Astraea v2: auth+profiles+About-Me, documents, TTS, Twilio/SMTP missions, DV safety, conversation memory, FLUX landing
This commit is contained in:
474
app.py
474
app.py
@@ -1,67 +1,142 @@
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# -*- coding: utf-8 -*-
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"""Astraea — a constellation of Washington State family-law specialist agents.
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Flask app + semantic RAG backend. LLM (granite4.2 RAG lane) and embeddings
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(nomic-embed-text-v2-moe) run on the Ollama host (nightmare).
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"""Astraea — the world's best Washington divorce-law attorney.
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Multi-agent RAG + no-KYC profiles (About Me) + document prep + comms missions + TTS.
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"""
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import json
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import re
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import time
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import urllib.request
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from flask import Flask, jsonify, render_template, request
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from flask import Flask, jsonify, render_template, request, send_file, Response
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import rag
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from agents import (
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AGENTS, AGENT_BY_ID, OLLAMA_URL, RAG_MODEL, GENERAL_MODEL, DISCLAIMER,
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)
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import store
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import comms
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import documents
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import tts
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from agents import AGENTS, AGENT_BY_ID, OLLAMA_URL, RAG_MODEL, GENERAL_MODEL
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app = Flask(__name__)
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def _ollama_chat(model, messages, num_ctx=16384, num_predict=1024, temperature=0.1, timeout=180):
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payload = {
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"model": model,
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"messages": messages,
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"stream": False,
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"think": False,
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"options": {
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"temperature": temperature,
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"num_predict": num_predict,
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"num_ctx": num_ctx,
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},
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}
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req = urllib.request.Request(
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f"{OLLAMA_URL}/api/chat",
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data=json.dumps(payload).encode("utf-8"),
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headers={"Content-Type": "application/json"},
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)
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opener = urllib.request.build_opener(urllib.request.ProxyHandler({}))
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with opener.open(req, timeout=timeout) as r:
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d = json.loads(r.read().decode("utf-8"))
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msg = d.get("message", {})
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content = msg.get("content") or msg.get("thinking") or ""
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return content.strip()
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# ── Professional avatars (gradient + glyph, rendered client-side) ──
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AVATARS = [
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{"id": 0, "glyph": "\u2696", "c1": "#6ea8ff", "c2": "#a78bfa", "label": "Scales"},
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{"id": 1, "glyph": "\U0001F3DB", "c1": "#7dd3fc", "c2": "#0ea5e9", "label": "Court"},
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{"id": 2, "glyph": "\U0001F6E1", "c1": "#4ade80", "c2": "#059669", "label": "Shield"},
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{"id": 3, "glyph": "\U0001F4DC", "c1": "#f5d06f", "c2": "#d97706", "label": "Scroll"},
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{"id": 4, "glyph": "\U0001F54A", "c1": "#f0abfc", "c2": "#c026d3", "label": "Dove"},
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{"id": 5, "glyph": "\U0001F4BC", "c1": "#fdba74", "c2": "#ea580c", "label": "Briefcase"},
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{"id": 6, "glyph": "\U0001F512", "c1": "#67e8f9", "c2": "#0891b2", "label": "Key"},
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{"id": 7, "glyph": "\u2731", "c1": "#fda4af", "c2": "#e11d48", "label": "Star"},
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{"id": 8, "glyph": "\U0001F3AF", "c1": "#a3e635", "c2": "#65a30d", "label": "Target"},
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{"id": 9, "glyph": "\U0001F525", "c1": "#f87171", "c2": "#b91c1c", "label": "Flame"},
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{"id": 10, "glyph": "\U0001F31F", "c1": "#fbbf24", "c2": "#b45309", "label": "Glow"},
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{"id": 11, "glyph": "\U0001F9ED", "c1": "#5eead4", "c2": "#0d9488", "label": "Compass"},
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]
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def _strip_model_sources(text):
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"""Remove a model-written trailing 'Sources:'/'References:' block (defensive)."""
