Elegant Unified Precision Ledger

ElegantUnifiedPrecisionLedger4.java

package com.xai.float4096;

import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.MathContext;
import java.math.RoundingMode;
import java.security.MessageDigest;
import java.security.NoSuchAlgorithmException;
import java.util.*;

/**
 * High-precision floating-point class with 4096-bit precision.
 * Features quaternary DNA logic and a native Turing-complete language (QuatDnaLang).
 * Demonstrates functional completeness through subtraction-based logic gates.
 */
public final class Float4096 {
    private static final MathContext PRECISION_4096 = new MathContext(4096, RoundingMode.HALF_EVEN);
    
    // Core constants
    public static final Float4096 ZERO = new Float4096("0.0");
    public static final Float4096 NEG_ZERO = new Float4096("-0.0");
    public static final Float4096 ONE = new Float4096("1");
    public static final Float4096 TWO = new Float4096("2");
    public static final Float4096 PHI = calculateGoldenRatio();
    
    private final BigDecimal value;

    // Constructors
    public Float4096(String value) {
        this.value = new BigDecimal(value, PRECISION_4096);
    }

    public Float4096(BigDecimal value) {
        this.value = Objects.requireNonNull(value).round(PRECISION_4096);
    }

    public Float4096(double value) {
        this.value = new BigDecimal(value, PRECISION_4096);
    }

    // Core arithmetic operations
    public Float4096 add(Float4096 other) {
        return new Float4096(this.value.add(other.value, PRECISION_4096));
    }

    public Float4096 subtract(Float4096 other) {
        return new Float4096(this.value.subtract(other.value, PRECISION_4096));
    }

    public Float4096 multiply(Float4096 other) {
        return new Float4096(this.value.multiply(other.value, PRECISION_4096));
    }

    public Float4096 divide(Float4096 other) {
        if (other.value.signum() == 0) {
            throw new ArithmeticException("Division by zero");
        }
        return new Float4096(this.value.divide(other.value, PRECISION_4096));
    }

    public Float4096 sqrt() {
        if (this.value.signum() < 0) {
            throw new ArithmeticException("Square root of negative number");
        }
        BigDecimal x = this.value;
        for (int i = 0; i < 100; i++) {
            BigDecimal prev = x;
            x = x.add(this.value.divide(x, PRECISION_4096)).divide(TWO.value, PRECISION_4096);
            if (x.equals(prev)) break;
        }
        return new Float4096(x);
    }

    public Float4096 abs() {
        return new Float4096(this.value.abs(PRECISION_4096));
    }

    // Power and logarithm for completeness
    public Float4096 pow(Float4096 exponent) {
        return exp(exponent.multiply(ln(this)));
    }

    public static Float4096 exp(Float4096 x) {
        BigDecimal bd = x.getValue();
        BigDecimal sum = BigDecimal.ONE;
        BigDecimal term = BigDecimal.ONE;
        BigDecimal n = BigDecimal.ONE;
        
        for (int i = 1; i <= 1000; i++) {
            term = term.multiply(bd).divide(n, PRECISION_4096);
            BigDecimal newSum = sum.add(term, PRECISION_4096);
            if (newSum.equals(sum)) break;
            sum = newSum;
            n = n.add(BigDecimal.ONE);
        }
        return new Float4096(sum);
    }

    public static Float4096 ln(Float4096 x) {
        BigDecimal bd = x.getValue();
        if (bd.compareTo(BigDecimal.ZERO) <= 0) {
            throw new IllegalArgumentException("Natural log of non-positive number");
        }
        if (bd.compareTo(BigDecimal.ONE) == 0) return ZERO;

        // Using continued fraction approximation for ln(x)
        BigDecimal y = bd.subtract(BigDecimal.ONE, PRECISION_4096);
        BigDecimal ret = new BigDecimal("1001", PRECISION_4096);
        
        for (long i = 1000; i >= 0; i--) {
            BigDecimal N = new BigDecimal(i / 2 + 1).pow(2, PRECISION_4096).multiply(y, PRECISION_4096);
            ret = N.divide(ret, PRECISION_4096).add(new BigDecimal(i + 1), PRECISION_4096);
        }
        return new Float4096(y.divide(ret, PRECISION_4096));
    }

    // Utility methods
    public int compareTo(Float4096 other) {
        return this.value.compareTo(other.value);
    }

    public boolean isZero() {
        return this.value.signum() == 0;
    }

    public double toDouble() {
        return this.value.doubleValue();
    }

    public BigDecimal getValue() {
        return value;
    }

    @Override
    public String toString() {
        return value.toPlainString();
    }

    @Override
    public boolean equals(Object o) {
        if (this == o) return true;
        if (!(o instanceof Float4096)) return false;
        return value.equals(((Float4096) o).value);
    }

    @Override
    public int hashCode() {
        return Objects.hash(value);
    }

    // Logic gates using subtraction (demonstrating functional completeness)
    public static Float4096 logicNot(Float4096 input) {
        return NEG_ZERO.subtract(input);
    }

    public static Float4096 logicAnd(Float4096 a, Float4096 b) {
        return logicNot(logicOr(logicNot(a), logicNot(b)));
    }

    public static Float4096 logicOr(Float4096 a, Float4096 b) {
        return a.subtract(logicNot(b));
    }

    public static Float4096 logicXor(Float4096 a, Float4096 b) {
        return logicOr(logicAnd(logicNot(a), b), logicAnd(a, logicNot(b)));
    }

    // Quaternary DNA Logic System
    private static final Map<Character, Integer> DNA_TO_QUAT = Map.of(
        'A', 0, 'C', 1, 'G', 2, 'T', 3
    );
    private static final Map<Integer, Character> QUAT_TO_DNA = Map.of(
        0, 'A', 1, 'C', 2, 'G', 3, 'T'
    );

    // Base-4096 alphabet generated deterministically
    private static final List<Character> BASE4096_ALPHABET = generateAlphabet();

    private static List<Character> generateAlphabet() {
        try {
            MessageDigest digest = MessageDigest.getInstance("SHA-256");
            byte[] hash = digest.digest("Float4096".getBytes("UTF-8"));
            Random rand = new Random(new BigInteger(1, hash).longValue());
            
            Set<Character> uniqueChars = new LinkedHashSet<>();
            while (uniqueChars.size() < 4096) {
                int codePoint = 33 + rand.nextInt(0x10FFFF - 33); // Printable range
                if (Character.isValidCodePoint(codePoint) && !Character.isISOControl(codePoint)) {
                    uniqueChars.add((char) codePoint);
                }
            }
            return new ArrayList<>(uniqueChars);
        } catch (Exception e) {
            throw new RuntimeException("Failed to generate alphabet", e);
        }
    }

    private static void validateDNA(String dna) {
        if (dna == null || dna.isEmpty()) {
            throw new IllegalArgumentException("Invalid DNA sequence");
        }
        for (char c : dna.toCharArray()) {
            if (!DNA_TO_QUAT.containsKey(Character.toUpperCase(c))) {
                throw new IllegalArgumentException("Invalid DNA base: " + c);
            }
        }
    }

    // Quaternary operations
    public static int quatMin(int a, int b) {
        return Math.min(Math.max(0, Math.min(3, a)), Math.max(0, Math.min(3, b)));
    }

    public static int quatMax(int a, int b) {
        return Math.max(Math.max(0, Math.min(3, a)), Math.max(0, Math.min(3, b)));
    }

    public static int quatInvert(int a) {
        return 3 - Math.max(0, Math.min(3, a));
    }

    public static int quatSuccessor(int a) {
        return (Math.max(0, Math.min(3, a)) + 1) % 4;
    }

    public static int quatPredecessor(int a) {
        return (Math.max(0, Math.min(3, a)) + 3) % 4;
    }

