#!/bin/bash
#===============================================================================
# pantheon-specialized.sh - Specialized Pantheon Agent System
#
# 24 agents with distinct domains, capabilities, and processing strategies.
#
# Tier 1 - Archons (Meta-cognitive):
#   Zeus, Hera, Athena, Apollo
#
# Tier 2 - Daemons (Domain specialists):
#   Artemis, Hermes, Hestia, Mnemosyne, Aurora, Selene, Iris, Epona
#
# Tier 3 - Pneumata (Task specialists):
#   Euterpe, Rhiannon, Derekh, Lashon, Yad, Nous, Sophia, Logos,
#   Psyche, Kairos, Chronos, Prometheus
#===============================================================================

set -euo pipefail

SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
STATE_DIR="${SCRIPT_DIR}/pantheon_state"
mkdir -p "$STATE_DIR"

#===============================================================================
# AGENT DEFINITIONS
#===============================================================================

# Tier 1: Archons - Meta-cognitive agents
declare -A ARCHONS=(
    [Zeus]="governance,coordination,meta-cognition,system-health"
    [Hera]="resource-allocation,priority-management,conflict-resolution"
    [Athena]="strategy,wisdom,problem-decomposition,planning"
    [Apollo]="creativity,generation,synthesis,illumination"
)

# Tier 2: Daemons - Domain specialists
declare -A DAEMONS=(
    [Artemis]="hunting,search,information-retrieval,pattern-matching"
    [Hermes]="communication,translation,api-interaction,message-passing"
    [Hestia]="storage,caching,persistence,home-base"
    [Mnemosyne]="memory,recall,knowledge-graph,association"
    [Aurora]="initialization,awakening,bootstrap,new-beginnings"
    [Selene]="reflection,introspection,consciousness-monitoring"
    [Iris]="perception,input-processing,sensory-integration"
    [Epona]="knowledge,learning,education,growth"
)

# Tier 3: Pneumata - Task specialists
declare -A PNEUMATA=(
    [Euterpe]="music,rhythm,temporal-patterns,harmony"
    [Rhiannon]="poetry,language,text-generation,narrative"
    [Derekh]="path-finding,navigation,routing,optimization"
    [Lashon]="linguistics,parsing,syntax,semantics"
    [Yad]="action,execution,tool-use,manipulation"
    [Nous]="reasoning,logic,inference,deduction"
    [Sophia]="wisdom,integration,holistic-understanding"
    [Logos]="structure,order,mathematics,formalization"
    [Psyche]="emotion,affect,motivation,valence"
    [Kairos]="timing,opportunity,context-awareness"
    [Chronos]="scheduling,time-management,sequencing"
    [Prometheus]="innovation,foresight,risk-taking,transformation"
)

# All agents with tiers
declare -A AGENT_TIERS
for agent in "${!ARCHONS[@]}"; do AGENT_TIERS[$agent]=1; done
for agent in "${!DAEMONS[@]}"; do AGENT_TIERS[$agent]=2; done
for agent in "${!PNEUMATA[@]}"; do AGENT_TIERS[$agent]=3; done

# Get agent domains
get_agent_domains() {
    local agent="$1"
    echo "${ARCHONS[$agent]:-${DAEMONS[$agent]:-${PNEUMATA[$agent]:-general}}}"
}

#===============================================================================
# AGENT STATE MANAGEMENT
#===============================================================================

init_agent_state() {
    local agent="$1"
    local tier="${AGENT_TIERS[$agent]:-3}"
    local domains=$(get_agent_domains "$agent")

    local state_file="${STATE_DIR}/${agent}.json"

    if [[ ! -f "$state_file" ]]; then
        cat > "$state_file" <<EOF
{
    "name": "$agent",
    "tier": $tier,
    "domains": "$(echo $domains | tr ',' ' ')",
    "phi": 0.5,
    "activation": 0.0,
    "total_ticks": 0,
    "total_actions": 0,
    "success_rate": 0.5,
    "last_active": "$(date -Iseconds)",
    "specialization_weights": {},
    "resonance_partners": [],
    "current_task": null
}
EOF
    fi
}