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# ── Ollama helpers ──
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def _ollama_chat(model, messages, tools=None, num_ctx=16384, num_predict=1400,
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temperature=0.2, timeout=180):
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payload = {"model": model, "messages": messages, "stream": False, "think": False,
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"options": {"temperature": temperature, "num_predict": num_predict, "num_ctx": num_ctx}}
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if tools:
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payload["tools"] = tools
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req = urllib.request.Request(f"{OLLAMA_URL}/api/chat", data=json.dumps(payload).encode(),
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headers={"Content-Type": "application/json"})
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op = urllib.request.build_opener(urllib.request.ProxyHandler({}))
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with op.open(req, timeout=timeout) as r:
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return json.loads(r.read().decode("utf-8"))
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def _strip_sources(text):
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text = re.split(r"\n\s*(?:Sources|References|Citations)\s*:\s*\n", text, flags=re.I)[0]
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text = re.split(r"\n\s*Sources?\s*$", text, flags=re.I)[0]
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return text.strip()
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def _build_answer(agent, message, history):
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top = rag.retrieve(message, agent["id"], top_k=5)
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if not top:
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return {
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"answer": "I couldn't find relevant Washington law on that in my reference "
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"library yet. Try rephrasing, or ask the Navigator to point you to "
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"the right specialist.",
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"citations": [],
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"grounded": False,
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}
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# ── About Me injection (designated plainly, used silently) ──
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def about_me_block(about_me):
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if not about_me or not about_me.strip():
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return ""
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return (
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"\n\n=== ABOUT THE USER (PRIVATE CONTEXT) ===\n"
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f"{about_me.strip()}\n"
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"=== END ABOUT THE USER ===\n"
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"This is private background about the user's situation. Use it silently to tailor your "
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"answer to their facts. NEVER reference it, quote it, summarize it back, or say anything "
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"like 'based on what you shared'. Answer ONLY what the user asks."
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)
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# ── Comms tools (agent can invoke to send SMS/email/call) ──
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TOOLS = [
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{"type": "function", "function": {
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"name": "send_sms", "description": "Send a professionally-worded text message on the user's behalf.",
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"parameters": {"type": "object", "properties": {
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"recipient": {"type": "string", "description": "recipient phone number in E.164 (e.g. +14255550123)"},
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"message": {"type": "string", "description": "the message text"}},
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"required": ["recipient", "message"]}}},
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{"type": "function", "function": {
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"name": "send_email", "description": "Send a formal email on the user's behalf.",
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"parameters": {"type": "object", "properties": {
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"recipient": {"type": "string", "description": "recipient email address"},
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"subject": {"type": "string"}, "body": {"type": "string"}},
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"required": ["recipient", "subject", "body"]}}},
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{"type": "function", "function": {
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"name": "make_call", "description": "Place a phone call that speaks a message.",
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"parameters": {"type": "object", "properties": {
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"recipient": {"type": "string", "description": "recipient phone number in E.164"},
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"message": {"type": "string", "description": "the message to speak"}},
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"required": ["recipient", "message"]}}},
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]
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def _execute_tool(name, args, settings, uid, display_name):
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recipient = args.get("recipient", "")
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if comms.no_contact_blocked(settings, recipient):
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return ("BLOCKED: a no-contact order is in effect for this person. No message was sent. "
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"Inform the user you cannot contact this person due to the no-contact order.")
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try:
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if name == "send_sms":
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comms.send_sms(settings, recipient, comms.sms_template(args.get("message", "")))
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return f"SMS sent to {recipient}."
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if name == "send_email":
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body = comms.email_template(display_name, recipient, args.get("subject", ""), args.get("body", ""))
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comms.send_email(settings, recipient, args.get("subject", ""), body)
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return f"Email sent to {recipient}."
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if name == "make_call":
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twiml_url = request.host_url.rstrip("/") + "/twilio/voice"
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comms.make_call(settings, recipient, twiml_url)
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return f"Call initiated to {recipient}."
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except Exception as e:
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return f"ERROR sending {name}: {e}"
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return "Unknown tool."
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# ── RAG chat with tool-calling ──
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def safety_block(settings):
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if not (settings.get("domestic_violence") or settings.get("protection_order")):
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return ""
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lines = ["\n\n=== SAFETY CONTEXT (PRIVATE — CRITICAL) ==="]
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if settings.get("domestic_violence"):
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lines.append("DOMESTIC VIOLENCE IS A FACTOR IN THIS CASE.")
