: |-
|
||||
Please briefly explain what went wrong on this last run (the root cause of the failure),
|
||||
and then come up with a new plan that takes steps and/or includes hints to overcome prior challenges and especially avoids repeating the same mistakes.
|
||||
As before, the new plan should be concise, be expressed in bullet-point form, and consider the following team composition
|
||||
(do not involve any other outside people since we cannot contact anyone else):
|
||||
|
||||
{Topic.TeamDescription}
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_jW7tmM
|
||||
displayName: Set Plan as Context
|
||||
variable: Topic.TaskInstructions
|
||||
value: |-
|
||||
="# TASK
|
||||
Address the following user request:
|
||||
|
||||
" & Topic.InputTask & "
|
||||
|
||||
|
||||
# TEAM
|
||||
Use the following team to answer this request:
|
||||
|
||||
" & Topic.TeamDescription & "
|
||||
|
||||
|
||||
# FACTS
|
||||
Consider this initial fact sheet:
|
||||
|
||||
" & Topic.TaskFacts.Text & "
|
||||
|
||||
|
||||
# PLAN
|
||||
Here is the plan to follow as best as possible:
|
||||
|
||||
" & Topic.Plan.Text
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_6J2snP
|
||||
displayName: Reset Stall count
|
||||
variable: Topic.StallCount
|
||||
value: 0
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_S6HCgh
|
||||
displayName: Increase Restart count
|
||||
variable: Topic.RestartCount
|
||||
value: =Topic.RestartCount + 1
|
||||
|
||||
- kind: GotoAction
|
||||
id: goto_LzfJ8u
|
||||
actionId: question_o3BQkf
|
||||
|
||||
elseActions:
|
||||
- kind: SendActivity
|
||||
id: sendActivity_L7ooQO
|
||||
activity: |-
|
||||
({Topic.TypedProgressLedger.next_speaker.reason})
|
||||
|
||||
{Topic.TypedProgressLedger.next_speaker.answer} - {Topic.TypedProgressLedger.instruction_or_question.answer}
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_L7ooQO
|
||||
variable: Topic.StallCount
|
||||
value: 0
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_nxN1mE
|
||||
variable: Topic.NextSpeaker
|
||||
value: =Search(Topic.AvailableAgents, Topic.TypedProgressLedger.next_speaker.answer, name)
|
||||
|
||||
- kind: ConditionGroup
|
||||
id: conditionGroup_QFPiF5
|
||||
conditions:
|
||||
- id: conditionItem_GmigcU
|
||||
condition: =CountRows(Topic.NextSpeaker) = 1
|
||||
displayName: If next Agent tool Exists
|
||||
actions:
|
||||
|
||||
- kind: InvokeAzureAgent
|
||||
id: question_orsBf06
|
||||
displayName: Progress Ledger Prompt
|
||||
conversationId: =System.ConversationId
|
||||
agent:
|
||||
name: =First(Topic.NextSpeaker).agentid
|
||||
output:
|
||||
messages: Topic.AgentResponse
|
||||
input:
|
||||
messages: =[UserMessage(Topic.SeedTask)]
|
||||
additionalInstructions: |-
|
||||
{Topic.TypedProgressLedger.instruction_or_question.answer}
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_XzNrdM
|
||||
variable: Topic.AgentResponseText
|
||||
value: =Topic.AgentResponse.Text
|
||||
|
||||
- kind: ResetVariable
|
||||
id: setVariable_8eIx2A
|
||||
displayName: Clear seed task
|
||||
variable: Topic.SeedTask
|
||||
|
||||
elseActions:
|
||||
- kind: SendActivity
|
||||
id: sendActivity_BhcsI7
|
||||
activity: Unable to choose next agent...
|
||||
|
||||
- kind: SetVariable
|
||||
id: setVariable_BhcsI7
|
||||
displayName: Increase stall count
|
||||
variable: Topic.StallCount
|
||||
value: =Topic.StallCount + 1
|
||||
|
||||
- kind: GotoAction
|
||||
id: goto_76Hne8
|
||||
actionId: question_o3BQkf
|
||||
Reference in New Issue
Block a user