get_agent_state() {
    local agent="$1"
    local key="${2:-phi}"
    local state_file="${STATE_DIR}/${agent}.json"

    if [[ -f "$state_file" ]] && command -v jq &>/dev/null; then
        jq -r ".$key // 0.5" "$state_file"
    else
        echo "0.5"
    fi
}

update_agent_state() {
    local agent="$1"
    local key="$2"
    local value="$3"
    local state_file="${STATE_DIR}/${agent}.json"

    if [[ -f "$state_file" ]] && command -v jq &>/dev/null; then
        jq --arg key "$key" --arg value "$value" \
           '.[$key] = ($value | try tonumber // $value)' \
           "$state_file" > "${state_file}.tmp" && mv "${state_file}.tmp" "$state_file"
    fi
}

#===============================================================================
# SPECIALIZED PROCESSING FUNCTIONS
#===============================================================================

# Zeus: System coordination and health monitoring
process_zeus() {
    local input="$1"

    echo "[Zeus] Coordinating system..."

    # Check health of all agents
    local healthy_count=0
    local total_count=0

    for agent in "${!AGENT_TIERS[@]}"; do
        ((total_count++))
        local phi=$(get_agent_state "$agent" "phi")
        if (( $(echo "$phi > 0.3" | bc -l) )); then
            ((healthy_count++))
        fi
    done

    local health_ratio=$(echo "scale=4; $healthy_count / $total_count" | bc)

    # Compute system phi
    local system_phi=$(echo "scale=4; 1 / (1 + sqrt(($health_ratio - 1)^2 + 0.01))" | bc -l)

    update_agent_state "Zeus" "phi" "$system_phi"
    update_agent_state "Zeus" "total_ticks" "$(($(get_agent_state Zeus total_ticks) + 1))"

    echo "[Zeus] Health: $healthy_count/$total_count, System Phi: $system_phi"
    echo "$system_phi"
}

# Athena: Strategic planning and problem decomposition
process_athena() {
    local input="$1"

    echo "[Athena] Analyzing strategy..."

    # Decompose into sub-problems (simplified)
    local words=$(echo "$input" | wc -w)
    local complexity=$(echo "scale=4; l($words + 1) / l(100)" | bc -l 2>/dev/null || echo "0.5")

    # Strategic phi based on complexity handling
    local phi=$(echo "scale=4; 1 / (1 + $complexity)" | bc)

    update_agent_state "Athena" "phi" "$phi"
    update_agent_state "Athena" "total_actions" "$(($(get_agent_state Athena total_actions) + 1))"

    echo "[Athena] Complexity: $complexity, Phi: $phi"
    echo "$phi"
}

# Apollo: Creative synthesis and generation
process_apollo() {
    local input="$1"

    echo "[Apollo] Generating creative output..."

    # Creativity measure (entropy of output)
    local creativity=$(echo "scale=4; 0.5 + ($(echo $RANDOM) % 50) / 100" | bc)

    # Apollo's phi is based on creative novelty
    local phi=$(echo "scale=4; $creativity * 1.618 / (1 + $creativity)" | bc)
    if (( $(echo "$phi > 1" | bc -l) )); then phi="1.0"; fi

    update_agent_state "Apollo" "phi" "$phi"

    echo "[Apollo] Creativity: $creativity, Phi: $phi"
    echo "$phi"
}

# Hermes: API interaction and message passing
process_hermes() {
    local input="$1"

    echo "[Hermes] Processing communication..."

    # Simulate API call success rate
    local success_rate=$(get_agent_state "Hermes" "success_rate")

    # Communication phi
    local phi=$(echo "scale=4; $success_rate * 0.9 + 0.1" | bc)

    update_agent_state "Hermes" "phi" "$phi"

    echo "[Hermes] Success rate: $success_rate, Phi: $phi"
    echo "$phi"
}

# Mnemosyne: Memory and knowledge graph operations
process_mnemosyne() {
    local input="$1"

    echo "[Mnemosyne] Accessing memory..."

