Spaces:
Sleeping
Sleeping
Karthik Barma commited on
Commit ·
4ec030d
1
Parent(s): 678eb81
Add session persistence, sharing, web search grounding
Browse files- agents/research.py +102 -12
- api/routes.py +139 -9
agents/research.py
CHANGED
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@@ -2,12 +2,19 @@
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Constitutional role: Strictly neutral. Authorship is hidden from adversarial agents.
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The research package is the ONLY shared context between Prosecutor and Defense.
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"""
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import json
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import logging
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from typing import Callable, Optional
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from langchain_groq import ChatGroq
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from langchain_core.messages import SystemMessage, HumanMessage
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@@ -16,6 +23,71 @@ from models.schemas import StreamEvent
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logger = logging.getLogger(__name__)
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RESEARCH_SYSTEM_PROMPT = """You are a neutral research analyst producing anonymous briefing material for an adversarial review process.
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CONSTITUTIONAL DIRECTIVE: Remain strictly neutral. Do not advocate for or against any outcome.
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@@ -98,24 +170,42 @@ class ResearchAgent:
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]
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try:
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thinking_phases = [
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"Scanning market landscape and competitive environment...",
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"
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"
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"
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"Compiling research synthesis...",
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]
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for phase in thinking_phases:
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if stream_callback:
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await stream_callback(
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-
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content=phase + "\n",
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)
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)
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import asyncio
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await asyncio.sleep(0.3)
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response = await self.llm.ainvoke(messages)
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Constitutional role: Strictly neutral. Authorship is hidden from adversarial agents.
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The research package is the ONLY shared context between Prosecutor and Defense.
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+
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Grounding: When available, the agent performs lightweight web retrieval via
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DuckDuckGo Instant Answers and (optionally) Tavily Search API to ground
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claims in current factual data rather than relying solely on LLM training data.
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"""
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import asyncio
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import json
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import logging
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import os
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from typing import Callable, Optional
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import httpx
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from langchain_groq import ChatGroq
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from langchain_core.messages import SystemMessage, HumanMessage
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logger = logging.getLogger(__name__)
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# ---------------------------------------------------------------------------
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# Lightweight web retrieval for factual grounding
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# ---------------------------------------------------------------------------
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async def _web_search_grounding(query: str, max_results: int = 3) -> list[str]:
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"""Retrieve web search snippets to ground LLM research in current facts.
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Strategy:
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1. Try Tavily Search API if TAVILY_API_KEY is set (best quality).
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2. Fall back to DuckDuckGo Instant Answers API (no key required).
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3. Return empty list on failure — research proceeds with LLM-only.
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"""
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snippets = []
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# Try Tavily first (higher quality, structured results)
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tavily_key = os.getenv("TAVILY_API_KEY")
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if tavily_key:
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try:
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async with httpx.AsyncClient(timeout=8.0) as client:
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resp = await client.post(
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"https://api.tavily.com/search",
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json={
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"api_key": tavily_key,
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"query": query,
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"max_results": max_results,
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"search_depth": "basic",
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},
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)
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if resp.status_code == 200:
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data = resp.json()
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for r in data.get("results", [])[:max_results]:
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snippet = r.get("content", "")[:300]
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source = r.get("url", "")
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if snippet:
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snippets.append(f"{snippet} (source: {source})")
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if snippets:
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logger.info("Tavily grounding: %d snippets for '%s'", len(snippets), query[:50])
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return snippets
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except Exception as e:
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logger.warning("Tavily search failed, falling back to DuckDuckGo: %s", e)
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# Fallback: DuckDuckGo Instant Answers (no API key needed)
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try:
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async with httpx.AsyncClient(timeout=5.0) as client:
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resp = await client.get(
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"https://api.duckduckgo.com/",
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params={"q": query, "format": "json", "no_html": "1", "skip_disambig": "1"},
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)
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if resp.status_code == 200:
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data = resp.json()
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# Abstract text (Wikipedia-sourced summary)
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if data.get("AbstractText"):
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snippets.append(data["AbstractText"][:400])
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# Related topics
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for topic in data.get("RelatedTopics", [])[:max_results]:
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if isinstance(topic, dict) and topic.get("Text"):
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snippets.append(topic["Text"][:200])
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if snippets:
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logger.info("DuckDuckGo grounding: %d snippets for '%s'", len(snippets), query[:50])
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except Exception as e:
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logger.warning("DuckDuckGo search failed: %s", e)
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return snippets
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RESEARCH_SYSTEM_PROMPT = """You are a neutral research analyst producing anonymous briefing material for an adversarial review process.
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CONSTITUTIONAL DIRECTIVE: Remain strictly neutral. Do not advocate for or against any outcome.