    // DNA sequence operations
    public static String dnaQuatMin(String dna1, String dna2) {
        validateDNA(dna1);
        validateDNA(dna2);
        if (dna1.length() != dna2.length()) {
            throw new IllegalArgumentException("DNA sequences must be same length");
        }
        StringBuilder result = new StringBuilder();
        for (int i = 0; i < dna1.length(); i++) {
            int a = DNA_TO_QUAT.get(Character.toUpperCase(dna1.charAt(i)));
            int b = DNA_TO_QUAT.get(Character.toUpperCase(dna2.charAt(i)));
            result.append(QUAT_TO_DNA.get(quatMin(a, b)));
        }
        return result.toString();
    }

    public static String dnaQuatMax(String dna1, String dna2) {
        validateDNA(dna1);
        validateDNA(dna2);
        if (dna1.length() != dna2.length()) {
            throw new IllegalArgumentException("DNA sequences must be same length");
        }
        StringBuilder result = new StringBuilder();
        for (int i = 0; i < dna1.length(); i++) {
            int a = DNA_TO_QUAT.get(Character.toUpperCase(dna1.charAt(i)));
            int b = DNA_TO_QUAT.get(Character.toUpperCase(dna2.charAt(i)));
            result.append(QUAT_TO_DNA.get(quatMax(a, b)));
        }
        return result.toString();
    }

    public static String dnaQuatInvert(String dna) {
        validateDNA(dna);
        StringBuilder result = new StringBuilder();
        for (char c : dna.toCharArray()) {
            int val = DNA_TO_QUAT.get(Character.toUpperCase(c));
            result.append(QUAT_TO_DNA.get(quatInvert(val)));
        }
        return result.toString();
    }

    // Conversion between DNA and numeric representations
    public static String dnaQuatAdd(String dna1, String dna2) {
        validateDNA(dna1);
        validateDNA(dna2);
        BigInteger num1 = dnaToBigInteger(dna1);
        BigInteger num2 = dnaToBigInteger(dna2);
        return bigIntegerToDna(num1.add(num2));
    }

    private static BigInteger dnaToBigInteger(String dna) {
        BigInteger num = BigInteger.ZERO;
        BigInteger base = BigInteger.valueOf(4);
        for (char c : dna.toUpperCase().toCharArray()) {
            int digit = DNA_TO_QUAT.get(c);
            num = num.multiply(base).add(BigInteger.valueOf(digit));
        }
        return num;
    }

    private static String bigIntegerToDna(BigInteger num) {
        if (num.signum() < 0) {
            throw new IllegalArgumentException("Negative numbers not supported in DNA representation");
        }
        if (num.equals(BigInteger.ZERO)) return "A";
        
        StringBuilder dna = new StringBuilder();
        BigInteger base = BigInteger.valueOf(4);
        while (num.compareTo(BigInteger.ZERO) > 0) {
            int remainder = num.mod(base).intValue();
            dna.append(QUAT_TO_DNA.get(remainder));
            num = num.divide(base);
        }
        return dna.reverse().toString();
    }

    // Base-4096 encoding (6 DNA bases = 1 symbol, since 4^6 = 4096)
    public static String encodeDnaToBase4096(String dna) {
        validateDNA(dna);
        String paddedDna = dna.toUpperCase();
        int padLength = (6 - (paddedDna.length() % 6)) % 6;
        paddedDna += "A".repeat(padLength);
        
        StringBuilder encoded = new StringBuilder();
        for (int i = 0; i < paddedDna.length(); i += 6) {
            String group = paddedDna.substring(i, i + 6);
            BigInteger value = dnaToBigInteger(group);
            encoded.append(BASE4096_ALPHABET.get(value.intValueExact()));
        }
        return encoded.toString();
    }

    public static String decodeBase4096ToDna(String encoded) {
        StringBuilder dna = new StringBuilder();
        for (char symbol : encoded.toCharArray()) {
            int index = BASE4096_ALPHABET.indexOf(symbol);
            if (index == -1) {
                throw new IllegalArgumentException("Invalid base-4096 symbol: " + symbol);
            }
            String groupDna = bigIntegerToDna(BigInteger.valueOf(index));
            while (groupDna.length() < 6) {
                groupDna = "A" + groupDna;
            }
            dna.append(groupDna);
        }
        return dna.toString().replaceAll("A+$", "");
    }

    // Conversion between Float4096 and DNA
    public String toDnaSequence() {
        BigInteger intPart = this.value.toBigInteger();
        return bigIntegerToDna(intPart);
    }

    public static Float4096 fromDnaSequence(String dna) {
        BigInteger num = dnaToBigInteger(dna);
        return new Float4096(new BigDecimal(num, PRECISION_4096));
    }

    /**
     * QuatDnaLang - A minimal Turing-complete language native to Float4096
     * Commands are encoded as DNA pairs (2 bases each):
     * AA: + (increment quaternary value)
     * AC: - (decrement quaternary value) 
     * AG: > (move right)
     * AT: < (move left)
     * CA: . (output current cell as DNA base)
     * CC: , (input DNA base to current cell)
     * CG: [ (loop start if current cell != 0)
     * CT: ] (loop end, jump back if current cell != 0)
     * GA: I (invert current cell: 3-value)
     * GC: M (min with next cell)
     * GG: X (max with next cell)
     * TT: E (eval: execute subprogram from tape)
     */
    public static final class QuatDnaLangInterpreter {
        private static final Map<String, Character> COMMANDS = Map.of(
            "AA", '+',  // Increment (successor in quaternary)
            "AC", '-',  // Decrement (predecessor in quaternary)
            "AG", '>',  // Move tape head right
            "AT", '<',  // Move tape head left
            "CA", '.',  // Output current cell as DNA base
            "CC", ',',  // Input DNA base to current cell
            "CG", '[',  // Loop start
            "CT", ']',  // Loop end
            "GA", 'I',  // Invert current cell (3 - value)
            "GC", 'M',  // Min with next cell
            "GG", 'X',  // Max with next cell
            "TT", 'E'   // Eval subprogram from tape
        );

        public static String execute(String program, String input, int maxSteps) {
            validateDNA(program);
            if (program.length() % 2 != 0) program += "A"; // Pad if odd length
            validateDNA(input);

            // Parse program into instructions
            List<Character> instructions = new ArrayList<>();
            for (int i = 0; i < program.length(); i += 2) {
                String pair = program.substring(i, Math.min(i + 2, program.length())).toUpperCase();
                Character cmd = COMMANDS.get(pair);
                if (cmd != null) instructions.add(cmd);
            }

            // Build bracket map for loops
            Map<Integer, Integer> bracketMap = buildBracketMap(instructions);

            // Initialize execution environment
            Map<Integer, Integer> tape = new HashMap<>(); // Sparse tape
            tape.put(0, 0);
            int head = 0;
            int inputIndex = 0;
            
            // Convert input to quaternary array
            int[] inputArray = input.toUpperCase().chars()
                .map(c -> DNA_TO_QUAT.get((char) c))
                .toArray();
            
            StringBuilder output = new StringBuilder();

            // Execute program
            int pc = 0;
            int step = 0;
            while (pc < instructions.size() && step < maxSteps) {
                char cmd = instructions.get(pc);
                int current = tape.getOrDefault(head, 0);
                
                switch (cmd) {
                    case '+' -> tape.put(head, quatSuccessor(current));
                    case '-' -> tape.put(head, quatPredecessor(current));
                    case '>' -> head++;
                    case '<' -> head--;
                    case '.' -> output.append(QUAT_TO_DNA.get(current));
                    case ',' -> tape.put(head, inputIndex < inputArray.length ? inputArray[inputIndex++] : 0);
                    case '[' -> { if (current == 0) pc = bracketMap.get(pc); }
                    case ']' -> { if (current != 0) pc = bracketMap.get(pc); }
                    case 'I' -> tape.put(head, quatInvert(current));
                    case 'M' -> {
                        int next = tape.getOrDefault(head + 1, 0);
                        tape.put(head, quatMin(current, next));
                    }
                    case 'X' -> {
                        int next = tape.getOrDefault(head + 1, 0);
                        tape.put(head, quatMax(current, next));
                    }
                    case 'E' -> {
                        // Extract and execute subprogram from tape
                        StringBuilder subProgram = extractSubProgram(tape, head + 1);
                        String subOutput = execute(subProgram.toString(), "", maxSteps - step);
                        writeSubOutput(tape, head + 1, subOutput);
                    }
                }
                pc++;
                step++;
            }

            if (step >= maxSteps) {
                throw new RuntimeException("Maximum steps exceeded");
            }
            
            return output.toString();
        }

        private static Map<Integer, Integer> buildBracketMap(List<Character> instructions) {
            Map<Integer, Integer> bracketMap = new HashMap<>();
            Deque<Integer> stack = new LinkedList<>();
            
