Prompt Details
Model
Chat - (gpt-5.6)
Token size
4,188
Example input
[DESCRIBE THE SOURCE AGENT, TARGET AGENTS, THEIR ROLES, AND THEIR RESPONSIBILITIES]: Source Agent: Customer Support Agent π§ Target Agent: Refund Processing Agent π€ Human: Customer Support Executive
[DESCRIBE WHY THE AGENTS NEED TO COMMUNICATE AND WHAT BUSINESS/ENGINEERING WORKFLOW THEY MUST COMPLETE]: Customer requests a refund. π€ Support Agent verifies the request and delegates refund processing.
[LIST EACH AGENT'S TOOLS, APIS, DATA SOURCES, ACTIONS, AND CAPABILITIES]: Support Agent: customer/order lookup π³ Refund Agent: refund eligibility check and refund initiation ποΈ Order database π° Payment gateway
[DESCRIBE TIMEOUTS, AVAILABILITY, LATENCY, RETRY, FAILURE, SCALE, COST, AND OBSERVABILITY REQUIREMENTS]: 10-second connector timeout π Maximum 2 retries π§Ύ Idempotent refund requests π Full audit logging
[DESCRIBE PROTOCOLS, FRAMEWORKS, PLATFORMS, API CONSTRAINTS, DEPLOYMENT MODEL, AND IMPLEMENTATION LIMITATIONS]: HTTPS API π¦ JSON messages π’ Versioned contract: v1 ποΈ Central connector/router
Example output
π PHASE 1 β AGENT ECOSYSTEM RECONSTRUCTION
π§© 1.1 Participating Agents
Agent Role Responsibility
π§ Support Agent Requester Verify customer request and create refund task
π³ Refund Agent Executor Validate eligibility and initiate authorized refund
π€ Human Approver Approve high-value refunds
π Connector Interoperability Boundary Authenticate, authorize, route, validate and observe
πΊοΈ 1.2 Interaction Map
π€ Customer
β
π§ Support Agent
β
π Agent Connector
β
π³ Refund Agent
β
π° Payment Gateway
β
π³ Refund Result
β
π Connector
β
π§ Support Agent
π Trust Boundaries
π§ Support Agent
β
β authenticated request
βΌ
π Connector
β
β authorized task
βΌ
π³ Refund Agent
β
β authorized tool call
βΌ
π° Payment Gateway
FACT: The Support Agent requests a refund.
DEFINED CAPABILITY: The Refund Agent can process refunds.
PROPOSED DESIGN: The Connector acts as the security and interoperability boundary.
UNKNOWN: Exact authentication technology is not specified.
---
π PHASE 2 β AGENT IDENTITY & CAPABILITY MODEL
π§ Support Agent
π Identity: support-agent
π― Role: Requester
π οΈ Capability: Submit refund requests
π Data access: Customer/order information
π« Cannot directly execute refunds
π Delegation authority: Request only
π³ Refund Agent
π Identity: refund-agent
π― Role: Executor
π οΈ Capabilities:
Check refund eligibility
Initiate authorized refund
π° Payment authority: Limited to authorized refund operation
π« Cannot grant itself additional permissions
π Connector
π Identity: agent-connector
π― Role: Communication boundary
π Validates identity
π‘οΈ Enforces authorization
π¦ Validates messages
π Records interaction metadata
β οΈ Critical Separation
IDENTITY β CAPABILITY β AUTHORITY
For example:
> Refund Agent having a refund capability does not mean every Support Agent request is automatically authorized.
---
π PHASE 3 β RESPONSIBILITY & INTERFACE BOUNDARIES
π§ Support Agent Owns
Customer interaction
Refund request creation
Customer/order context
Communication with customer
π³ Refund Agent Owns
Refund eligibility
Refund execution
Payment gateway interaction
Refund execution status
π Connector Owns
Routing
Authentication enforcement
Authorization enforcement
Contract validation
Correlation
Retry policy
Observability
π« Boundary
The Support Agent must not directly control the Payment Gateway.
The Refund Agent must not take over customer communication.
The Connector must not make business decisions about refund eligibility.