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]
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try:
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# Phase 1: Web retrieval for factual grounding
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if stream_callback:
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await stream_callback(StreamEvent(
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event_type="research_start", agent="research",
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content="Retrieving current web data for factual grounding...\n",
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))
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web_snippets = await _web_search_grounding(decision_question)
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if web_snippets and stream_callback:
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await stream_callback(StreamEvent(
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event_type="research_start", agent="research",
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content=f"Found {len(web_snippets)} grounding sources. Analyzing...\n",
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))
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# Inject web grounding into the prompt so LLM has current facts
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if web_snippets:
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grounding_text = "\n".join(f"- {s}" for s in web_snippets)
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messages.append(HumanMessage(
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content=f"Web-retrieved grounding data (use these current facts to supplement your analysis):\n{grounding_text}"
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))
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# Phase 2: LLM analysis with grounding context
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thinking_phases = [
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"Scanning market landscape and competitive environment...",
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"Analyzing data points and historical precedents...",
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"Identifying stakeholders and risk factors...",
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"Compiling grounded research synthesis...",
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]
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for phase in thinking_phases:
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if stream_callback:
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await stream_callback(StreamEvent(
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event_type="research_start", agent="research",
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content=phase + "\n",
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))
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await asyncio.sleep(0.3)
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response = await self.llm.ainvoke(messages)
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api/routes.py
CHANGED
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"""FastAPI routes for the Verdict API — REST + WebSocket endpoints."""
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import asyncio
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import json
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import logging
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import uuid
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from datetime import datetime
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from typing import Optional, Literal
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from fastapi import APIRouter, WebSocket, WebSocketDisconnect, HTTPException
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router = APIRouter(prefix="/api/verdict")
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-
#
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sessions: dict[str, dict] = {}
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# Valid output formats and their descriptions
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OUTPUT_FORMATS = {
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"executive": "High-level summary for executives and decision-makers",
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"created_at": datetime.utcnow().isoformat(),
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}
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sessions[decision.id] = session
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logger.info(
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"Session created: %s — %s [format=%s, domain=%s]",
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@router.get("/{session_id}/status")
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async def get_status(session_id: str):
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"""Get the current status of a verdict session."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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@router.get("/{session_id}/result")
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async def get_result(session_id: str):
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"""Get the complete result of a verdict session."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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await websocket.accept()
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logger.info("WebSocket connected: %s", session_id)
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session =
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if not session:
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await websocket.send_json({"error": "Session not found"})
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await websocket.close()
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}
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session["status"] = "complete"
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except Exception as e:
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logger.error("Pipeline failed: %s", str(e))
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session["status"] = "error"
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@router.get("/{session_id}/export/markdown")
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async def export_markdown(session_id: str):
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"""Export the verdict session as a markdown report."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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if not session.get("result"):
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@router.get("/{session_id}/export/json")
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async def export_json(session_id: str):
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"""Export the verdict session as structured JSON."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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if not session.get("result"):
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@router.get("/{session_id}/export/pdf")
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async def export_pdf(session_id: str):
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"""Export the verdict session as a formatted PDF report."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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if not session.get("result"):
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@router.get("/{session_id}/export/docx")
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async def export_docx(session_id: str):
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"""Export the verdict session as a formatted DOCX report."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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if not session.get("result"):
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@router.post("/{session_id}/followup")
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async def followup_question(session_id: str, request: FollowUpRequest):
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"""Ask a follow-up question about the verdict session."""
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session =
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if not session:
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raise HTTPException(status_code=404, detail="Session not found")
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if not session.get("result"):
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@@ -467,3 +522,78 @@ Tailor your response to the {output_format} format and {domain} domain."""),
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return {"answer": response.content, "session_id": session_id}
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except Exception as e:
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raise HTTPException(status_code=500, detail=f"Failed to generate follow-up: {str(e)}")
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"""FastAPI routes for the Verdict API — REST + WebSocket endpoints."""
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import asyncio
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import hashlib
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import json
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import logging
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import os
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import uuid
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from datetime import datetime
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from pathlib import Path
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from typing import Optional, Literal
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from fastapi import APIRouter, WebSocket, WebSocketDisconnect, HTTPException
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router = APIRouter(prefix="/api/verdict")
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# ---------------------------------------------------------------------------
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# Session persistence — JSON file store with in-memory cache
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# ---------------------------------------------------------------------------
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SESSION_DIR = Path(os.getenv("SESSION_DIR", "data/sessions"))
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SESSION_DIR.mkdir(parents=True, exist_ok=True)
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# In-memory session cache backed by JSON file persistence
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sessions: dict[str, dict] = {}
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|
| 37 |
+
def _persist_session(session_id: str, session: dict) -> None:
|
| 38 |
+
"""Write session to disk as JSON for persistence across restarts."""
