gopidesupavan opened a new pull request, #63081:
URL: https://github.com/apache/airflow/pull/63081

   followup of this 
https://github.com/orgs/apache/projects/586/views/1?pane=issue&itemId=160878385&issue=apache%7Cairflow%7C62872
   
   ## Summary
   
   This PR adds a **Human-in-the-Loop (HITL) Review** flow for agentic 
operators . After the LLM generates output, a human reviewer can **approve**, 
**reject**, or **request changes** via a chat UI. The operator blocks until a 
terminal action or timeout.
   
   ***Approch***
   
    Plugin + Workers (State store via XCOMS)
   
   **Main components:**
   
   - **HITLReviewMixin** — Mixin that drives the review loop inside 
`execute()`, polling XCom for human actions and triggering regeneration.
   - **HITL Review Plugin** — FastAPI app mounted at `/hitl-review`, exposing 
REST endpoints and a chat UI.
   
   **Flow:** The operator pushes the initial output and session metadata to 
XCom, polls for human actions, and on **approve** returns the output, on 
**reject** raises `HITLRejectError`, or on **changes_requested** calls 
`regenerate_with_feedback` and loops. All state is stored in XCom on the task 
instance.
   
   ---
   
   ## 2. Architecture
   
   ```
   
┌─────────────────────────────────────────────────────────────────────────────┐
   │                         Plugin                                   │
   │  ┌─────────────────────────────────────────────────────────────────────┐   
│
   │  │  HITL Review Plugin (FastAPI @ /hitl-review)                         │  
 │
   │  │  • GET  /sessions/find     • POST /sessions/feedback                 │  
 │
   │  │  • POST /sessions/approve  • POST /sessions/reject                   │  
 │
   │  │  • GET  /chat, /chat-by-task (interactive UI)                        │  
 │
   │  │  • Reads/writes XCom via metadata DB                                 │  
 │
   │  └─────────────────────────────────────────────────────────────────────┘   
│
   
└─────────────────────────────────────────────────────────────────────────────┘
                                         │
                                         │ XCom (metadata DB)
                                         ▼
   
┌─────────────────────────────────────────────────────────────────────────────┐
   │                         Worker (Task Execution)                            
  │
   │  ┌─────────────────────────────────────────────────────────────────────┐   
│
   │  │  AgentOperator + HITLReviewMixin                                     │  
 │
   │  │  1. Generate output → push session + output to XCom                  │  
 │
   │  │  2. Poll airflow_hitl_review_human_action                            │  
 │
   │  │  3. On approve → return; reject → raise; changes_requested →         │  
 │
   │  │     regenerate_with_feedback → push new output → goto 2              │  
 │
   │  └─────────────────────────────────────────────────────────────────────┘   
│
   
└─────────────────────────────────────────────────────────────────────────────┘
   ```
   
   **Storage:** XCom keys `airflow_hitl_review_*` store session, human action, 
agent outputs, and human feedback. Both worker and plugin read/write these keys.
   
   **Communication:** Worker pushes session and output to XCom; human reviewer 
uses UI or REST API to submit feedback/approve/reject; plugin writes human 
action to XCom; worker polls and acts on the action.
   
   ---
   
   ## 3. Additional Considerations (Future Scope)
   
   - **Webhooks:**
   - **Callbacks**
   - Pydantic [AGI](https://ai.pydantic.dev/ui/ag-ui/).
   
   ---
   
   ## Context
   
   This work is a **first step** toward the **Progress interface and iterative 
HITL feedback** envisioned in [AIP-99 Common Data Access Pattern + 
AI](https://github.com/orgs/apache/projects/586?pane=issue&itemId=160880877), 
providing an in-process, XCom-based HITL loop for agentic operators.
   
   
   - [ ] Add tests
   - [ ] Update docs
   - [ ] Plugin UI enhancements
   
   https://github.com/orgs/apache/projects/586?pane=issue&itemId=160880877
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   - yes used cursor for UI handling. dont have any experience with UI. cursor 
helped alot. :)
   
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 for more information. Note: commit author/co-author name and email in commits 
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   * For fundamental code changes, an Airflow Improvement Proposal 
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