mirror of
https://github.com/forcedotcom/afv-library.git
synced 2026-07-30 19:50:42 +08:00
feat: replace agentforce-development skill with three specialized skills Replace the monolithic agentforce-development skill with three focused skills: - developing-agentforce: For creating and authoring Agentforce agents - observing-agentforce: For monitoring and debugging agents - testing-agentforce: For validating agent behavior Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
167 lines
7.1 KiB
Plaintext
167 lines
7.1 KiB
Plaintext
# Deterministic Routing Template (Zero-Hallucination Pattern)
|
|
# ============================================================
|
|
#
|
|
# This template demonstrates the zero-hallucination intent classification
|
|
# pattern using action output flags to control LLM behavior.
|
|
#
|
|
# Pattern: Classify intent deterministically, route without hallucination
|
|
# Use when: Critical routing decisions that must not be influenced by LLM creativity
|
|
#
|
|
# KEY PATTERN:
|
|
# In Agentforce Assets, set action outputs with:
|
|
# - is_displayable: False (LLM cannot show this to user)
|
|
# - is_used_by_planner: True (LLM can use for routing)
|
|
#
|
|
# This ensures the LLM routes based on classification but cannot
|
|
# generate hallucinated responses based on the classification data.
|
|
|
|
system:
|
|
messages:
|
|
welcome: "Hello! How can I help you today?"
|
|
error: "I apologize, something went wrong. Let me try again."
|
|
instructions: "You are a customer service agent. Route users to the correct department based on their intent."
|
|
|
|
config:
|
|
agent_name: "DeterministicRoutingAgent"
|
|
agent_label: "Smart Router Agent"
|
|
description: "Agent demonstrating zero-hallucination intent routing pattern"
|
|
default_agent_user: "agent@yourorg.com" # REQUIRED: Change to valid Einstein Agent User
|
|
|
|
variables:
|
|
# Intent classification (populated by action with is_displayable: False)
|
|
classified_intent: mutable string = ""
|
|
description: "Classification result - hidden from user responses"
|
|
confidence_score: mutable number = 0
|
|
description: "Classification confidence (0-100)"
|
|
|
|
# Routing state
|
|
needs_classification: mutable boolean = True
|
|
description: "Whether user intent needs classification"
|
|
low_confidence_warning: mutable boolean = False
|
|
description: "Flag for low confidence routing"
|
|
|
|
start_agent topic_selector:
|
|
description: "Classify intent and route deterministically"
|
|
reasoning:
|
|
instructions: ->
|
|
# ====================================================
|
|
# DETERMINISTIC ROUTING (based on classified_intent)
|
|
# ====================================================
|
|
|
|
# Route ONLY when classification is complete
|
|
if @variables.needs_classification == False:
|
|
|
|
# HIGH-CONFIDENCE ROUTING
|
|
if @variables.confidence_score >= 80:
|
|
if @variables.classified_intent == "billing":
|
|
transition to @topic.billing
|
|
if @variables.classified_intent == "technical_support":
|
|
transition to @topic.technical_support
|
|
if @variables.classified_intent == "sales":
|
|
transition to @topic.sales
|
|
if @variables.classified_intent == "returns":
|
|
transition to @topic.returns
|
|
|
|
# LOW-CONFIDENCE: Confirm with user
|
|
if @variables.confidence_score < 80:
|
|
set @variables.low_confidence_warning = True
|
|
| I want to make sure I route you correctly.
|
|
| It sounds like you need help with **{!@variables.classified_intent}**.
|
|
| Is that correct?
|
|
|
|
# INITIAL STATE: Ask for help topic
|
|
if @variables.needs_classification == True:
|
|
| I can help with billing, technical support, sales, or returns.
|
|
| What do you need help with today?
|
|
|
|
actions:
|
|
# CRITICAL: This action's outputs must be configured in Agentforce Assets:
|
|
# - classified_intent: is_displayable=False, is_used_by_planner=True
|
|
# - confidence_score: is_displayable=False, is_used_by_planner=True
|
|
#
|
|
# This ensures LLM cannot hallucinate based on classification data
|
|
classify_intent: @actions.Classify_User_Intent
|
|
description: "Determine what the user needs help with"
|
|
with user_message = ... # LLM extracts from conversation
|
|
set @variables.classified_intent = @outputs.intent
|
|
set @variables.confidence_score = @outputs.confidence
|
|
set @variables.needs_classification = False
|
|
|
|
# Manual routing for low-confidence cases
|
|
go_billing: @utils.transition to @topic.billing
|
|
description: "Yes, I need billing help"
|
|
available when @variables.low_confidence_warning == True and @variables.classified_intent == "billing"
|
|
|
|
go_support: @utils.transition to @topic.technical_support
|
|
description: "Yes, I need technical support"
|
|
available when @variables.low_confidence_warning == True and @variables.classified_intent == "technical_support"
|
|
|
|
go_sales: @utils.transition to @topic.sales
|
|
description: "Yes, I need sales help"
|
|
available when @variables.low_confidence_warning == True and @variables.classified_intent == "sales"
|
|
|
|
go_returns: @utils.transition to @topic.returns
|
|
description: "Yes, I need returns help"
|
|
available when @variables.low_confidence_warning == True and @variables.classified_intent == "returns"
|
|
|
|
# Reclassify if user said "no"
|
|
reclassify: @utils.setVariables
|
|
description: "That's not what I need - let me clarify"
|
|
available when @variables.low_confidence_warning == True
|
|
with needs_classification = True
|
|
with classified_intent = ""
|
|
with confidence_score = 0
|
|
with low_confidence_warning = False
|
|
|
|
# ============================================================
|
|
# ROUTED TOPICS
|
|
# ============================================================
|
|
|
|
topic billing:
|
|
description: "Handle billing inquiries"
|
|
reasoning:
|
|
instructions: |
|
|
Help the customer with their billing question.
|
|
You can view invoices, explain charges, or process payments.
|
|
actions:
|
|
back: @utils.transition to @topic.topic_selector
|
|
description: "Return to main menu"
|
|
escalate_now: @utils.escalate
|
|
description: "Transfer to billing specialist"
|
|
|
|
topic technical_support:
|
|
description: "Handle technical support issues"
|
|
reasoning:
|
|
instructions: |
|
|
Help the customer with their technical issue.
|
|
Troubleshoot problems and provide solutions.
|
|
actions:
|
|
back: @utils.transition to @topic.topic_selector
|
|
description: "Return to main menu"
|
|
escalate_now: @utils.escalate
|
|
description: "Transfer to technical specialist"
|
|
|
|
topic sales:
|
|
description: "Handle sales inquiries"
|
|
reasoning:
|
|
instructions: |
|
|
Help the customer with sales questions.
|
|
Provide product information and pricing.
|
|
actions:
|
|
back: @utils.transition to @topic.topic_selector
|
|
description: "Return to main menu"
|
|
escalate_now: @utils.escalate
|
|
description: "Transfer to sales representative"
|
|
|
|
topic returns:
|
|
description: "Handle return requests"
|
|
reasoning:
|
|
instructions: |
|
|
Help the customer with their return request.
|
|
Check eligibility and process returns.
|
|
actions:
|
|
back: @utils.transition to @topic.topic_selector
|
|
description: "Return to main menu"
|
|
escalate_now: @utils.escalate
|
|
description: "Transfer to returns specialist"
|