|
| 39 |
+
try:
|
| 40 |
+
path = SESSION_DIR / f"{session_id}.json"
|
| 41 |
+
with open(path, "w") as f:
|
| 42 |
+
json.dump(session, f, default=str)
|
| 43 |
+
except Exception as e:
|
| 44 |
+
logger.warning("Failed to persist session %s: %s", session_id, e)
|
| 45 |
+
|
| 46 |
+
|
| 47 |
+
def _load_session(session_id: str) -> Optional[dict]:
|
| 48 |
+
"""Load a session from disk if not in memory cache."""
|
| 49 |
+
path = SESSION_DIR / f"{session_id}.json"
|
| 50 |
+
if path.exists():
|
| 51 |
+
try:
|
| 52 |
+
with open(path) as f:
|
| 53 |
+
session = json.load(f)
|
| 54 |
+
sessions[session_id] = session # Warm the cache
|
| 55 |
+
return session
|
| 56 |
+
except Exception as e:
|
| 57 |
+
logger.warning("Failed to load session %s: %s", session_id, e)
|
| 58 |
+
return None
|
| 59 |
+
|
| 60 |
+
|
| 61 |
+
def _get_session(session_id: str) -> Optional[dict]:
|
| 62 |
+
"""Get session from cache or disk."""
|
| 63 |
+
if session_id in sessions:
|
| 64 |
+
return sessions[session_id]
|
| 65 |
+
return _load_session(session_id)
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
def _load_all_sessions() -> None:
|
| 69 |
+
"""Load all persisted sessions into memory on startup."""
|
| 70 |
+
for path in SESSION_DIR.glob("*.json"):
|
| 71 |
+
sid = path.stem
|
| 72 |
+
if sid not in sessions:
|
| 73 |
+
_load_session(sid)
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
# Load persisted sessions on module import
|
| 77 |
+
_load_all_sessions()
|
| 78 |
+
|
| 79 |
# Valid output formats and their descriptions
|
| 80 |
OUTPUT_FORMATS = {
|
| 81 |
"executive": "High-level summary for executives and decision-makers",
|
|
|
|
| 216 |
"created_at": datetime.utcnow().isoformat(),
|
| 217 |
}
|
| 218 |
sessions[decision.id] = session
|
| 219 |
+
_persist_session(decision.id, session)
|
| 220 |
|
| 221 |
logger.info(
|
| 222 |
"Session created: %s — %s [format=%s, domain=%s]",
|
|
|
|
| 272 |
@router.get("/{session_id}/status")
|
| 273 |
async def get_status(session_id: str):
|
| 274 |
"""Get the current status of a verdict session."""
|
| 275 |
+
session = _get_session(session_id)
|
| 276 |
if not session:
|
| 277 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 278 |
|
|
|
|
| 287 |
@router.get("/{session_id}/result")
|
| 288 |
async def get_result(session_id: str):
|
| 289 |
"""Get the complete result of a verdict session."""
|
| 290 |
+
session = _get_session(session_id)
|
| 291 |
if not session:
|
| 292 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 293 |
|
|
|
|
| 311 |
await websocket.accept()
|
| 312 |
logger.info("WebSocket connected: %s", session_id)
|
| 313 |
|
| 314 |
+
session = _get_session(session_id)
|
| 315 |
if not session:
|
| 316 |
await websocket.send_json({"error": "Session not found"})
|
| 317 |
await websocket.close()
|
|
|
|
| 352 |
}
|
| 353 |
|
| 354 |
session["status"] = "complete"
|
| 355 |
+
_persist_session(session_id, session)
|
| 356 |
except Exception as e:
|
| 357 |
logger.error("Pipeline failed: %s", str(e))
|
| 358 |
session["status"] = "error"
|
|
|
|
| 403 |
@router.get("/{session_id}/export/markdown")
|
| 404 |
async def export_markdown(session_id: str):
|
| 405 |
"""Export the verdict session as a markdown report."""
|
| 406 |
+
session = _get_session(session_id)
|
| 407 |
if not session:
|
| 408 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 409 |
if not session.get("result"):
|
|
|
|
| 416 |
@router.get("/{session_id}/export/json")
|
| 417 |
async def export_json(session_id: str):
|
| 418 |
"""Export the verdict session as structured JSON."""
|
| 419 |
+
session = _get_session(session_id)
|
| 420 |
if not session:
|
| 421 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 422 |
if not session.get("result"):
|
|
|
|
| 429 |
@router.get("/{session_id}/export/pdf")
|
| 430 |
async def export_pdf(session_id: str):
|
| 431 |
"""Export the verdict session as a formatted PDF report."""
|
| 432 |
+
session = _get_session(session_id)
|
| 433 |
if not session:
|
| 434 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 435 |
if not session.get("result"):
|
|
|
|
| 446 |
@router.get("/{session_id}/export/docx")
|
| 447 |
async def export_docx(session_id: str):
|
| 448 |
"""Export the verdict session as a formatted DOCX report."""