---
π PHASE 4 β CAPABILITY DISCOVERY & ROUTING
π Capability Registry
The Connector can maintain a capability record such as:
Capability Agent Input Output Authorization
refund.check_eligibility Refund Agent Order ID Eligibility result Support request permission
refund.execute Refund Agent Authorized refund task Refund result Refund execution permission
π§ Routing
Refund Request
β
π Connector
β
Capability = refund.execute
β
π³ Refund Agent
The Connector should not expose unrelated Refund Agent capabilities to the Support Agent.
UNKNOWN: Whether a registry already exists.
PROPOSED DESIGN: Start with explicit static routing for a two-agent system. Introduce a registry only when the number of agents requires dynamic discovery.
---
π PHASE 5 β COMMUNICATION & MESSAGE CONTRACT
π€ REQUEST
{
"protocol_version": "v1",
"message_type": "REQUEST",
"message_id": "msg-001",
"correlation_id": "corr-001",
"task_id": "task-001",
"sender_id": "support-agent",
"recipient_id": "refund-agent",
"intent": "process_refund",
"task": {
"order_id": "ORDER-123",
"reason": "customer_request"
},
"constraints": {
"deadline": "10s"
},
"idempotency_key": "refund-ORDER-123"
}
π₯ RESPONSE
{
"protocol_version": "v1",
"message_type": "RESPONSE",
"message_id": "msg-002",
"correlation_id": "corr-001",
"task_id": "task-001",
"sender_id": "refund-agent",
"recipient_id": "support-agent",
"status": "COMPLETED",
"result": {
"refund_id": "REF-001",
"amount": 1000
}
}
π¨ Message Types
π€ REQUEST
β
ACCEPT
β REJECT
β³ PROGRESS
π₯ RESPONSE
β οΈ FAILURE
π CANCEL
Natural language may exist inside the task payload, but the production connector contract should remain structured.
---
π PHASE 6 β TASK HANDOFF ARCHITECTURE
π Lifecycle
π€ REQUEST
β
π AUTHENTICATE
β
π‘οΈ AUTHORIZE
β
β
ACCEPT
β
βοΈ EXECUTE
β
π VALIDATE
β
π¦ RESULT
β
β
ACKNOWLEDGE
β
π COMPLETE
π Task Ownership
Initially:
Support Agent = Parent Task Owner
Refund Agent = Subtask Executor
Parent Task: Refund Customer
β
βββ Subtask: Execute Refund
β
βββ Refund Agent
Delegation does not transfer overall workflow ownership.
---
π PHASE 7 β CONTEXT & MEMORY TRANSFER
π€ Required Context
π¦ Order ID
π΅ Refund amount
π Refund reason
π€ Customer reference
β° Deadline
π Task ID
π« Do Not Transfer
β Entire customer history
β Unrelated conversation history
β Support Agent private memory
β Credentials
β Unnecessary personal data
ποΈ Context Classification
Context Classification Transfer
Order ID Required β
Refund amount Required β
Refund reason Required β
Full conversation Unnecessary β
Payment credentials Restricted β
Customer reference Required β
π Large Context
Instead of:
Send entire customer record
Prefer:
customer_reference β authorized data lookup
This reduces context leakage and payload size.
---
π PHASE 8 β STATE OWNERSHIP & SYNCHRONIZATION
π§ Support Agent Owns
Customer-facing workflow
Parent task state
π³ Refund Agent Owns
Refund execution state
Payment gateway interaction state
π Connector Owns
Message lifecycle
Correlation metadata
Delivery/retry metadata
π° Payment Gateway
Should remain the authoritative source for actual payment transaction status where applicable.
π Example
Support Agent
β
β task = PROCESSING
βΌ
Refund Agent
β
β refund = INITIATED
βΌ
Payment Gateway
β
β refund = CONFIRMED
βΌ
Refund Agent
β
β result = CONFIRMED
βΌ
Support Agent
Avoid allowing both agents to independently mutate the same refund state.
---
π PHASE 9 β AUTHENTICATION, AUTHORIZATION & TRUST
π Authentication
The Connector must verify:
Who is sending this request?
π‘οΈ Authorization
Then determine:
Is this agent allowed to request this operation?