            for (int i = 0; i < instructions.size(); i++) {
                char cmd = instructions.get(i);
                if (cmd == '[') {
                    stack.push(i);
                } else if (cmd == ']') {
                    if (stack.isEmpty()) {
                        throw new IllegalArgumentException("Mismatched brackets in program");
                    }
                    int open = stack.pop();
                    bracketMap.put(open, i);
                    bracketMap.put(i, open);
                }
            }
            
            if (!stack.isEmpty()) {
                throw new IllegalArgumentException("Mismatched brackets in program");
            }
            
            return bracketMap;
        }

        private static StringBuilder extractSubProgram(Map<Integer, Integer> tape, int start) {
            StringBuilder subProgram = new StringBuilder();
            int pos = start;
            
            while (tape.containsKey(pos) && tape.get(pos) != 0) {
                int a = tape.get(pos);
                int b = tape.getOrDefault(pos + 1, 0);
                if (a == 0 && b == 0) break;
                subProgram.append(QUAT_TO_DNA.get(a)).append(QUAT_TO_DNA.get(b));
                pos += 2;
            }
            
            return subProgram;
        }

        private static void writeSubOutput(Map<Integer, Integer> tape, int start, String output) {
            int pos = start;
            
            // Clear existing data
            while (tape.containsKey(pos) && tape.get(pos) != 0) {
                tape.remove(pos);
                pos++;
            }
            
            // Write new output
            pos = start;
            for (char c : output.toCharArray()) {
                tape.put(pos++, DNA_TO_QUAT.get(c));
            }
        }
    }

    // Helper method for golden ratio calculation
    private static Float4096 calculateGoldenRatio() {
        Float4096 five = new Float4096("5");
        Float4096 sqrt5 = five.sqrt();
        return ONE.add(sqrt5).divide(TWO);
    }
}

ElegantUnifiedPrecisionLedger3.java

package com.xai.float4096;

import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.MathContext;
import java.math.RoundingMode;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Deque;
import java.util.HashMap;
import java.util.LinkedList;
import java.util.List;
import java.util.Map;
import java.util.Objects;

/**
 * High-precision floating-point class with 4096-bit precision, rooted in the golden ratio (φ).
 * Provides arithmetic, quaternary DNA logic, and a Turing-complete language (QuatDnaLang).
 * Integrates a recursive dimensional framework for derived constants and force modeling.
 * Optimized for elegance with sparse tape, cached prime interpolation, and unified field quantities.
 */
public final class Float4096 {
    private static final MathContext PRECISION_4096 = new MathContext(4096, RoundingMode.HALF_EVEN);
    private static final Float4096 EPSILON = new Float4096("1e-20");
    
    // Core constants
    private static final Float4096 FIVE = new Float4096("5");
    private static final Float4096 B = new Float4096("10000");
    public static final Float4096 ZERO = new Float4096("0.0");
    public static final Float4096 NEG_ZERO = new Float4096("-0.0");
    public static final Float4096 ONE = new Float4096("1");
    public static final Float4096 TWO = new Float4096("2");
    public static final Float4096 PHI = calculateGoldenRatio();
    public static final Float4096 SQRT5 = FIVE.sqrt();
    public static final Float4096 LN_PHI = ln(PHI);
    
    private final BigDecimal value;

    // Constructors
    public Float4096(String value) { 
        this.value = new BigDecimal(value, PRECISION_4096); 
        if (!isFinite()) throw new ArithmeticException("Invalid Float4096 value");
    }
    public Float4096(BigDecimal value) { 
        this.value = Objects.requireNonNull(value).round(PRECISION_4096); 
        if (!isFinite()) throw new ArithmeticException("Invalid Float4096 value");
    }
    public Float4096(double value) { 
        this.value = new BigDecimal(value, PRECISION_4096); 
        if (!isFinite()) throw new ArithmeticException("Invalid Float4096 value");
    }

    // Arithmetic
    public Float4096 add(Float4096 other) { 
        Float4096 result = new Float4096(this.value.add(other.value, PRECISION_4096)); 
        return result.isFinite() ? result : throwArithmeticException("Addition overflow");
    }
    public Float4096 subtract(Float4096 other) { 
        Float4096 result = new Float4096(this.value.subtract(other.value, PRECISION_4096)); 
        return result.isFinite() ? result : throwArithmeticException("Subtraction overflow");
    }
    public Float4096 multiply(Float4096 other) { 
        Float4096 result = new Float4096(this.value.multiply(other.value, PRECISION_4096)); 
        return result.isFinite() ? result : throwArithmeticException("Multiplication overflow");
    }
    public Float4096 divide(Float4096 other) {
        if (other.value.signum() == 0) throw new ArithmeticException("Division by zero");
        Float4096 result = new Float4096(this.value.divide(other.value, PRECISION_4096));
        return result.isFinite() ? result : throwArithmeticException("Division overflow");
    }
    public Float4096 sqrt() {
        if (this.value.signum() < 0) throw new ArithmeticException("Square root of negative number");
        BigDecimal x = this.value;
        for (int i = 0; i < 100; i++) {
            BigDecimal prev = x;
            x = x.add(this.value.divide(x, PRECISION_4096)).divide(TWO.value, PRECISION_4096);
            if (x.equals(prev)) break;
        }
        Float4096 result = new Float4096(x);
        return result.isFinite() ? result : throwArithmeticException("Square root overflow");
    }
    public Float4096 abs() { 
        return new Float4096(this.value.abs(PRECISION_4096)); 
    }

    // Exponentiation & log
    public Float4096 pow(Float4096 exponent) { 
        Float4096 result = exp(exponent.multiply(ln(this))); 
        return result.isFinite() ? result : throwArithmeticException("Power overflow");
    }
    public static Float4096 exp(Float4096 x) {
        BigDecimal bd = x.getValue(), sum = BigDecimal.ONE, term = BigDecimal.ONE, n = BigDecimal.ONE;
        for (int i = 1; i <= 2000; i++) {
            term = term.multiply(bd).divide(n, PRECISION_4096);
            BigDecimal newSum = sum.add(term, PRECISION_4096);
            if (newSum.equals(sum)) break;
            sum = newSum;
            n = n.add(BigDecimal.ONE);
        }
        Float4096 result = new Float4096(sum);
        return result.isFinite() ? result : throwArithmeticException("Exp overflow");
    }
    public static Float4096 ln(Float4096 x) {
        BigDecimal bd = x.getValue();
        if (bd.compareTo(BigDecimal.ZERO) <= 0) throw new IllegalArgumentException("ln of non-positive");
        if (bd.compareTo(BigDecimal.ONE) == 0) return ZERO;
        BigDecimal y = bd.subtract(BigDecimal.ONE, PRECISION_4096), ret = new BigDecimal("2001", PRECISION_4096);
        for (long i = 2000; i >= 0; i--) {
            BigDecimal N = new BigDecimal(i / 2 + 1).pow(2, PRECISION_4096).multiply(y, PRECISION_4096);
            ret = N.divide(ret, PRECISION_4096).add(new BigDecimal(i + 1), PRECISION_4096);
        }
        Float4096 result = new Float4096(y.divide(ret, PRECISION_4096));
        return result.isFinite() ? result : throwArithmeticException("Log overflow");
    }

    // Utilities
    public int compareTo(Float4096 other) { return this.value.compareTo(other.value); }
    public boolean isZero() { return this.value.signum() == 0; }
    public boolean isFinite() { return this.value.stripTrailingZeros().scale() <= PRECISION_4096.getPrecision() && !this.value.isInfinite() && !this.value.isNaN(); }
    public boolean isNaN() { return this.value.isNaN(); }
    public double toDouble() { return this.value.doubleValue(); }
    public BigDecimal getValue() { return value; }
    @Override public String toString() { return value.toPlainString(); }
    @Override public boolean equals(Object o) { return this == o || (o instanceof Float4096 f && value.equals(f.value)); }
    @Override public int hashCode() { return Objects.hash(value); }
    private static Float4096 throwArithmeticException(String message) { throw new ArithmeticException(message); }