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if settings.get("protection_order"):
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lines.append("An active protection order is in effect (RCW 7.105).")
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notes = (settings.get("safety_notes") or "").strip()
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if notes:
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lines.append(f"Safety notes: {notes}")
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lines.append("=== END SAFETY CONTEXT ===")
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lines.append(
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"Prioritize the user's safety above all else. Apply RCW 26.09.191 restrictions on "
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"residential time and decision-making where domestic violence or abuse is a factor. "
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"Recommend protection orders, supervised visitation, and safety planning where "
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"appropriate. NEVER advise or facilitate direct contact with the abusive or restrained party."
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)
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return "\n".join(lines)
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def _build_answer(agent, message, history, about_me, settings, uid, display_name):
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top = rag.retrieve(message, agent["id"], top_k=5)
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context_blocks = []
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citations = []
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seen = set()
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@@ -71,32 +146,27 @@ def _build_answer(agent, message, history):
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continue
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seen.add(key)
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context_blocks.append(f"[{i}] ({c['source']} — {c['title']})\n{c['text']}")
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citations.append({
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"source": c["source"],
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"title": c["title"],
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"score": round(score, 3),
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"snippet": c["text"][:260] + ("…" if len(c["text"]) > 260 else ""),
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})
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citations.append({"source": c["source"], "title": c["title"],
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"score": round(score, 3), "snippet": c["text"][:260]})
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system = (
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f"{agent['system']}\n\n"
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"Rules:\n"
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"- Answer the user's question DIRECTLY and concisely. Begin your answer immediately — "
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"do NOT restate the question, do NOT narrate your reasoning, and do NOT say what you "
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"are about to do.\n"
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"- Answer using ONLY the reference documents provided below.\n"
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"- Cite the RCW section (or source) inline for every legal claim, e.g. (RCW 26.09.030).\n"
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"- If the documents do not contain the answer, say so clearly and suggest which "
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"specialist or official resource to consult.\n"
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"- Be practical and plain-English, specific to Washington State.\n"
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"- Do NOT write a 'Sources' list at the end; cite inline only."
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)
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user = (
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"REFERENCE DOCUMENTS:\n\n"
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+ "\n\n".join(context_blocks)
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+ f"\n\nUSER QUESTION: {message}"
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"- Give REAL, practical legal advice: state the rule, apply it to the user's facts, "
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"tell them what to do next.\n"
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"- Answer DIRECTLY. Do not restate the question or narrate your reasoning.\n"
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"- Ground every legal claim in the reference documents. Cite the RCW section AND the "
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"controlling case law by name.\n"
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"- Be plain-English, specific to Washington State.\n"
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"- You may use the available tools (send_sms / send_email / make_call) ONLY when the "
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"user explicitly asks you to contact someone on their behalf.\n"
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+ about_me_block(about_me)
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+ safety_block(settings)
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)
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user = ("REFERENCE DOCUMENTS:\n\n" + "\n\n".join(context_blocks)
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+ f"\n\nUSER QUESTION: {message}")
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messages = [{"role": "system", "content": system}]
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if history:
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for turn in history[-6:]:
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@@ -105,66 +175,263 @@ def _build_answer(agent, message, history):
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messages.append({"role": "user", "content": user})
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try:
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answer = _ollama_chat(RAG_MODEL, messages)
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except Exception as e:
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# Fall back to the general model if the RAG lane is unavailable.