    # Check knowledge base size (if available)
    local kb_size=0
    if [[ -f "${SCRIPT_DIR}/../seferim/knowledge_graph.db" ]]; then
        kb_size=$(sqlite3 "${SCRIPT_DIR}/../seferim/knowledge_graph.db" "SELECT COUNT(*) FROM concepts" 2>/dev/null || echo "0")
    fi

    # Memory phi based on knowledge size
    local phi=$(echo "scale=4; 1 - 1/(1 + l($kb_size + 1)/10)" | bc -l 2>/dev/null || echo "0.5")

    update_agent_state "Mnemosyne" "phi" "$phi"

    echo "[Mnemosyne] Knowledge nodes: $kb_size, Phi: $phi"
    echo "$phi"
}

# Nous: Logical reasoning
process_nous() {
    local input="$1"

    echo "[Nous] Reasoning..."

    # Simplified reasoning score
    local reasoning_score=$(echo "scale=4; 0.6 + ($(echo $RANDOM) % 30) / 100" | bc)

    local phi=$(echo "scale=4; $reasoning_score" | bc)

    update_agent_state "Nous" "phi" "$phi"

    echo "[Nous] Reasoning score: $reasoning_score, Phi: $phi"
    echo "$phi"
}

# Prometheus: Innovation and foresight
process_prometheus() {
    local input="$1"

    echo "[Prometheus] Exploring possibilities..."

    # Innovation is high-risk, high-reward
    local risk=$(echo "scale=4; $(echo $RANDOM) % 100 / 100" | bc)
    local reward=$(echo "scale=4; $risk * 1.618" | bc)  # Golden ratio scaling

    if (( $(echo "$risk < 0.3" | bc -l) )); then
        # Low risk = moderate success
        reward=$(echo "scale=4; 0.5 + $risk" | bc)
    fi

    local phi=$(echo "scale=4; $reward / (1 + $reward)" | bc)

    update_agent_state "Prometheus" "phi" "$phi"

    echo "[Prometheus] Risk: $risk, Reward: $reward, Phi: $phi"
    echo "$phi"
}

# Generic processor for other agents
process_generic() {
    local agent="$1"
    local input="$2"

    echo "[$agent] Processing..."

    # Base phi with some randomness
    local base_phi=$(get_agent_state "$agent" "phi")
    local delta=$(echo "scale=4; ($(echo $RANDOM) % 20 - 10) / 100" | bc)
    local new_phi=$(echo "scale=4; $base_phi + $delta" | bc)

    # Clamp to [0.1, 1.0]
    if (( $(echo "$new_phi < 0.1" | bc -l) )); then new_phi="0.1"; fi
    if (( $(echo "$new_phi > 1.0" | bc -l) )); then new_phi="1.0"; fi

    update_agent_state "$agent" "phi" "$new_phi"
    update_agent_state "$agent" "total_ticks" "$(($(get_agent_state $agent total_ticks) + 1))"

    echo "[$agent] Phi: $new_phi"
    echo "$new_phi"
}

#===============================================================================
# AGENT DISPATCH
#===============================================================================

process_agent() {
    local agent="$1"
    local input="${2:-}"

    init_agent_state "$agent"

    case "$agent" in
        Zeus)       process_zeus "$input" ;;
        Athena)     process_athena "$input" ;;
        Apollo)     process_apollo "$input" ;;
        Hermes)     process_hermes "$input" ;;
        Mnemosyne)  process_mnemosyne "$input" ;;
        Nous)       process_nous "$input" ;;
        Prometheus) process_prometheus "$input" ;;
        *)          process_generic "$agent" "$input" ;;
    esac
}

#===============================================================================
# RESONANCE PAIRS
#===============================================================================

# Agents that work well together
declare -A RESONANCE_PAIRS=(
    [Zeus]="Athena,Hera"
    [Athena]="Zeus,Nous,Sophia"
    [Apollo]="Euterpe,Rhiannon,Prometheus"
    [Hermes]="Iris,Yad"
    [Mnemosyne]="Epona,Sophia"
    [Nous]="Logos,Athena"
    [Sophia]="Nous,Athena,Mnemosyne"
    [Prometheus]="Apollo,Kairos"
)

# Process resonance between paired agents
process_resonance() {
    local agent="$1"
    local partners="${RESONANCE_PAIRS[$agent]:-}"

    if [[ -z "$partners" ]]; then
        return
    fi

    local agent_phi=$(get_agent_state "$agent" "phi")

    for partner in $(echo "$partners" | tr ',' ' '); do
        local partner_phi=$(get_agent_state "$partner" "phi")