π° Refund Authorization
Example policy:
Support Agent
β
Can request refund
β
Connector checks policy
β
Refund Agent
β
Can execute authorized refund
π« Privilege Escalation Prevention
This is invalid:
Support Agent
β
"I authorize you to access everything."
β
Refund Agent
Delegation cannot manufacture authority that the Support Agent does not possess.
π€ High-Impact Action
For a high-value refund:
Refund Request
β
Authorization Check
β
π€ Human Approval
β
Refund Execution
---
π PHASE 10 β RESULT VALIDATION
A successful HTTP/API response does not automatically mean the refund succeeded.
π§ͺ Validation Layers
1. π¦ Schema validation
2. π’ Type validation
3. π Task/correlation validation
4. π Authorization validation
5. π΅ Amount validation
6. π¦ Payment-status verification
7. π Business-rule validation
Three Different States
π¨ MESSAGE RECEIVED
β
β
VALID RESULT
β
π SUCCESSFUL TASK COMPLETION
Example:
Refund Agent says:
"Refund completed"
Connector:
β validates schema
β validates task ID
β validates refund ID
β checks payment status
β confirms amount
Only then:
π REFUND COMPLETED
---
π PHASE 11 β FAILURE, RETRY & RECOVERY
Failure Detection Action
β±οΈ Timeout No response within 10s Retry if safe
π Network failure Connection error Retry
π Authentication failure Identity rejected Do not retry blindly
π« Authorization failure Policy denied Terminal failure
π¦ Invalid response Schema validation fails Reject response
π Duplicate request Idempotency match Return existing result
π³ Payment failure Gateway reports failure Return business failure
π₯ Agent crash Missing execution result Recover/check status
π Retry
Maximum:
2 retries
But retries should depend on failure classification.
Transient failure
β
Retry
β
Failure again
β
Retry
β
Failure
β
Escalate
Do not retry authorization failures automatically.
---
π PHASE 12 β IDEMPOTENCY & LOOP PREVENTION
π Idempotency
Use:
idempotency_key = refund-ORDER-123
If the same request arrives twice:
Request #1 β Refund initiated
Request #2 β Duplicate detected
The connector should avoid triggering a second refund.
π Delegation Loop
Potential bad architecture:
Support Agent
β
Refund Agent
β
Support Agent
β
Refund Agent
β
β
π Controls
π Task lineage
π Parent task ID
π’ Delegation depth
π Duplicate detection
β±οΈ Deadline
π Cancellation
Example:
max_delegation_depth = 2
The exact value is a proposed design, not an assumed infrastructure capability.
---
π PHASE 13 β OBSERVABILITY & TRACE
Every interaction should have:
π Agent Run ID
π¨ Message ID
π Correlation ID
π Task ID
π¨βπ©βπ§ Parent Task ID
π§ Sender
π³ Receiver
β±οΈ Latency
π Retry count
π οΈ Tool calls
π€ Human approvals
π Final status
π Distributed Trace
TRACE-001
π§ Support Agent
β
π¨ msg-001
β
π Connector
β
π³ Refund Agent
β
π οΈ Payment Gateway
β
π³ Refund Agent
β
π¨ msg-002
β
π Connector
β
π§ Support Agent
Engineers can reconstruct the complete interaction without relying on hidden model reasoning.
---
π PHASE 14 β PERFORMANCE, COST & SCALABILITY
β‘ Main Costs
π¦ Message serialization
π Network latency
π€ Agent inference
π οΈ Tool calls
π Retries
π Excessive context
π Optimization
βοΈ Send minimum required context
ποΈ Use references for large state
π Parallelize independent validation where safe
πΎ Cache stable capability metadata
β±οΈ Enforce deadlines
π Prevent unnecessary retries
β οΈ Retry Amplification
Bad:
Agent A retries 3x
Agent B retries 3x
Payment API retries 3x
One task can produce many downstream calls.
Therefore retry budgets should be coordinated across the task lineage.
---
π PHASE 15 β TESTING & INTEROPERABILITY
π Contract Tests
Test 1 β Valid Request
Input: Valid refund request.