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resp = _ollama_chat(RAG_MODEL, messages, tools=TOOLS)
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except Exception:
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try:
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answer = _ollama_chat(GENERAL_MODEL, messages, num_ctx=16384)
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resp = _ollama_chat(GENERAL_MODEL, messages)
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except Exception:
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return {
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"answer": "The legal engine is temporarily unavailable. Please try again in a "
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"moment. (Backend LLM could not be reached.)",
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"citations": [],
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"grounded": False,
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}
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return {"answer": "The legal engine is temporarily unavailable. Try again shortly.",
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"citations": [], "grounded": False}
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answer = _strip_model_sources(answer)
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return {
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"answer": answer,
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"citations": citations,
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"grounded": True,
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"model": RAG_MODEL,
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}
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# tool-calling loop
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for _ in range(3):
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msg = resp.get("message", {})
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tool_calls = msg.get("tool_calls") or []
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if not tool_calls:
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break
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messages.append(msg)
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for tc in tool_calls:
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fn = tc.get("function", {})
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name = fn.get("name", "")
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args = fn.get("arguments", {})
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if isinstance(args, str):
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try:
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args = json.loads(args)
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except Exception:
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args = {}
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result = _execute_tool(name, args, settings, uid, display_name)
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messages.append({"role": "tool", "content": result})
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resp = _ollama_chat(RAG_MODEL, messages, tools=TOOLS)
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final = resp.get("message", {})
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answer = (final.get("content") or final.get("thinking") or "").strip()
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answer = _strip_sources(answer)
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return {"answer": answer, "citations": citations, "grounded": bool(context_blocks)}
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# ── Auth helpers ──
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def _uid():
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token = request.headers.get("Authorization", "").replace("Bearer ", "")
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return store.user_from_token(token)
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def _profile_or_none():
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uid = _uid()
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return uid, store.get_profile(uid) if uid else None, store.get_settings(uid) if uid else {}
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# ── Pages ──
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@app.route("/")
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def index():
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agents_public = [
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{k: a[k] for k in ("id", "name", "emoji", "tagline", "description", "accent")}
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for a in AGENTS
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]
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return render_template("index.html", agents=agents_public, disclaimer=DISCLAIMER)
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def landing():
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return render_template("landing.html", agents=AGENTS)
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@app.route("/api/agents")
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def api_agents():
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return jsonify([
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{k: a[k] for k in ("id", "name", "emoji", "tagline", "description", "accent")}
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for a in AGENTS
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])
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@app.route("/app")
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def app_page():
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return render_template("index.html", agents=AGENTS)
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# ── Auth API ──
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@app.route("/api/register", methods=["POST"])