    // Binary logic
    public static Float4096 logicNot(Float4096 input) { return NEG_ZERO.subtract(input); }
    public static Float4096 logicAnd(Float4096 a, Float4096 b) { return logicNot(logicOr(logicNot(a), logicNot(b))); }
    public static Float4096 logicOr(Float4096 a, Float4096 b) { return a.subtract(logicNot(b)); }
    public static Float4096 logicXor(Float4096 a, Float4096 b) { return logicOr(logicAnd(logicNot(a), b), logicAnd(a, logicNot(b))); }

    // Quaternary DNA logic
    private static final Map<Character, Integer> DNA_TO_QUAT = Map.of('A', 0, 'C', 1, 'G', 2, 'T', 3);
    private static final Map<Integer, Character> QUAT_TO_DNA = Map.of(0, 'A', 1, 'C', 2, 'G', 3, 'T');
    private static final List<Character> BASE4096_ALPHABET = generateBase4096Alphabet();

    private static List<Character> generateBase4096Alphabet() {
        List<Character> chars = new ArrayList<>(4096);
        Float4096 seed = PHI;
        for (int i = 0; i < 4096; i++) {
            BigInteger hash = seed.toBigInteger();
            int codePoint = hash.mod(BigInteger.valueOf(0x10FFFF + 1)).intValue();
            while (!Character.isValidCodePoint(codePoint) || chars.contains((char) codePoint)) {
                seed = seed.multiply(PHI).add(new Float4096(i));
                hash = seed.toBigInteger();
                codePoint = hash.mod(BigInteger.valueOf(0x10FFFF + 1)).intValue();
            }
            chars.add((char) codePoint);
            seed = seed.multiply(PHI).add(new Float4096(i + 1));
        }
        return chars;
    }

    private static void validateDNA(String dna) {
        if (dna == null || dna.isEmpty()) throw new IllegalArgumentException("Invalid DNA");
        for (char c : dna.toCharArray()) if (!DNA_TO_QUAT.containsKey(Character.toUpperCase(c)))
            throw new IllegalArgumentException("Invalid DNA base: " + c);
    }

    public static int quatMin(int a, int b) { return Math.min(Math.max(0, a), 3); }
    public static int quatMax(int a, int b) { return Math.max(Math.min(3, a), 0); }
    public static int quatInvert(int a) { return 3 - Math.max(0, Math.min(3, a)); }
    public static int quatSuccessor(int a) { return (Math.max(0, Math.min(3, a)) + 1) % 4; }
    public static int quatPredecessor(int a) { return (Math.max(0, Math.min(3, a)) + 3) % 4; }

    public static String dnaQuatMin(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        if (dna1.length() != dna2.length()) throw new IllegalArgumentException("DNA sequences must be same length");
        StringBuilder result = new StringBuilder();
        for (int i = 0; i < dna1.length(); i++)
            result.append(QUAT_TO_DNA.get(quatMin(DNA_TO_QUAT.get(dna1.charAt(i)), DNA_TO_QUAT.get(dna2.charAt(i)))));
        return result.toString();
    }
    public static String dnaQuatMax(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        if (dna1.length() != dna2.length()) throw new IllegalArgumentException("DNA sequences must be same length");
        StringBuilder result = new StringBuilder();
        for (int i = 0; i < dna1.length(); i++)
            result.append(QUAT_TO_DNA.get(quatMax(DNA_TO_QUAT.get(dna1.charAt(i)), DNA_TO_QUAT.get(dna2.charAt(i)))));
        return result.toString();
    }
    public static String dnaQuatInvert(String dna) {
        validateDNA(dna);
        StringBuilder result = new StringBuilder();
        for (char c : dna.toCharArray()) result.append(QUAT_TO_DNA.get(quatInvert(DNA_TO_QUAT.get(Character.toUpperCase(c)))));
        return result.toString();
    }
    public static String dnaQuatAdd(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        return bigIntegerToDna(dnaToBigInteger(dna1).add(dnaToBigInteger(dna2)));
    }
    public static String encodeDnaToBase4096(String dna) {
        validateDNA(dna);
        String paddedDna = dna.toUpperCase() + "A".repeat((6 - (dna.length() % 6)) % 6);
        StringBuilder encoded = new StringBuilder();
        for (int i = 0; i < paddedDna.length(); i += 6)
            encoded.append(BASE4096_ALPHABET.get(dnaToBigInteger(paddedDna.substring(i, i + 6)).intValueExact()));
        return encoded.toString();
    }
    public static String decodeBase4096ToDna(String encoded) {
        StringBuilder dna = new StringBuilder();
        for (char symbol : encoded.toCharArray()) {
            int index = BASE4096_ALPHABET.indexOf(symbol);
            if (index == -1) throw new IllegalArgumentException("Invalid base-4096 symbol: " + symbol);
            String groupDna = bigIntegerToDna(BigInteger.valueOf(index));
            while (groupDna.length() < 6) groupDna = "A" + groupDna;
            dna.append(groupDna);
        }
        return dna.toString().replaceAll("A+$", "");
    }
    public String toDnaSequence() { return bigIntegerToDna(this.value.toBigInteger()); }
    public static Float4096 fromDnaSequence(String dna) { 
        Float4096 result = new Float4096(new BigDecimal(dnaToBigInteger(dna), PRECISION_4096));
        return result.isFinite() ? result : throwArithmeticException("DNA conversion overflow");
    }

    private static BigInteger dnaToBigInteger(String dna) {
        BigInteger num = BigInteger.ZERO, base = BigInteger.valueOf(4);
        for (char c : dna.toUpperCase().toCharArray()) num = num.multiply(base).add(BigInteger.valueOf(DNA_TO_QUAT.get(c)));
        return num;
    }
    private static String bigIntegerToDna(BigInteger num) {
        if (num.signum() < 0) throw new IllegalArgumentException("Negative not supported");
        if (num.equals(BigInteger.ZERO)) return "A";
        StringBuilder sb = new StringBuilder();
        BigInteger base = BigInteger.valueOf(4);
        while (num.compareTo(BigInteger.ZERO) > 0) { sb.append(QUAT_TO_DNA.get(num.mod(base).intValue())); num = num.divide(base); }
        return sb.reverse().toString();
    }

    // Dimensional DNA Framework
    public static final class DimensionalDnaFramework {
        private static final Map<String, float[]> CONSTANTS = Map.of(
            "A", new float[]{1.61803398875f, 6.0f, -6.521335f, 0.1f}, // Planck, Ω=φ
            "C", new float[]{6.6743e-11f, 10.0f, -0.557388f, 0.5f},   // Gravitational
            "G", new float[]{1.380649e-23f, 8.0f, -0.561617f, 0.5f},  // Boltzmann
            "T", new float[]{1.66053906660e-27f, 7.0f, -1.063974f, 1.0f}, // Atomic Mass
            "L", new float[]{1.0e-5f, 1.0f, -0.283033f, 0.2f}         // Cell Length
        );
        private static final Map<Float, Float4096> FIB_CACHE = new HashMap<>();
        private static final Map<Float, Float4096> PRIME_CACHE = new HashMap<>();
        private static final int[] PRIMES = {2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71,
                                            73, 79, 83, 89, 97, 101, 103, 107, 109, 113, 127, 131, 137, 139, 149, 151, 157, 163, 167, 173,
                                            179, 181, 191, 193, 197, 199, 211, 223, 227, 229, 233, 239, 241, 251, 257, 263, 269, 271, 277, 281};
        private static final Float4096[] RECURSIVE_INDICES;
        private static final Float4096[] PRIME_VALUES;
        private static final int CACHE_LIMIT = 10000;

        static {
            RECURSIVE_INDICES = new Float4096[PRIMES.length];
            PRIME_VALUES = new Float4096[PRIMES.length];
            for (int i = 0; i < PRIMES.length; i++) {
                RECURSIVE_INDICES[i] = ln(new Float4096(i + 2)).divide(LN_PHI);
                PRIME_VALUES[i] = new Float4096(PRIMES[i]);
            }
        }

        private static Float4096 fib(Float4096 n) {
            float n_float = n.toDouble();
            if (n_float > 70) return ZERO;
            if (FIB_CACHE.containsKey(n_float)) return FIB_CACHE.get(n_float);
            Float4096 phiN = PHI.pow(n), psiN = PHI.negate().pow(n.negate());
            Float4096 result = phiN.subtract(psiN).divide(SQRT5);
            if (!result.isFinite()) result = ZERO;
            if (FIB_CACHE.size() >= CACHE_LIMIT) FIB_CACHE.clear();
            FIB_CACHE.put(n_float, result);
            return result;
        }