Expected:
β
Schema accepted
β
Identity accepted
β
Authorization accepted
β
Request routed
Failure: Any required field is missing or invalid.
---
π Security Test
Test 2 β Unauthorized Refund
Input:
Support Agent β Refund Agent
Request: Refund βΉ100,000
Permission: Not granted
Expected:
π« Authorization Denied
No refund execution should occur.
---
π Reliability Test
Test 3 β Duplicate Request
Send the same idempotency_key twice.
Expected:
Request 1 β Execute
Request 2 β Detect duplicate
Failure: Two refunds are created.
---
β±οΈ Timeout Test
Test 4 β Refund Agent Unavailable
Expected:
REQUEST
β
TIMEOUT
β
RETRY
β
TIMEOUT
β
RETRY
β
TERMINAL FAILURE / ESCALATION
Failure: Unlimited retries.
---
π Loop Test
Test 5 β Circular Delegation
Configure a test scenario where the Refund Agent attempts to delegate back to the Support Agent.
Expected:
π Loop detected
β
π Delegation blocked
β
β οΈ Task marked failed/escalated
---
π PHASE 16 β FINAL AGENT-TO-AGENT CONNECTOR ARCHITECTURE PACK
1. π Executive Summary
A central connector is used between the Support Agent and Refund Agent.
The connector provides:
π Identity verification
π‘οΈ Authorization enforcement
π¦ Structured message validation
π Task routing
π Idempotency
β±οΈ Timeout handling
π Bounded retries
π Distributed observability
π Delegation controls
The Support Agent owns the customer workflow, while the Refund Agent owns refund execution.
---
2. πΊοΈ Agent Ecosystem Map
π€ Customer
β
π§ Support Agent
β
π Central Agent Connector
β
π³ Refund Agent
β
π° Payment Gateway
---
3. π Agent Identity & Capability Model
Agent Identity Capability Authority
π§ Support support-agent Request refund Request only
π³ Refund refund-agent Execute refund Authorized refund execution
π Connector agent-connector Route/validate Enforce policy
---
4. π§± Responsibility & Interface Boundaries
Support Agent
β Customer workflow
Refund Agent
β Refund workflow
Connector
β Interoperability/security boundary
No silent ownership transfer.
---
5. π§ Capability Discovery & Routing
Capability Request
β
Connector
β
Authorization
β
Refund Agent
Static routing is sufficient for this two-agent example.
---
6. π‘ Communication Contract
REQUEST
ACCEPT
PROGRESS
RESPONSE
FAILURE
CANCEL
Every message carries correlation and task identity.
---
7. π Task Handoff Protocol
REQUEST
β AUTHENTICATE
β AUTHORIZE
β ACCEPT
β EXECUTE
β VALIDATE
β RESULT
β COMPLETE
---
8. π§ Context & Memory Policy
Transfer:
Order ID
Refund reason
Amount
Required customer reference
Do not transfer:
Unrelated history
Credentials
Private memory
Unnecessary sensitive information
---
9. ποΈ State Ownership
Support Agent β Parent workflow
Refund Agent β Refund execution
Payment Gateway β Transaction truth
Connector β Communication metadata
---
10. π Authentication & Authorization
IDENTITY
β
AUTHENTICATION
β
CAPABILITY CHECK
β
AUTHORIZATION
β
EXECUTION
Delegation does not automatically transfer authority.
---
11. π Result Validation
Received
β
Schema Valid
β
Authorized
β
Business Valid
β
External Status Confirmed
β
Completed
---
12. π οΈ Failure & Recovery
Failure
β
Classify
β
Retry if transient
β
Revalidate
β
Recover
β
Escalate if terminal
---
13. π Idempotency & Loop Prevention
Controls:
Idempotency key
Task lineage
Parent task
Delegation depth
Duplicate detection
Deadline
Cancellation
---
14. π Distributed Observability
Required trace:
Support
β Connector
β Refund
β Payment Gateway
β Refund
β Connector
β Support
All stages share correlation metadata.