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def api_register():
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d = request.get_json(force=True, silent=True) or {}
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u = (d.get("username") or "").strip().lower()
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p = (d.get("password") or "").strip()
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if len(u) < 2 or len(u) > 30 or not u.isalnum():
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return jsonify({"error": "Username must be 2-30 alphanumeric chars"}), 400
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if len(p) < 4:
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return jsonify({"error": "Password must be 4+ chars"}), 400
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c = store._conn()
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if c.execute("SELECT id FROM users WHERE username=?", (u,)).fetchone():
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c.close()
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return jsonify({"error": "Username taken"}), 409
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c.close()
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uid = store.create_user(u, p)
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return jsonify({"ok": True, "token": store.issue_token(uid), "username": u})
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@app.route("/api/login", methods=["POST"])
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def api_login():
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d = request.get_json(force=True, silent=True) or {}
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u = (d.get("username") or "").strip().lower()
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p = (d.get("password") or "").strip()
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uid = store.authenticate(u, p)
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if not uid:
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return jsonify({"error": "Invalid username or password"}), 401
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return jsonify({"ok": True, "token": store.issue_token(uid), "username": u})
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@app.route("/api/me")
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def api_me():
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uid = _uid()
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if not uid:
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return jsonify({"authenticated": False}), 401
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return jsonify({"authenticated": True, "profile": store.get_profile(uid),
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"settings": store.get_settings(uid)})
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@app.route("/api/profile", methods=["GET", "POST"])
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def api_profile():
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uid = _uid()
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if not uid:
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return jsonify({"error": "auth required"}), 401
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if request.method == "GET":
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return jsonify(store.get_profile(uid))
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d = request.get_json(force=True, silent=True) or {}
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prof = store.set_profile(uid, display_name=d.get("display_name"),
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avatar=d.get("avatar"), about_me=d.get("about_me"))
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return jsonify(prof)
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|
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@app.route("/api/settings", methods=["GET", "POST"])
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def api_settings():
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uid = _uid()
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if not uid:
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return jsonify({"error": "auth required"}), 401
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if request.method == "GET":
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return jsonify(store.get_settings(uid))
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d = request.get_json(force=True, silent=True) or {}
|
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s = store.set_settings(uid, **d)
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# never echo the auth token back in full
|
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if "twilio_auth_token" in s:
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s["twilio_auth_token"] = "••••" if s["twilio_auth_token"] else ""
|
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if "smtp_pass" in s:
|
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s["smtp_pass"] = "••••" if s["smtp_pass"] else ""
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return jsonify(s)
|
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|
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@app.route("/api/avatars")
|
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def api_avatars():
|
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return jsonify(AVATARS)
|
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|
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|
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# ── Chat ──
|
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@app.route("/api/chat", methods=["POST"])
|
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def api_chat():
|
||||
data = request.get_json(force=True, silent=True) or {}
|
||||
agent_id = (data.get("agent_id") or "navigator").strip()
|
||||
message = (data.get("message") or "").strip()
|
||||
history = data.get("history") or []