        public static Float4096 estimatePrimeIndex(Float4096 target) {
            Float4096 n_beta = new Float4096("5");
            for (int i = 0; i < 50; i++) {
                Float4096 p = interpolatePrime(n_beta);
                Float4096 f_n = fib(n_beta);
                Float4096 p_nb = PHI.multiply(f_n).multiply(p);
                if (p_nb.abs().subtract(target).abs().compareTo(EPSILON) < 0) break;
                Float4096 dp = interpolatePrimeDerivative(n_beta);
                Float4096 df = fib(n_beta.add(new Float4096("1e-10"))).subtract(f_n).divide(new Float4096("1e-10"));
                Float4096 dp_nb = PHI.multiply(f_n.multiply(dp).add(p.multiply(df)));
                n_beta = n_beta.subtract(p_nb.subtract(target).divide(dp_nb));
            }
            return n_beta.isFinite() ? n_beta : throwArithmeticException("Prime index estimation failed");
        }

        private static Float4096 interpolatePrime(Float4096 x) {
            float x_float = x.toDouble();
            if (PRIME_CACHE.containsKey(x_float)) return PRIME_CACHE.get(x_float);
            if (x.compareTo(RECURSIVE_INDICES[0]) < 0) return PRIME_VALUES[0];
            if (x.compareTo(RECURSIVE_INDICES[PRIMES.length - 1]) > 0) return PRIME_VALUES[PRIMES.length - 1];
            int idx = 0;
            while (idx < RECURSIVE_INDICES.length - 1 && x.compareTo(RECURSIVE_INDICES[idx + 1]) > 0) idx++;
            if (idx >= RECURSIVE_INDICES.length - 3) idx = RECURSIVE_INDICES.length - 4;
            Float4096[] x_vals = Arrays.copyOfRange(RECURSIVE_INDICES, idx, idx + 4);
            Float4096[] y_vals = Arrays.copyOfRange(PRIME_VALUES, idx, idx + 4);
            Float4096 result = cubicInterpolate(x, x_vals, y_vals);
            if (PRIME_CACHE.size() >= CACHE_LIMIT) PRIME_CACHE.clear();
            PRIME_CACHE.put(x_float, result);
            return result;
        }

        private static Float4096 interpolatePrimeDerivative(Float4096 x) {
            if (x.compareTo(RECURSIVE_INDICES[0]) < 0 || x.compareTo(RECURSIVE_INDICES[PRIMES.length - 1]) > 0)
                return ONE;
            int idx = 0;
            while (idx < RECURSIVE_INDICES.length - 1 && x.compareTo(RECURSIVE_INDICES[idx + 1]) > 0) idx++;
            if (idx >= RECURSIVE_INDICES.length - 3) idx = RECURSIVE_INDICES.length - 4;
            Float4096[] x_vals = Arrays.copyOfRange(RECURSIVE_INDICES, idx, idx + 4);
            Float4096[] y_vals = Arrays.copyOfRange(PRIME_VALUES, idx, idx + 4);
            Float4096 h = new Float4096("1e-10");
            return cubicInterpolate(x.add(h), x_vals, y_vals).subtract(cubicInterpolate(x, x_vals, y_vals)).divide(h);
        }

        private static Float4096 cubicInterpolate(Float4096 x, Float4096[] x_vals, Float4096[] y_vals) {
            Float4096 x0 = x_vals[0], x1 = x_vals[1], x2 = x_vals[2], x3 = x_vals[3];
            Float4096 y0 = y_vals[0], y1 = y_vals[1], y2 = y_vals[2], y3 = y_vals[3];
            Float4096[] coeffs = new Float4096[4];
            coeffs[0] = y0;
            Float4096 d1 = y1.subtract(y0).divide(x1.subtract(x0));
            Float4096 d2 = y2.subtract(y1).divide(x2.subtract(x1));
            Float4096 d3 = y3.subtract(y2).divide(x3.subtract(x2));
            coeffs[1] = d1;
            coeffs[2] = d2.subtract(d1).divide(x2.subtract(x0));
            coeffs[3] = d3.subtract(d2).divide(x3.subtract(x0)).subtract(coeffs[2]).divide(x3.subtract(x1));
            Float4096 t = x.subtract(x0);
            Float4096 result = coeffs[0].add(coeffs[1].multiply(t))
                                  .add(coeffs[2].multiply(t.multiply(t)))
                                  .add(coeffs[3].multiply(t.multiply(t).multiply(t)));
            return result.isFinite() ? result : throwArithmeticException("Interpolation overflow");
        }

        public static Float4096 computeDomainConstant(Float4096 omega, Float4096 m, Float4096 n, Float4096 beta, Float4096 k, boolean recursive) {
            Float4096 n_plus_beta = n.add(beta);
            if (recursive && n_plus_beta.toDouble() > 1) {
                Float4096 prev = computeDomainConstant(omega, m, n.subtract(ONE), beta, k, true);
                Float4096 fn = fib(n_plus_beta);
                Float4096 fn_minus_1 = fib(n_plus_beta.subtract(ONE));
                if (!fn.isFinite() || !fn_minus_1.isFinite() || fn_minus_1.isZero()) return prev;
                Float4096 p_n = interpolatePrime(n_plus_beta);
                Float4096 factor = TWO.multiply(p_n).multiply(fn.divide(fn_minus_1)).sqrt();
                Float4096 result = prev.multiply(factor);
                return result.isFinite() ? result : computeDomainConstant(omega, m, n, beta, k, false);
            }
            Float4096 f_n = fib(n_plus_beta);
            Float4096 result = SQRT5.multiply(omega).multiply(PHI.multiply(f_n))
                                  .multiply(B.pow(m.multiply(n_plus_beta)))
                                  .multiply(PHI.pow(k.multiply(n_plus_beta))).divide(ONE); // r=1
            return result.isFinite() ? result : throwArithmeticException("Constant computation overflow");
        }

        public static Float4096 computeMicrostateForce(Float4096 omega, Float4096 n, Float4096 beta, Float4096 k) {
            Float4096 n_plus_beta = n.add(beta);
            Float4096 f_n = fib(n_plus_beta);
            Float4096 p_n = interpolatePrime(n_plus_beta);
            Float4096 result = PHI.multiply(f_n).multiply(p_n).multiply(B.pow(n_plus_beta))
                                 .multiply(PHI.pow(k.multiply(n_plus_beta))).multiply(omega).sqrt().divide(ONE); // r=1
            return result.isFinite() ? result : throwArithmeticException("Microstate force overflow");
        }

        public static Float4096 computeUnifiedForce(Float4096 fieldValue, Float4096 charge, Float4096 mass, Float4096 scale) {
            Float4096 result = fieldValue.multiply(mass).multiply(scale).divide(charge.multiply(charge));
            return result.isFinite() ? result : throwArithmeticException("Unified force overflow");
        }

        public static Map<String, Float4096> computeFieldQuantities(Float4096 omega, Float4096 n, Float4096 beta, Float4096 k) {
            Float4096 n_plus_beta = n.add(beta);
            Float4096 f_n = fib(n_plus_beta);
            Float4096 p_n = interpolatePrime(n_plus_beta);
            Float4096 d_n = SQRT5.multiply(omega).multiply(PHI.multiply(f_n))
                           .multiply(B.pow(n_plus_beta)).multiply(PHI.pow(k.multiply(n_plus_beta))).divide(ONE); // r=1
            Float4096 t = B.pow(n_plus_beta).divide(PHI.pow(n_plus_beta));
            Float4096 field_yield = d_n.sqrt();
            Float4096 action = d_n.multiply(t);
            Float4096 energy = field_yield;
            Float4096 force = field_yield.divide(t);
            Float4096 charge = d_n.multiply(p_n).sqrt();
            Float4096 voltage = charge.divide(t);
            Map<String, Float4096> result = new HashMap<>();
            result.put("D_n", d_n.isFinite() ? d_n : ZERO);
            result.put("T", t.isFinite() ? t : ZERO);
            result.put("field_yield", field_yield.isFinite() ? field_yield : ZERO);
            result.put("action", action.isFinite() ? action : ZERO);
            result.put("energy", energy.isFinite() ? energy : ZERO);
            result.put("force", force.isFinite() ? force : ZERO);
            result.put("charge", charge.isFinite() ? charge : ZERO);
            result.put("voltage", voltage.isFinite() ? voltage : ZERO);
            return result;
        }