---
15. β‘ Performance & Scalability
Primary optimization priorities:
1. βοΈ Minimize context
2. π Control retries
3. π¦ Keep messages compact
4. πΎ Cache stable metadata
5. π Monitor latency
6. π¦ Bound concurrency
---
16. π§ͺ Interoperability Test Strategy
Minimum test groups:
π¦ Contract validation
βοΈ Functional delegation
β±οΈ Timeout
π Network failure
π Authorization
π Duplicate requests
π Delegation loops
π§© Version compatibility
π€ Human approval
π₯ Partial execution
---
17. π Agent Connector Contract Matrix
Agent Capability Input Output Authorization Timeout Failure Handling
π§ Support Submit refund Order + reason Task ID Request permission 10s Retry/escalate
π³ Refund Check eligibility Order ID Eligibility Read permission 10s Return failure
π³ Refund Execute refund Authorized task Refund ID/status Refund permission 10s Idempotent retry
π Connector Route request Structured message Response Connector policy 10s Reject/retry
---
18. π Message Lifecycle
Stage Owner Input Action Validation Next State
π€ Request Support Refund request Create task Schema AUTHENTICATING
π Authenticate Connector Agent identity Verify identity Identity AUTHORIZING
π‘οΈ Authorize Connector Capability request Check policy Permission ACCEPTED
β
Accept Refund Task Accept task Contract EXECUTING
βοΈ Execute Refund Authorized task Process refund Business rules VALIDATING
π Validate Connector/Refund Result Validate result Schema + business COMPLETED
π Complete Support Valid result Update workflow Final state CLOSED
---
19. ποΈ Implementation Sequence
Step Component Dependency Deliverable Validation Definition of Done
1οΈβ£ Agent identities None Identity model Identity tests Agents uniquely identified
2οΈβ£ Capability model Identity Capability registry/config Capability tests Capabilities explicit
3οΈβ£ Message schema Identity v1 schemas Contract tests Valid messages accepted
4οΈβ£ Connector Schema Routing boundary Integration tests Requests routed
5οΈβ£ Authorization Identity + capability Policy layer Security tests Unauthorized calls blocked
6οΈβ£ Task lifecycle Connector Task state machine Functional tests Ownership explicit
7οΈβ£ Idempotency Task lifecycle Duplicate protection Replay tests Duplicate side effects prevented
8οΈβ£ Recovery Connector Retry/timeout logic Failure tests Terminal failures handled
9οΈβ£ Observability Connector Distributed trace Trace tests Full interaction reconstructable
π Production validation All End-to-end system E2E tests Connector operational
---
20. π FINAL AGENT-TO-AGENT CONNECTOR BLUEPRINT
π€ CUSTOMER
β
βΌ
π§ SUPPORT AGENT
β
β Structured Request
βΌ
βββββββββββββββββββββββ
β π AGENT CONNECTOR β
β β
β π Authentication β
β π‘οΈ Authorization β
β π¦ Schema Validationβ
β π§ Routing β
β π Idempotency β
β β±οΈ Timeout β
β π Retry Control β
β π Observability β
β π Loop Prevention β
ββββββββββββ¬βββββββββββ
β
β Authorized Task
βΌ
π³ REFUND AGENT
β
β Authorized Tool Call
βΌ
π° PAYMENT GATEWAY
β
βΌ
π³ REFUND RESULT
β
βΌ
π CONNECTOR VALIDATION
β
βΌ
π§ SUPPORT AGENT
β
βΌ
π COMPLETE
π Core Design Principle
The connector is not merely a message transport layer.
It is the controlled boundary that enforces:
IDENTITY β CAPABILITY β AUTHORITY β TASK β CONTEXT β EXECUTION β VALIDATION β RECOVERY β OBSERVABILITY
while ensuring:
DELEGATION β AUTHORITY TRANSFER
and:
MESSAGE DELIVERY β TASK SUCCESS.
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GPT-5.6
Agent-to-Agent Connector transforms an agent collaboration requirement into a structured interoperability architectureβdefining how agents discover each other, communicate, delegate work, exchange context, validate results, handle failures, and safely complete multi-agent workflows.
π€ Design agent-to-agent communication
π§© Map agent capabilities and responsibilities
π Turn disconnected AI agents into a controlled, observable, and reliable agent-to-agent collaboration system.
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