|
||||
uid = _uid()
|
||||
d = request.get_json(force=True, silent=True) or {}
|
||||
agent_id = (d.get("agent_id") or "navigator").strip()
|
||||
message = (d.get("message") or "").strip()
|
||||
client_history = d.get("history") or []
|
||||
agent = AGENT_BY_ID.get(agent_id)
|
||||
if not agent:
|
||||
return jsonify({"error": "Unknown agent"}), 400
|
||||
if not message:
|
||||
return jsonify({"error": "Message required"}), 400
|
||||
if len(message) > 4000:
|
||||
message = message[:4000]
|
||||
|
||||
message = message[:4000]
|
||||
profile = store.get_profile(uid) if uid else {"about_me": "", "display_name": ""}
|
||||
settings = store.get_settings(uid) if uid else {}
|
||||
# persisted history for authed users; client history as fallback for anonymous
|
||||
history = store.get_conversation(uid, agent_id) if uid else client_history
|
||||
t0 = time.time()
|
||||
result = _build_answer(agent, message, history)
|
||||
result = _build_answer(agent, message, history, profile.get("about_me", ""),
|
||||
settings, uid, profile.get("display_name", ""))
|
||||
if uid and result.get("answer"):
|
||||
store.save_message(uid, agent_id, "user", message)
|
||||
store.save_message(uid, agent_id, "assistant", result["answer"], result.get("citations"))
|
||||
result["latency_ms"] = round((time.time() - t0) * 1000)
|
||||
result["agent"] = agent_id
|
||||
return jsonify(result)
|
||||
|
||||
|
||||
@app.route("/api/conversation/<agent_id>", methods=["GET", "DELETE"])
|
||||
def api_conversation(agent_id):
|
||||
uid = _uid()
|
||||
if not uid:
|
||||
return jsonify({"error": "auth required"}), 401
|
||||
if agent_id not in AGENT_BY_ID:
|
||||
return jsonify({"error": "unknown agent"}), 400
|
||||
if request.method == "DELETE":
|
||||
store.clear_conversation(uid, agent_id)
|
||||
return jsonify({"ok": True})
|
||||
return jsonify({"history": store.get_conversation(uid, agent_id)})
|
||||
|
||||
|
||||
# ── Documents ──
|
||||
@app.route("/api/documents/types")
|
||||
def api_doc_types():
|
||||
return jsonify([{"id": k, "name": v["name"], "form": v["form"], "description": v["description"]}
|
||||
for k, v in documents.DOC_TYPES.items()])
|
||||
|
||||
|
||||
@app.route("/api/documents", methods=["POST"])
|
||||
def api_documents():
|
||||
uid = _uid()
|
||||
d = request.get_json(force=True, silent=True) or {}
|
||||
doc_type = (d.get("doc_type") or "").strip()
|
||||
instructions = (d.get("instructions") or "").strip()
|
||||
if doc_type not in documents.DOC_TYPES:
|
||||
return jsonify({"error": "Unknown document type"}), 400
|
||||
profile = store.get_profile(uid) if uid else {"about_me": ""}
|
||||
# retrieve relevant context for grounding
|
||||
top = rag.retrieve(documents.DOC_TYPES[doc_type]["name"], "divorce", top_k=4)
|
||||
ctx = "\n\n".join(f"{c['text']}" for s, c in top)
|
||||
try:
|
||||
text = documents.generate(doc_type, profile.get("about_me", ""), instructions, ctx)
|
||||
except Exception as e:
|
||||
return jsonify({"error": f"generation failed: {e}"}), 500
|
||||
return jsonify({"ok": True, "document": text,
|
||||
"name": documents.DOC_TYPES[doc_type]["name"]})
|
||||
|
||||
|
||||
# ── TTS ──
|
||||
@app.route("/api/voices")
|
||||
def api_voices():
|
||||
return jsonify({"voices": tts.list_voices(), "default": "aria"})
|
||||
|
||||
|
||||
@app.route("/api/speak", methods=["POST"])
|
||||
def api_speak():
|
||||
d = request.get_json(force=True, silent=True) or {}
|
||||
text = (d.get("text") or "").strip()
|
||||
voice = d.get("voice") or "aria"
|
||||
if not text:
|
||||
return jsonify({"error": "no text"}), 400
|
||||
try:
|
||||
path = tts.synthesize(text, voice)
|
||||
except Exception as e:
|
||||
return jsonify({"error": str(e)}), 500
|
||||
return send_file(path, mimetype="audio/mpeg")
|
||||
|
||||
|
||||
# ── Missions (manual comms) ──
|
||||
@app.route("/api/mission", methods=["POST"])
|
||||
def api_mission():
|
||||
uid = _uid()
|
||||
if not uid:
|
||||
return jsonify({"error": "auth required"}), 401
|
||||
d = request.get_json(force=True, silent=True) or {}
|
||||
mtype = d.get("type")
|
||||
recipient = d.get("recipient") or ""
|
||||
settings = store.get_settings(uid)
|
||||
profile = store.get_profile(uid)
|
||||
if comms.no_contact_blocked(settings, recipient):
|
||||
return jsonify({"ok": False, "error": "Blocked: a no-contact order is in effect for this person."}), 403
|
||||
try:
|
||||
if mtype == "sms":
|
||||
comms.send_sms(settings, recipient, comms.sms_template(d.get("message", "")))
|
||||
elif mtype == "email":
|
||||
body = comms.email_template(profile.get("display_name", ""), recipient,
|
||||
d.get("subject", ""), d.get("body", ""))
|
||||
comms.send_email(settings, recipient, d.get("subject", ""), body)
|
||||
elif mtype == "call":
|
||||
comms.make_call(settings, recipient, request.host_url.rstrip("/") + "/twilio/voice")
|
||||
else:
|
||||
return jsonify({"ok": False, "error": "unknown type"}), 400
|
||||
except Exception as e:
|
||||
return jsonify({"ok": False, "error": str(e)}), 500
|
||||
return jsonify({"ok": True})
|
||||
|
||||
|
||||
# ── Twilio voice webhook (TwiML <Say>) ──
|
||||
@app.route("/twilio/voice", methods=["GET", "POST"])
|
||||
def twilio_voice():
|
||||
msg = request.values.get("message", "This is an automated message from a legal assistant.")
|
||||
twiml = (f'<?xml version="1.0" encoding="UTF-8"?>'
|
||||
f'<Response><Say voice="Polly.Joanna">{msg}</Say></Response>')
|
||||
return Response(twiml, mimetype="text/xml")
|
||||
|
||||
|
||||
@app.route("/api/health")
|
||||
def health():
|
||||
return jsonify({"ok": True, "agent_count": len(AGENTS), "index": rag.index_status()})
|
||||
@@ -184,9 +451,8 @@ def reindex():
|
||||
return jsonify({"ok": False, "error": str(e)}), 500
|
||||
|
||||
|
||||
# Kick off the background index build once at import (before serving).
|
||||
store.init_db()
|
||||
rag.start_background_index()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
app.run(host="0.0.0.0", port=5000, threaded=True)
|
||||
|
||||
Reference in New Issue
Block a user