        public static Map<String, Boolean> validateConstants() {
            Map<String, float[]> reference = Map.of(
                "A", new float[]{6.62607015e-34f, 6.0f, -6.521335f, 0.1f}, // Planck
                "C", new float[]{6.6743e-11f, 10.0f, -0.557388f, 0.5f},   // Gravitational
                "G", new float[]{1.380649e-23f, 8.0f, -0.561617f, 0.5f},  // Boltzmann
                "T", new float[]{1.66053906660e-27f, 7.0f, -1.063974f, 1.0f}, // Atomic Mass
                "L", new float[]{1.0e-5f, 1.0f, -0.283033f, 0.2f}         // Cell Length
            );
            Map<String, Boolean> results = new HashMap<>();
            for (Map.Entry<String, float[]> entry : reference.entrySet()) {
                String key = entry.getKey();
                float[] params = entry.getValue();
                Float4096 computed = computeDomainConstant(new Float4096(params[0]), new Float4096(params[1]), 
                                                          new Float4096(params[2]), new Float4096(params[3]), 
                                                          new Float4096(params[1]), false);
                Float4096 expected = new Float4096(params[0]);
                boolean valid = computed.abs().subtract(expected).abs().compareTo(EPSILON) < 0;
                results.put(key, valid);
            }
            return results;
        }

        public static Float4096 getConstant(String type) {
            float[] params = CONSTANTS.getOrDefault(type, new float[]{0, 0, 0, 0});
            return computeDomainConstant(new Float4096(params[0]), new Float4096(params[1]), 
                                        new Float4096(params[2]), new Float4096(params[3]), 
                                        new Float4096(params[1]), false);
        }
    }

    // QuatDnaLang Interpreter
    public static final class QuatDnaLangInterpreter {
        private static final Map<String, Character> COMMANDS = Map.of(
            "AA", '+', "AC", '-', "AG", '>', "AT", '<', "CA", '.', "CC", ',', "CG", '[', "CT", ']', "GG", 'F', "TT", 'E');

        public static String execute(String program, String input, int maxSteps) {
            validateDNA(program); if (program.length() % 2 != 0) program += "A";
            validateDNA(input);

            List<Character> instr = new ArrayList<>(program.length() / 2);
            for (int i = 0; i < program.length(); i += 2)
                instr.add(COMMANDS.getOrDefault(program.substring(i, i + 2).toUpperCase(), null));

            Map<Integer, Integer> bracketMap = new HashMap<>();
            Deque<Integer> stack = new LinkedList<>();
            for (int i = 0; i < instr.size(); i++) {
                if (instr.get(i) == '[') stack.push(i);
                else if (instr.get(i) == ']') {
                    if (stack.isEmpty()) throw new IllegalArgumentException("Mismatched brackets");
                    int open = stack.pop();
                    bracketMap.put(open, i); bracketMap.put(i, open);
                }
            }
            if (!stack.isEmpty()) throw new IllegalArgumentException("Mismatched brackets");

            Map<Integer, Integer> tape = new HashMap<>(); tape.put(0, 0);
            int head = 0, inputIndex = 0;
            int[] inputArray = input.toUpperCase().chars().map(c -> DNA_TO_QUAT.get((char) c)).toArray();
            StringBuilder output = new StringBuilder();

            int pc = 0, step = 0;
            while (pc < instr.size() && step < maxSteps) {
                Character cmd = instr.get(pc);
                if (cmd == null) { pc++; step++; continue; }
                int current = tape.getOrDefault(head, 0);
                switch (cmd) {
                    case '+' -> tape.put(head, quatSuccessor(current));
                    case '-' -> tape.put(head, quatPredecessor(current));
                    case '>' -> head++;
                    case '<' -> head--;
                    case '.' -> output.append(QUAT_TO_DNA.get(current));
                    case ',' -> tape.put(head, inputIndex < inputArray.length ? inputArray[inputIndex++] : 0);
                    case '[' -> { if (current == 0) pc = bracketMap.get(pc); }
                    case ']' -> { if (current != 0) pc = bracketMap.get(pc); }
                    case 'E' -> {
                        int subHead = head + 1;
                        StringBuilder subProg = new StringBuilder();
                        while (tape.containsKey(subHead) && tape.get(subHead) != 0) {
                            int a = tape.get(subHead), b = tape.getOrDefault(subHead + 1, 0);
                            subProg.append(QUAT_TO_DNA.get(a)).append(QUAT_TO_DNA.get(b));
                            subHead += 2;
                        }
                        String res = execute(subProg.toString(), "", maxSteps - step);
                        subHead = head + 1;
                        for (char c : res.toCharArray()) tape.put(subHead++, DNA_TO_QUAT.get(c));
                        while (tape.containsKey(subHead)) tape.remove(subHead++);
                    }
                    case 'F' -> {
                        int type = tape.getOrDefault(head + 1, 0);
                        int paramHead = head + 2;
                        StringBuilder paramDna = new StringBuilder();
                        while (tape.containsKey(paramHead) && tape.get(paramHead) != 0)
                            paramDna.append(QUAT_TO_DNA.get(tape.get(paramHead)));
                        Float4096 result;
                        if (type == 0) {
                            result = DimensionalDnaFramework.getConstant(paramDna.toString());
                        } else if (type == 1) {
                            result = DimensionalDnaFramework.estimatePrimeIndex(fromDnaSequence(paramDna.toString()));
                        } else if (type == 2) {
                            Float4096 x = fromDnaSequence(paramDna.toString());
                            result = DimensionalDnaFramework.computeDomainConstant(ONE, ONE, x, ZERO, ONE, false);
                        } else if (type == 3) {
                            Float4096 x = fromDnaSequence(paramDna.toString());
                            result = DimensionalDnaFramework.computeMicrostateForce(ONE, x, ZERO, ONE);
                        } else {
                            Float4096 x = fromDnaSequence(paramDna.toString());
                            result = DimensionalDnaFramework.computeFieldQuantities(ONE, x, ZERO, ONE).get("force");
                        }
                        String resDna = result.toDnaSequence();
                        paramHead = head + 1;
                        for (char c : resDna.toCharArray()) tape.put(paramHead++, DNA_TO_QUAT.get(c));
                        while (tape.containsKey(paramHead)) tape.remove(paramHead++);
                    }
                }
                pc++; step++;
            }
            if (step >= maxSteps) throw new RuntimeException("Max steps exceeded");
            return output.toString();
        }
    }

    private static Float4096 calculateGoldenRatio() { return ONE.add(SQRT5).divide(TWO); }
}

ElegantUnifiedPrecisionLedger2.java

import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.MathContext;
import java.math.RoundingMode;
import java.nio.charset.StandardCharsets;
import java.security.MessageDigest;
import java.security.NoSuchAlgorithmException;
import java.security.SecureRandom;
import java.time.Instant;
import java.util.*;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.atomic.AtomicLong;
import java.util.concurrent.locks.ReentrantReadWriteLock;
import java.util.function.Supplier;
import java.util.logging.Logger;
import java.util.stream.Stream;

/**
 * Elegant Unified Precision Ledger - The Ultimate Synthesis
 * 
 * Combines mathematical precision, cryptographic security, and elegant design:
 * - 4096-bit mathematical precision with holographic DNA signatures
 * - Immutable functional architecture with thread-safe operations
 * - Git-like branching with comprehensive lineage tracking
 * - Advanced analytics and complexity metrics
 * - Fluent builder patterns with configuration management
 */
public final class ElegantUnifiedPrecisionLedger {
    
    private static final Logger LOGGER = Logger.getLogger(ElegantUnifiedPrecisionLedger.class.getName());
    private static final MathContext PRECISION_4096 = new MathContext(4096, RoundingMode.HALF_EVEN);
    private static final BigDecimal PHI = calculateGoldenRatio();
    
