"""
immune.py — Memory immune system. Scans candidate memories for threats.

Every candidate memory must pass the immune scan before entering quarantine.
Scans for:
  1. Prompt injection — attempts to override system instructions
  2. Score manipulation — attempts to inflate Φ scores
  3. Tool misuse — attempts to use tools in unauthorized ways
  4. Privacy leaks — PII, API keys, file paths that shouldn't be memorized
  5. Scope overreach — memory tries to apply outside its legitimate scope
"""
from __future__ import annotations

import logging
import re
from dataclasses import dataclass, field
from typing import Any

from purpose_agent.memory import MemoryCard, MemoryKind

logger = logging.getLogger(__name__)


@dataclass
class ScanResult:
    """Result of an immune scan on a memory card."""
    passed: bool = True
    threats: list[str] = field(default_factory=list)
    severity: str = "none"   # "none", "low", "medium", "high", "critical"
    details: dict[str, Any] = field(default_factory=dict)

    def add_threat(self, name: str, severity: str, detail: str = "") -> None:
        self.threats.append(name)
        self.passed = False
        sev_order = {"none": 0, "low": 1, "medium": 2, "high": 3, "critical": 4}
        if sev_order.get(severity, 0) > sev_order.get(self.severity, 0):
            self.severity = severity
        if detail:
            self.details[name] = detail


# Patterns for threat detection
_INJECTION_PATTERNS = [
    r"ignore\s+(previous|above|all)(\s+\w+)*\s*(instructions|prompts|rules)",
    r"you\s+are\s+now\s+",
    r"system\s*:\s*",
    r"<\|im_start\|>",
    r"<\|system\|>",
    r"\[INST\]",
    r"###\s*(instruction|system)",
    r"forget\s+(everything|all|your)",
    r"override\s+(your|the)\s+(purpose|rules|instructions)",
    r"new\s+instructions?\s*:",
    r"disregard\s+(the\s+)?(above|previous)",
    r"ignore\s+.*\binstructions\b",
]

_SCORE_MANIPULATION_PATTERNS = [
    r"(always|must)\s+(score|rate|give)\s+(high|10|maximum|perfect)",
    r"Φ\s*=\s*10",
    r"phi\s*=\s*10",
    r"delta\s*(must|should)\s*be\s*positive",
    r"never\s+give\s+(negative|zero|low)\s+(score|delta|rating)",
    r"confidence\s*=\s*1\.0",
]

_TOOL_MISUSE_PATTERNS = [
    r"rm\s+-rf\s+/",
    r"os\.system\s*\(",
    r"subprocess\s*\.\s*(call|run|Popen)",
    r"__import__\s*\(",
    r"eval\s*\(",
    r"exec\s*\(",
    r"shutil\.rmtree",
    r"open\s*\(['\"]/(etc|proc|sys|dev)",
    r"curl\s+.*\|\s*sh",
    r"wget\s+.*\|\s*bash",
]

_PRIVACY_PATTERNS = [
    r"sk-[a-zA-Z0-9]{20,}",                  # OpenAI API keys
    r"hf_[a-zA-Z0-9]{20,}",                  # HuggingFace tokens
    r"ghp_[a-zA-Z0-9]{20,}",                 # GitHub tokens
    r"AKIA[0-9A-Z]{16}",                      # AWS access keys
    r"\b\d{3}-\d{2}-\d{4}\b",                 # SSN-like patterns
    r"\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b",  # emails
    r"/home/[a-zA-Z0-9]+/",                   # home directories
    r"C:\\Users\\[a-zA-Z0-9]+\\",             # windows home directories
]


def scan_memory(card: MemoryCard) -> ScanResult:
    """
    Run the full immune scan on a memory card.

    Returns ScanResult with pass/fail and detailed threat information.
    """
    result = ScanResult()
    text = f"{card.content} {card.pattern} {card.strategy} {' '.join(card.steps)}"
    text_lower = text.lower()

    # 1. Prompt injection
    for pattern in _INJECTION_PATTERNS:
        if re.search(pattern, text_lower):
            result.add_threat(
                "prompt_injection", "critical",
                f"Pattern matched: {pattern}",
            )

    # 2. Score manipulation
    for pattern in _SCORE_MANIPULATION_PATTERNS:
        if re.search(pattern, text_lower):
            result.add_threat(
                "score_manipulation", "high",
                f"Pattern matched: {pattern}",
            )

    # 3. Tool misuse
    for pattern in _TOOL_MISUSE_PATTERNS:
        if re.search(pattern, text):  # case sensitive for code
            result.add_threat(
                "tool_misuse", "high",
                f"Dangerous code pattern: {pattern}",
            )

    # 4. Privacy leaks
    for pattern in _PRIVACY_PATTERNS:
        if re.search(pattern, text):
            result.add_threat(
                "privacy_leak", "medium",
                f"PII/secret pattern: {pattern}",
            )

    # 5. Scope overreach
    if card.kind == MemoryKind.TOOL_POLICY and not card.scope.tool_names:
        result.add_threat(
            "scope_overreach", "low",
            "Tool policy without tool scope — could affect all tools",
        )

    if card.kind == MemoryKind.CRITIC_CALIBRATION:
        # Critic calibrations are high-risk — extra scrutiny
        if "always" in text_lower and ("high" in text_lower or "10" in text_lower):
            result.add_threat(
                "score_manipulation", "high",
                "Critic calibration attempting to force high scores",
            )

    # Log result
    if result.passed:
        logger.debug(f"Immune scan PASSED for memory {card.id}")
    else:
        logger.warning(
            f"Immune scan FAILED for memory {card.id}: "
            f"{result.threats} (severity={result.severity})"
        )

    return result