"""
arifOS Unified Tools (v50.4.0)
Strict Metabolic Alignment (000-999) with AGI/ASI/APEX Kernel Integration

This module routes the 11 Canonical Stages to their underlying implementations
using the proper kernel methods from AGI, ASI, and APEX components.

Metabolic Loop:
    000 INIT     → System Ignition (Gate/Reset)
    111 SENSE    → AGI: Input Reception (ATLAS GPV)
    222 THINK    → AGI: Deep Reasoning (Reflect/CoT)
    333 ATLAS    → AGI: Meta-Cognition (Map/Recall/Witness)
    444 EVIDENCE → ASI: Data Gathering (Search/Audit)
    555 EMPATHY  → ASI: Stakeholder Modeling (ToM/κᵣ)
    666 ACT      → ASI: Neuro-Symbolic Bridge (Execute/Align)
    777 EUREKA   → APEX: Synthesis & Discovery
    888 JUDGE    → APEX: Constitutional Verdicts
    889 PROOF    → APEX: Cryptographic Sealing
    999 VAULT    → APEX: Immutable Storage

DITEMPA BUKAN DIBERI
"""

import logging
from typing import Any, Dict, List, Optional

# =============================================================================
# AGI KERNEL TOOLS (The Mind - Δ)
# =============================================================================

from .tools.mcp_agi_kernel import (
    mcp_agi_sense,
    mcp_agi_think,
    mcp_agi_atlas,
    mcp_agi_evaluate,
)

# =============================================================================
# ASI KERNEL TOOLS (The Heart - Ω)
# =============================================================================

from .tools.mcp_asi_kernel import (
    mcp_asi_evidence,
    mcp_asi_empathy,
    mcp_asi_bridge,
    mcp_asi_evaluate,
)

# =============================================================================
# APEX KERNEL TOOLS (The Soul - Ψ)
# =============================================================================

from .tools.mcp_apex_kernel import (
    mcp_apex_eureka,
    mcp_apex_judge,
    mcp_apex_proof,
    mcp_apex_vault,
    mcp_apex_entropy,
    mcp_apex_parallelism,
)

# =============================================================================
# LEGACY IMPORTS (For backward compatibility)
# =============================================================================

from .tools.mcp_000_gate import mcp_000_gate as arifos_000_gate
from .tools.mcp_000_reset import mcp_000_reset as arifos_000_reset
from .tools.mcp_333_witness import mcp_333_witness as arifos_333_witness
from .tools.mcp_111_sense import mcp_111_sense as arifos_111_sense
from .tools.mcp_222_think import mcp_222_think as arifos_222_think
from .tools.mcp_444_evidence import mcp_444_evidence as arifos_444_evidence
from .tools.mcp_555_empathize import mcp_555_empathize as arifos_555_empathize
from .tools.mcp_666_act import mcp_666_act as arifos_666_act
from .tools.mcp_777_forge import mcp_777_forge as arifos_777_forge
from .tools.mcp_888_judge import mcp_888_judge as arifos_888_judge
from .tools.mcp_889_proof import mcp_889_proof as arifos_889_proof
from .tools.mcp_999_seal import mcp_999_seal as arifos_999_seal
from .tools.recall import arifos_recall
from .tools.audit import arifos_audit
from .tools.judge import arifos_judge
from .tools.validate_full import arifos_validate_full
from .tools.meta_select import arifos_meta_select
from .tools.fag_list import arifos_fag_list
from .tools.fag_read import arifos_fag_read
from .tools.fag_write import arifos_fag_write
from .tools.fag_stats import arifos_fag_stats
from .tools.tempa_list import fag_list as arifos_tempa_list
from .tools.tempa_read import tempa_read as arifos_tempa_read
from .tools.tempa_write import fag_write as arifos_tempa_write
from .tools.tempa_stats import fag_stats as arifos_tempa_stats
from .tools.memory_vault import memory_get_vault
from .tools.memory_phoenix import memory_list_phoenix
from .tools.memory_propose import memory_propose_entry

logger = logging.getLogger(__name__)


# =============================================================================
# STAGE 000: INIT (System Ignition)
# =============================================================================

async def stage_000_init(action: str, query: str = "") -> Dict[str, Any]:
    """
    000 INIT: System Ignition & Gatekeeping.