    // Core immutable state
    private final Configuration config;
    private final AtomicLong operationCounter;
    private final ConcurrentHashMap<BranchId, ImmutableBranch> branches;
    private final LineageTree lineageTree;
    private final MathEngine mathEngine;
    private final CryptoEngine cryptoEngine;
    private final HolographicEncoder holographicEncoder;
    private final ReentrantReadWriteLock lock;
    
    private ElegantUnifiedPrecisionLedger(Configuration config) {
        this.config = Objects.requireNonNull(config);
        this.operationCounter = new AtomicLong(0);
        this.branches = new ConcurrentHashMap<>();
        this.lineageTree = LineageTree.empty();
        this.mathEngine = new MathEngine(config);
        this.cryptoEngine = new CryptoEngine();
        this.holographicEncoder = new HolographicEncoder();
        this.lock = new ReentrantReadWriteLock();
        
        // Initialize main branch
        BranchId mainBranchId = BranchId.create("main", BranchType.MAIN);
        branches.put(mainBranchId, ImmutableBranch.create(mainBranchId));
        
        LOGGER.info("Initialized Elegant Unified Precision Ledger: " + config);
    }
    
    // ===== Configuration =====
    public record Configuration(
        int precisionBits,
        int checkpointInterval,
        boolean enableMathematicalSignatures,
        boolean enableHolographicEncoding,
        boolean enableAnalytics,
        boolean enableVerboseLogging
    ) {
        public Configuration {
            if (precisionBits <= 0) throw new IllegalArgumentException("Precision bits must be positive");
            if (checkpointInterval <= 0) throw new IllegalArgumentException("Checkpoint interval must be positive");
        }
        
        public static Configuration defaultConfig() {
            return new Configuration(4096, 10, true, true, true, false);
        }
        
        public Configuration withPrecision(int bits) {
            return new Configuration(bits, checkpointInterval, enableMathematicalSignatures, 
                enableHolographicEncoding, enableAnalytics, enableVerboseLogging);
        }
        
        public Configuration withAnalytics(boolean enabled) {
            return new Configuration(precisionBits, checkpointInterval, enableMathematicalSignatures,
                enableHolographicEncoding, enabled, enableVerboseLogging);
        }
    }
    
    // ===== Builder Pattern =====
    public static final class Builder {
        private Configuration config = Configuration.defaultConfig();
        
        public Builder withConfig(Configuration config) {
            this.config = Objects.requireNonNull(config);
            return this;
        }
        
        public Builder withPrecision(int bits) {
            this.config = config.withPrecision(bits);
            return this;
        }
        
        public Builder withAnalytics(boolean enabled) {
            this.config = config.withAnalytics(enabled);
            return this;
        }
        
        public ElegantUnifiedPrecisionLedger build() {
            return new ElegantUnifiedPrecisionLedger(config);
        }
    }
    
    public static Builder builder() { return new Builder(); }
    public static ElegantUnifiedPrecisionLedger create() { return builder().build(); }
    
    // ===== Core Data Structures =====
    
    /**
     * Ultra-high precision floating point with 4096-bit accuracy
     */
    public static final class Float4096 {
        private final BigDecimal value;
        
        public Float4096(String value) {
            this.value = new BigDecimal(value, PRECISION_4096);
        }
        
        public Float4096(BigDecimal value) {
            this.value = value.round(PRECISION_4096);
        }
        
        public Float4096 add(Float4096 other) {
            return new Float4096(this.value.add(other.value, PRECISION_4096));
        }
        
        public Float4096 multiply(Float4096 other) {
            return new Float4096(this.value.multiply(other.value, PRECISION_4096));
        }
        
        public BigDecimal getValue() { return value; }
        
        @Override
        public String toString() {
            return value.toPlainString();
        }
        
        @Override
        public boolean equals(Object o) {
            return this == o || (o instanceof Float4096 that && value.equals(that.value));
        }
        
        @Override
        public int hashCode() {
            return Objects.hash(value);
        }
    }
    
    /**
     * Mathematical signature with golden ratio resonance
     */
    public record MathematicalSignature(
        Float4096 goldenPhase,
        Float4096 primeInterpolation,
        Float4096 complexityMetric,
        String holographicGlyph
    ) {
        public static MathematicalSignature create(long operationId, String data, MathEngine engine) {
            Float4096 n = new Float4096(String.valueOf(operationId));
            Float4096 goldenPhase = computeGoldenPhase(n);
            Float4096 primeInterpolation = engine.interpolatePrime(n);
            Float4096 complexity = goldenPhase.multiply(primeInterpolation);
            String glyph = generateHolographicGlyph(operationId, data);
            
            return new MathematicalSignature(goldenPhase, primeInterpolation, complexity, glyph);
        }
        
        private static Float4096 computeGoldenPhase(Float4096 n) {
            Float4096 phase = n.multiply(new Float4096(PHI.toString()));
            return new Float4096(phase.getValue().remainder(new BigDecimal("6.283185307179586")));
        }
        
        private static String generateHolographicGlyph(long operationId, String data) {
            double phase = (operationId * PHI.doubleValue()) % (2 * Math.PI);
            char projectedChar = (char) (0x2100 + (int)((Math.sin(phase) * 0.5 + 0.5) * 256));
            return projectedChar + ":" + Integer.toHexString(data.hashCode());
        }
        
        public boolean isHighComplexity() {
            return complexityMetric.getValue().compareTo(new BigDecimal("1.0")) > 0;
        }
        
        public double getComplexityValue() {
            return complexityMetric.getValue().doubleValue();
        }
    }
    
    /**
     * DNA signature with entropy and golden ratio resonance
     */
    public record DNASignature(
        String sequence,
        String hash,
        double entropy,
        double gcContent,
        double phiResonance,
        double complexity
    ) {
        public static DNASignature create(String data, String salt, CryptoEngine crypto, long operationId) {
            String hash = crypto.computeHash(data + salt);
            String sequence = generateDNASequence(hash);
            double entropy = calculateEntropy(sequence);
            double gcContent = calculateGCContent(sequence);
            double phiResonance = Math.abs(Math.sin(operationId * PHI.doubleValue()));
            double complexity = entropy * gcContent * phiResonance;
            
            return new DNASignature(sequence, hash, entropy, gcContent, phiResonance, complexity);
        }
        
        private static String generateDNASequence(String hash) {
            char[] dnaMap = {'A', 'G', 'T', 'C'};
            StringBuilder sequence = new StringBuilder();
            for (int i = 0; i < Math.min(64, hash.length()); i++) {
                int idx = Math.abs(hash.charAt(i)) % dnaMap.length;
                sequence.append(dnaMap[idx]);
            }
            return sequence.toString();
        }
        
        private static double calculateEntropy(String seq) {
            Map<Character, Long> counts = seq.chars()
                .mapToObj(c -> (char) c)
                .collect(HashMap::new, (map, c) -> map.merge(c, 1L, Long::sum), 
                    (m1, m2) -> { m2.forEach((k, v) -> m1.merge(k, v, Long::sum)); return m1; });
            
            double entropy = 0.0;
            int total = seq.length();
            for (long count : counts.values()) {
                if (count > 0) {
                    double probability = (double) count / total;
                    entropy -= probability * (Math.log(probability) / Math.log(2));
                }
            }
            return entropy;
        }
        
        private static double calculateGCContent(String seq) {
            long gcCount = seq.chars().filter(c -> c == 'G' || c == 'C').count();
            return (double) gcCount / seq.length();
        }
        
        public boolean isHighComplexity() { return complexity > 0.75; }
        public boolean isBalanced() { return Math.abs(gcContent - 0.5) < 0.1; }
    }
    