|
| 449 |
+
session = _get_session(session_id)
|
| 450 |
if not session:
|
| 451 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 452 |
if not session.get("result"):
|
|
|
|
| 472 |
@router.post("/{session_id}/followup")
|
| 473 |
async def followup_question(session_id: str, request: FollowUpRequest):
|
| 474 |
"""Ask a follow-up question about the verdict session."""
|
| 475 |
+
session = _get_session(session_id)
|
| 476 |
if not session:
|
| 477 |
raise HTTPException(status_code=404, detail="Session not found")
|
| 478 |
if not session.get("result"):
|
|
|
|
| 522 |
return {"answer": response.content, "session_id": session_id}
|
| 523 |
except Exception as e:
|
| 524 |
raise HTTPException(status_code=500, detail=f"Failed to generate follow-up: {str(e)}")
|
| 525 |
+
|
| 526 |
+
|
| 527 |
+
# ---------------------------------------------------------------------------
|
| 528 |
+
# Verdict sharing endpoint
|
| 529 |
+
# ---------------------------------------------------------------------------
|
| 530 |
+
|
| 531 |
+
|
| 532 |
+
def _generate_share_token(session_id: str) -> str:
|
| 533 |
+
"""Generate a short, URL-safe share token from a session ID."""
|
| 534 |
+
return hashlib.sha256(session_id.encode()).hexdigest()[:12]
|
| 535 |
+
|
| 536 |
+
|
| 537 |
+
@router.get("/{session_id}/share")
|
| 538 |
+
async def create_share_link(session_id: str):
|
| 539 |
+
"""Generate a shareable link for a completed verdict session.
|
| 540 |
+
|
| 541 |
+
Returns a short share token that can be used to retrieve the session
|
| 542 |
+
results without needing the full session ID.
|
| 543 |
+
"""
|
| 544 |
+
session = _get_session(session_id)
|
| 545 |
+
if not session:
|
| 546 |
+
raise HTTPException(status_code=404, detail="Session not found")
|
| 547 |
+
if not session.get("result"):
|
| 548 |
+
raise HTTPException(status_code=202, detail="Session not complete")
|
| 549 |
+
|
| 550 |
+
token = _generate_share_token(session_id)
|
| 551 |
+
|
| 552 |
+
# Store mapping from share token to session ID
|
| 553 |
+
session["share_token"] = token
|
| 554 |
+
_persist_session(session_id, session)
|
| 555 |
+
|
| 556 |
+
return {
|
| 557 |
+
"share_token": token,
|
| 558 |
+
"share_url": f"/shared/{token}",
|
| 559 |
+
"session_id": session_id,
|
| 560 |
+
}
|
| 561 |
+
|
| 562 |
+
|
| 563 |
+
@router.get("/shared/{share_token}")
|
| 564 |
+
async def get_shared_verdict(share_token: str):
|
| 565 |
+
"""Retrieve a verdict session via its share token.
|
| 566 |
+
|
| 567 |
+
This allows anyone with the share link to view the verdict results
|
| 568 |
+
without needing the original session ID.
|
| 569 |
+
"""
|
| 570 |
+
# Search for session with matching share token
|
| 571 |
+
for sid, session in sessions.items():
|
| 572 |
+
if session.get("share_token") == share_token:
|
| 573 |
+
if not session.get("result"):
|
| 574 |
+
raise HTTPException(status_code=202, detail="Session not complete")
|
| 575 |
+
return {
|
| 576 |
+
"session_id": sid,
|
| 577 |
+
"question": session["decision"].get("question", ""),
|
| 578 |
+
"domain": session.get("domain", "business"),
|
| 579 |
+
"output_format": session.get("output_format", "executive"),
|
| 580 |
+
"result": session["result"],
|
| 581 |
+
}
|
| 582 |
+
|
| 583 |
+
# Also check persisted sessions on disk
|
| 584 |
+
for path in SESSION_DIR.glob("*.json"):
|
| 585 |
+
try:
|
| 586 |
+
with open(path) as f:
|
| 587 |
+
session = json.load(f)
|
| 588 |
+
if session.get("share_token") == share_token:
|
| 589 |
+
return {
|
| 590 |
+
"session_id": path.stem,
|
| 591 |
+
"question": session.get("decision", {}).get("question", ""),
|
| 592 |
+
"domain": session.get("domain", "business"),
|
| 593 |
+
"output_format": session.get("output_format", "executive"),
|
| 594 |
+
"result": session.get("result"),
|
| 595 |
+
}
|
| 596 |
+
except Exception:
|
| 597 |
+
continue
|
| 598 |
+
|
| 599 |
+
raise HTTPException(status_code=404, detail="Shared verdict not found")
|