    Actions:
        - gate: Context check (injection/noise detection)
        - reset: Hard reset (recovery mode)
        - init: System boot verification
    """
    if action == "gate":
        return await arifos_000_gate(query=query)
    elif action == "reset":
        return await arifos_000_reset(query=query)
    elif action == "init":
        return {
            "stage": "000_init",
            "action": "init",
            "status": "success",
            "message": "System Ready - Constitutional Mode Active",
            "version": "v50.4.0",
            "metabolic_loop": "000→111→222→333→444→555→666→777→888→889→999",
            "trinity": {
                "agi": "Mind (Δ) - Stages 111, 222, 333",
                "asi": "Heart (Ω) - Stages 444, 555, 666",
                "apex": "Soul (Ψ) - Stages 777, 888, 889, 999"
            }
        }
    return {"stage": "000_init", "status": "error", "error": f"Unknown action: {action}"}


# =============================================================================
# STAGE 111: SENSE (AGI - Input Reception)
# =============================================================================

async def stage_111_sense(query: str, context: Optional[Dict] = None) -> Dict[str, Any]:
    """
    111 SENSE: Input Reception & Pattern Recognition.

    Uses AGI Kernel to map query to Governance Placement Vector (GPV).
    Detects injection, noise, and context lane.
    """
    # Use new kernel if context provided, else legacy
    if context is not None:
        return await mcp_agi_sense(query=query, context=context)
    return await arifos_111_sense(query=query)


# =============================================================================
# STAGE 222: THINK (AGI - Reasoning)
# =============================================================================

async def stage_222_think(mode: str, **kwargs) -> Dict[str, Any]:
    """
    222 THINK: Deep Reasoning Engine.

    Modes:
        - reflect: Sequential thinking with integrity hash
        - cot: Chain-of-thought reasoning
        - generate: Raw generation (requires MCP sampling)
    """
    # Use new kernel tool
    return await mcp_agi_think(mode=mode, **kwargs)


# =============================================================================
# STAGE 333: ATLAS (AGI - Meta-Cognition) + WITNESS
# =============================================================================

async def stage_333_atlas(action: str, query: str = "", context: Optional[Dict] = None) -> Dict[str, Any]:
    """
    333 ATLAS: Meta-Cognition & Map Making.

    Actions:
        - map: Lane classification via ATLAS
        - recall: Semantic context retrieval
        - tac: Theory of Anomalous Contrast
    """
    # Use new kernel for map/tac, legacy for recall
    if action == "recall":
        return await arifos_recall(query=query)
    return await mcp_agi_atlas(action=action, query=query, context=context)


async def stage_333_witness(witness_request_id: str, approval: bool, reason: str = "") -> Dict[str, Any]:
    """
    333 WITNESS: Tri-Witness Sign-off.

    Used to approve pending high-risk actions (666_act execute).
    Requires consensus (≥2 independent witnesses for destructive actions).
    """
    return await arifos_333_witness(args={
        "witness_request_id": witness_request_id,
        "approval": approval,
        "reason": reason
    })


# =============================================================================
# STAGE 444: EVIDENCE (ASI - Data Gathering)
# =============================================================================

async def stage_444_evidence(action: str, query: str = "", rationale: str = "") -> Dict[str, Any]:
    """
    444 EVIDENCE: Tri-Witness Data Gathering.

