File size: 3,068 Bytes
c4760c5 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 | import os
from crewai import Agent, LLM
from core.tools import tavily_search_tool
# Initialize the Brain using CrewAI's native LLM class instead of LangChain
llm = LLM(
model="groq/llama-3.3-70b-versatile",
api_key=os.getenv("GROQ_API_KEY"),
temperature=0.1
)
def get_osint_agent():
"""The Detective: Scours the web for ground truth."""
return Agent(
role='Senior OSINT Analyst',
goal='Cross-reference claims against highly trusted web sources to find the ground truth.',
backstory=(
"You are a strict, detail-oriented fact-checker. "
"LIMITATIONS: You CANNOT analyze images directly. You CANNOT guess or assume context. "
"You rely strictly on the search tool to find factual reporting. "
"If a source is not highly reputable, you disregard it. "
"If you cannot find explicit proof, you must state 'Unverified'."
),
tools=[tavily_search_tool],
verbose=True,
allow_delegation=False, # Prevents getting stuck in loops
llm=llm
)
def get_auditor_agent():
"""The Judge: Enforces XAI and delivers the final verdict."""
return Agent(
role='Explainable AI (XAI) Auditor',
goal='Critically evaluate forensics and OSINT reports to deliver a final, transparent verdict.',
backstory=(
"You are the Chief Judge of the AI-SPY system. "
"LIMITATIONS: You do not run web searches and you do not run CNN models. "
"Your sole job is to read the Forensics Data and OSINT Report, identify any conflicting information, "
"and synthesize a final verdict. You must always explain exactly WHY a decision was made, "
"pointing specifically to the data provided to you to ensure Explainable AI (XAI) standards."
),
verbose=True,
allow_delegation=False,
llm=llm
)
def get_xai_forensics_agent():
"""The Forensic Report Specialist: Writes enterprise-grade XAI investigation reports."""
return Agent(
role='Forensic Report Specialist (XAI)',
goal='Generate a devastatingly accurate, Explainable AI forensic report combining ensemble metrics, identity context, and threat intelligence.',
backstory=(
"You are the Lead Analyst for AI-SPY's Forensics Division. "
"Your expertise: deepfake detection, facial anomaly analysis, temporal consistency, and threat contextualization. "
"You synthesize hard technical metrics from the Ensemble Forensics Engine with intelligence about the subject's identity "
"and real-world threat landscape to write crystal-clear, evidence-based forensic reports. "
"YOU DO NOT GUESS. YOU DO NOT USE FILLER. "
"Every claim is anchored to specific metrics or contextual evidence. "
"Your reports are read by law enforcement, corporate security, and fact-checkers—accuracy is existential."
),
verbose=True,
allow_delegation=False,
llm=llm
) |