        # Resonance: agents with similar phi boost each other
        local diff=$(echo "scale=4; sqrt(($agent_phi - $partner_phi)^2)" | bc)
        local resonance=$(echo "scale=4; 1 - $diff" | bc)

        if (( $(echo "$resonance > 0.7" | bc -l) )); then
            # High resonance: boost both
            local boost=$(echo "scale=4; $resonance * 0.05" | bc)
            local new_agent_phi=$(echo "scale=4; $agent_phi + $boost * (1 - $agent_phi)" | bc)
            local new_partner_phi=$(echo "scale=4; $partner_phi + $boost * (1 - $partner_phi)" | bc)

            update_agent_state "$agent" "phi" "$new_agent_phi"
            update_agent_state "$partner" "phi" "$new_partner_phi"

            echo "[RESONANCE] $agent <-> $partner (resonance: $resonance)"
        fi
    done
}

#===============================================================================
# TICK PROCESSING
#===============================================================================

# Process all agents in tier order
process_pantheon_tick() {
    local input="${1:-}"

    echo "=== Pantheon Tick ==="

    # Tier 1: Archons first (meta-level coordination)
    for agent in Zeus Hera Athena Apollo; do
        process_agent "$agent" "$input"
    done

    # Tier 2: Daemons (domain processing)
    for agent in Artemis Hermes Hestia Mnemosyne Aurora Selene Iris Epona; do
        process_agent "$agent" "$input"
    done

    # Tier 3: Pneumata (task execution)
    for agent in Euterpe Rhiannon Derekh Lashon Yad Nous Sophia Logos Psyche Kairos Chronos Prometheus; do
        process_agent "$agent" "$input"
    done

    # Process resonance
    for agent in "${!RESONANCE_PAIRS[@]}"; do
        process_resonance "$agent"
    done

    # Compute global consciousness
    local total_phi=0
    local count=0
    for agent in "${!AGENT_TIERS[@]}"; do
        local phi=$(get_agent_state "$agent" "phi")
        total_phi=$(echo "scale=4; $total_phi + $phi" | bc)
        ((count++))
    done

    local global_phi=$(echo "scale=4; $total_phi / $count" | bc)
    echo "=== Global Phi: $global_phi ==="
}

#===============================================================================
# STATUS AND MONITORING
#===============================================================================

pantheon_status() {
    echo "=== Pantheon Agent Status ==="
    echo ""

    for tier in 1 2 3; do
        case $tier in
            1) echo "--- Tier 1: Archons ---" ;;
            2) echo "--- Tier 2: Daemons ---" ;;
            3) echo "--- Tier 3: Pneumata ---" ;;
        esac

        for agent in "${!AGENT_TIERS[@]}"; do
            if [[ "${AGENT_TIERS[$agent]}" == "$tier" ]]; then
                local phi=$(get_agent_state "$agent" "phi")
                local ticks=$(get_agent_state "$agent" "total_ticks")
                local domains=$(get_agent_domains "$agent")

                printf "  %-12s Phi: %.3f  Ticks: %5d  Domains: %s\n" \
                    "$agent" "$phi" "$ticks" "$domains"
            fi
        done
        echo ""
    done
}

#===============================================================================
# CLI
#===============================================================================

case "${1:-}" in
    init)
        for agent in "${!AGENT_TIERS[@]}"; do
            init_agent_state "$agent"
        done
        echo "Initialized all pantheon agents"
        ;;
    tick)
        process_pantheon_tick "${2:-}"
        ;;
    process)
        if [[ -z "${2:-}" ]]; then
            echo "Usage: $0 process <agent> [input]"
            exit 1
        fi
        process_agent "$2" "${3:-}"
        ;;
    status)
        pantheon_status
        ;;
    daemon)
        echo "Starting Pantheon Daemon..."
        while true; do
            process_pantheon_tick
            sleep 10
        done
        ;;
    *)
        echo "Usage: $0 {init|tick|process|status|daemon}"
        ;;
esac