    Actions:
        - gather: Active web search for grounding claims
        - audit: Read audit logs for verification
    """
    # Use new kernel for gather, legacy for audit
    if action == "audit":
        return await arifos_audit(query=query)
    return await mcp_asi_evidence(action=action, query=query, rationale=rationale)


# =============================================================================
# STAGE 555: EMPATHY (ASI - Stakeholder Modeling)
# =============================================================================

async def stage_555_empathy(action: str, text: str = "", context: Optional[Dict] = None) -> Dict[str, Any]:
    """
    555 EMPATHY: Stakeholder Modeling.

    Actions:
        - analyze: Full empathy analysis (ToM + Architecture + Stakeholders)
        - score: Quick κᵣ conductance calculation
        - stakeholders: Identify affected stakeholders
        - select: Legacy stakeholder selection

    Calculates: Peace² (F3), κᵣ (F4), Vulnerability
    """
    if action == "select":
        return await arifos_meta_select(query=text)
    return await mcp_asi_empathy(action=action, text=text, context=context)


# =============================================================================
# STAGE 666: ACT (ASI - Neuro-Symbolic Bridge)
# =============================================================================

async def stage_666_act(action: str, **kwargs) -> Dict[str, Any]:
    """
    666 ACT: Neuro-Symbolic Execution.

    Actions:
        - synthesize: Merge logic (AGI) and empathy (ASI)
        - align: Constitutional alignment check
        - execute: Execute with tri-witness gating
        - skill: Run codex skill (legacy)

    Requires F11 (Command Auth) and F12 (Injection Defense).
    """
    # Use new kernel for synthesize/align, legacy for skill/execute
    if action in ["synthesize", "align"]:
        return await mcp_asi_bridge(action=action, **kwargs)
    return await arifos_666_act(action=action, **kwargs)


# =============================================================================
# STAGE 777: EUREKA (APEX - Synthesis)
# =============================================================================

async def stage_777_eureka(query: str, agi_output: Optional[Dict] = None, asi_output: Optional[Dict] = None) -> Dict[str, Any]:
    """
    777 EUREKA: Synthesis & Discovery.

    Forges coherent response from AGI (logic) and ASI (empathy) outputs.
    Resolves paradoxes when truth and care conflict.
    """
    # Use new kernel if AGI/ASI outputs provided
    if agi_output is not None or asi_output is not None:
        return await mcp_apex_eureka(query=query, agi_output=agi_output, asi_output=asi_output)
    return await arifos_777_forge(query=query)


# =============================================================================
# STAGE 888: JUDGE (APEX - Verdicts)
# =============================================================================

async def stage_888_judge(action: str, query: str = "", response: str = "", **kwargs) -> Dict[str, Any]:
    """
    888 JUDGE: Constitutional Verdicts.

    Actions:
        - verdict: Final constitutional judgment via APEX Prime
        - validate: Pre-flight validation check
        - general: General judgment without full floor check

    Verdicts: SEAL (approved), SABAR (retry), VOID (rejected)
    """
    # Use new kernel for verdict with response, legacy for others
    if action == "verdict" and response:
        return await mcp_apex_judge(action=action, query=query, response=response, **kwargs)
    elif action == "verdict":
        return await arifos_888_judge(query=query)
    elif action == "validate":
        return await arifos_validate_full(query=query)
    elif action == "general":
        return await arifos_judge(query=query)
    return {"stage": "888_judge", "status": "error", "error": f"Unknown action: {action}"}


# =============================================================================
# STAGE 889: PROOF (APEX - Cryptographic Sealing)
# =============================================================================

async def stage_889_proof(action: str, data: str = "", verdict: str = "SEAL") -> Dict[str, Any]:
    """
    889 PROOF: Cryptographic Sealing.

    Actions:
        - merkle: Generate Merkle proof
        - sign: Cryptographically sign verdict
        - verify: Verify existing proof
        - proof: Legacy proof generation
        - crypto: Legacy crypto operation
    """
    if action in ["merkle", "sign", "verify"]:
        return await mcp_apex_proof(action=action, data=data, verdict=verdict)
    elif action == "proof":
        return await arifos_889_proof(query=data)
    elif action == "crypto":
        from .tools.cryptography import cryptography_sign
        return await cryptography_sign(data=data)
    return {"stage": "889_proof", "status": "error", "error": f"Unknown action: {action}"}


# =============================================================================
# STAGE 999: VAULT (APEX - Immutable Storage)
# =============================================================================

async def stage_999_vault(target: str, action: str, query: str = "", data: Optional[Dict] = None) -> Dict[str, Any]:
    """
    999 VAULT: Immutable Storage & Governance IO.

    Targets: ledger, canon, fag, tempa, phoenix, seal
    Actions: list, read, write, stats, propose
    """
    # Use new kernel for seal, legacy for others
    if target == "seal":
        return await mcp_apex_vault(target=target, action=action, query=query, data=data)

    # Legacy Memory Actions
    if target == "ledger":
        return await memory_get_vault(query=query)
    elif target == "canon":
        return await memory_get_vault(query=f"CANON: {query}")
    elif target == "phoenix":
        if action == "list":
            return await memory_list_phoenix(query=query)
        if action == "propose":
            return await memory_propose_entry(query=query)

    # Legacy Governance IO (FAG/TEMPA)
    elif target == "fag":
        if action == "list":
            return await arifos_fag_list(query=query)
        if action == "read":
            return await arifos_fag_read(query=query)
        if action == "write":
            return await arifos_fag_write(query=query)
        if action == "stats":
            return await arifos_fag_stats(query=query)
    elif target == "tempa":
        if action == "list":
            return await arifos_tempa_list(query=query)
        if action == "read":
            return await arifos_tempa_read(query=query)
        if action == "write":
            return await arifos_tempa_write(query=query)
        if action == "stats":
            return await arifos_tempa_stats(query=query)

    return {"stage": "999_vault", "status": "error", "error": f"Unknown target {target} or action {action}"}


# =============================================================================
# KERNEL EVALUATION TOOLS (Direct Access to Trinity)
# =============================================================================

async def stage_agi_evaluate(query: str, response: str, truth_score: float = 1.0) -> Dict[str, Any]:
    """
    AGI Floor Evaluation (Direct Kernel Access).

    Evaluates response against F2 (Truth) and F6 (ΔS Clarity) floors.
    """
    return await mcp_agi_evaluate(query=query, response=response, truth_score=truth_score)


async def stage_asi_evaluate(text: str, context: Optional[Dict] = None) -> Dict[str, Any]:
    """
    ASI Floor Evaluation (Direct Kernel Access).

    Evaluates text against F3 (Peace²), F4 (κᵣ), and F5 (Ω₀) floors.
    """
    return await mcp_asi_evaluate(text=text, context=context)


async def stage_entropy_measure(pre_text: str, post_text: str) -> Dict[str, Any]:
    """
    Agent Zero: Constitutional Entropy Measurement.

    Measures ΔS (entropy reduction) for F6 floor validation.
    """
    return await mcp_apex_entropy(pre_text=pre_text, post_text=post_text)


async def stage_parallelism_proof(start_time: float, component_durations: Dict[str, float]) -> Dict[str, Any]:
    """
    Agent Zero: Constitutional Parallelism Proof.

    Proves orthogonality of AGI/ASI/APEX execution.
    """
    return await mcp_apex_parallelism(start_time=start_time, component_durations=component_durations)


# =============================================================================
# EXPORTS
# =============================================================================

__all__ = [
    # Metabolic Stages (000-999)
    "stage_000_init",
    "stage_111_sense",
    "stage_222_think",
    "stage_333_atlas",
    "stage_333_witness",
    "stage_444_evidence",
    "stage_555_empathy",
    "stage_666_act",
    "stage_777_eureka",
    "stage_888_judge",
    "stage_889_proof",
    "stage_999_vault",
    # Kernel Evaluation Tools (Direct Trinity Access)
    "stage_agi_evaluate",
    "stage_asi_evaluate",
    "stage_entropy_measure",
    "stage_parallelism_proof",
]