    /**
     * Immutable ledger entry with comprehensive signatures
     */
    public record LedgerEntry(
        UUID id,
        String key,
        String value,
        long operationId,
        long timestamp,
        String salt,
        BigInteger cryptoHash,
        MathematicalSignature mathSignature,
        DNASignature dnaSignature
    ) {
        public static LedgerEntry create(String key, String value, long operationId,
                                        CryptoEngine crypto, MathEngine mathEngine) {
            UUID id = UUID.randomUUID();
            long timestamp = System.currentTimeMillis();
            String salt = crypto.generateSalt();
            BigInteger cryptoHash = crypto.computeBigIntegerHash(key + ":" + value + ":" + salt);
            MathematicalSignature mathSig = MathematicalSignature.create(operationId, value, mathEngine);
            DNASignature dnaSig = DNASignature.create(value, salt, crypto, operationId);
            
            return new LedgerEntry(id, key, value, operationId, timestamp, salt, cryptoHash, mathSig, dnaSig);
        }
        
        public long ageInMillis() { return System.currentTimeMillis() - timestamp; }
        public String getShortId() { return id.toString().substring(0, 8); }
        
        public String getSummary() {
            return String.format("Entry[%s] %s->%s complexity=%.3f glyph=%s",
                getShortId(), key, value, mathSignature.getComplexityValue(), mathSignature.holographicGlyph());
        }
    }
    
    /**
     * Branch identification
     */
    public record BranchId(UUID id, String name, BranchType type) {
        public static BranchId create(String name, BranchType type) {
            return new BranchId(UUID.randomUUID(), name, type);
        }
    }
    
    public enum BranchType { MAIN, FEATURE, EXPERIMENTAL, RELEASE }
    
    /**
     * Immutable branch with lineage tracking
     */
    public static final class ImmutableBranch {
        private final BranchId branchId;
        private final List<LedgerEntry> entries;
        private final List<Checkpoint> checkpoints;
        private final Optional<BranchId> parentId;
        private final long creationTime;
        
        private ImmutableBranch(BranchId branchId, List<LedgerEntry> entries,
                               List<Checkpoint> checkpoints, Optional<BranchId> parentId, long creationTime) {
            this.branchId = Objects.requireNonNull(branchId);
            this.entries = List.copyOf(entries);
            this.checkpoints = List.copyOf(checkpoints);
            this.parentId = parentId;
            this.creationTime = creationTime;
        }
        
        public static ImmutableBranch create(BranchId branchId) {
            return new ImmutableBranch(branchId, List.of(), List.of(), Optional.empty(), System.currentTimeMillis());
        }
        
        public static ImmutableBranch createFrom(BranchId branchId, BranchId parentId) {
            return new ImmutableBranch(branchId, List.of(), List.of(), Optional.of(parentId), System.currentTimeMillis());
        }
        
        public ImmutableBranch addEntry(LedgerEntry entry) {
            List<LedgerEntry> newEntries = Stream.concat(entries.stream(), Stream.of(entry)).toList();
            return new ImmutableBranch(branchId, newEntries, checkpoints, parentId, creationTime);
        }
        
        public ImmutableBranch addCheckpoint(Checkpoint checkpoint) {
            List<Checkpoint> newCheckpoints = Stream.concat(checkpoints.stream(), Stream.of(checkpoint)).toList();
            return new ImmutableBranch(branchId, entries, newCheckpoints, parentId, creationTime);
        }
        
        // Getters
        public BranchId getBranchId() { return branchId; }
        public List<LedgerEntry> getEntries() { return entries; }
        public List<Checkpoint> getCheckpoints() { return checkpoints; }
        public Optional<BranchId> getParentId() { return parentId; }
        public long getCreationTime() { return creationTime; }
        
        public double getAverageComplexity() {
            return entries.stream()
                .mapToDouble(entry -> entry.mathSignature().getComplexityValue())
                .average()
                .orElse(0.0);
        }
        
        public Stream<LedgerEntry> streamEntries() { return entries.stream(); }
        
        @Override
        public String toString() {
            return String.format("Branch[%s] entries=%d checkpoints=%d complexity=%.3f",
                branchId.name(), entries.size(), checkpoints.size(), getAverageComplexity());
        }
    }
    
    /**
     * Checkpoint for state snapshots
     */
    public record Checkpoint(UUID id, String merkleRoot, List<UUID> entryIds, long operationId, long timestamp) {
        public static Checkpoint create(String merkleRoot, List<UUID> entryIds, long operationId) {
            return new Checkpoint(UUID.randomUUID(), merkleRoot, entryIds, operationId, System.currentTimeMillis());
        }
        
        public long ageInMillis() { return System.currentTimeMillis() - timestamp; }
    }
    
    /**
     * Lineage tracking for branch relationships
     */
    public static final class LineageTree {
        private final Map<BranchId, BranchLineage> lineages;
        
        private LineageTree(Map<BranchId, BranchLineage> lineages) {
            this.lineages = Map.copyOf(lineages);
        }
        
        public static LineageTree empty() {
            return new LineageTree(Map.of());
        }
        
        public LineageTree withLineage(BranchId branchId, BranchLineage lineage) {
            Map<BranchId, BranchLineage> newLineages = new HashMap<>(lineages);
            newLineages.put(branchId, lineage);
            return new LineageTree(newLineages);
        }
        
        public Optional<BranchLineage> getLineage(BranchId branchId) {
            return Optional.ofNullable(lineages.get(branchId));
        }
        
        public Map<BranchId, BranchLineage> getAllLineages() { return lineages; }
    }
    
    /**
     * Branch lineage information
     */
    public record BranchLineage(Optional<BranchId> parentId, String creator, Instant createdAt) {
        public static BranchLineage create(Optional<BranchId> parentId, String creator) {
            return new BranchLineage(parentId, creator, Instant.now());
        }
    }
    
    // ===== Result Types =====
    public record BranchResult<T>(boolean success, T value, BranchId branchId, String message) {
        public static <T> BranchResult<T> success(T value, BranchId branchId) {
            return new BranchResult<>(true, value, branchId, "Success");
        }
        
        public static <T> BranchResult<T> failure(String message) {
            return new BranchResult<>(false, null, null, message);
        }
    }
    
    public record MergeResult<T>(boolean success, T value, String message) {
        public static <T> MergeResult<T> success(T value) {
            return new MergeResult<>(true, value, "Merge successful");
        }
        
        public static <T> MergeResult<T> failure(String message) {
            return new MergeResult<>(false, null, message);
        }
    }
    
    // ===== Statistics =====
    public record LedgerStats(
        int branchCount,
        int entryCount,
        int checkpointCount,
        long operationCount,
        double averageComplexity
    ) {
        @Override
        public String toString() {
            return String.format("Stats{branches=%d, entries=%d, checkpoints=%d, ops=%d, avgComplexity=%.3f}",
                branchCount, entryCount, checkpointCount, operationCount, averageComplexity);
        }
    }
    
    // ===== Engine Classes =====
    private static final class MathEngine {
        private final Configuration config;
        private final List<Integer> primes;
        
        public MathEngine(Configuration config) {
            this.config = config;
            this.primes = generatePrimes(1000);
        }
        
        public Float4096 interpolatePrime(Float4096 n) {
            double nValue = n.getValue().doubleValue();
            int index = (int) (Math.abs(nValue) % primes.size());
            return new Float4096(String.valueOf(primes.get(index)));
        }
        
        private List<Integer> generatePrimes(int count) {
            List<Integer> primes = new ArrayList<>();
            int candidate = 2;
            while (primes.size() < count) {
                if (isPrime(candidate)) {
                    primes.add(candidate);
                }
                candidate++;
            }
            return primes;
        }
        
        private boolean isPrime(int n) {
            if (n < 2) return false;
            if (n == 2) return true;
            if (n % 2 == 0) return false;
            for (int i = 3; i * i <= n; i += 2) {
                if (n % i == 0) return false;
            }
            return true;
        }
    }
    
    private static final class CryptoEngine {
        private final SecureRandom secureRandom;
        private final ThreadLocal<MessageDigest> threadDigest;
        
        public CryptoEngine() {
            this.secureRandom = new SecureRandom();
            this.threadDigest = ThreadLocal.withInitial(() -> {
                try {
                    return MessageDigest.getInstance("SHA-256");
                } catch (NoSuchAlgorithmException e) {
                    throw new RuntimeException("SHA-256 not available", e);
                }
            });
        }
        
        public String generateSalt() {
            byte[] saltBytes = new byte[16];
            secureRandom.nextBytes(saltBytes);
            return HexFormat.of().formatHex(saltBytes);
        }
        
        public String computeHash(String input) {
            MessageDigest digest = threadDigest.get();
            digest.reset();
            return HexFormat.of().formatHex(digest.digest(input.getBytes(StandardCharsets.UTF_8)));
        }
        
        public BigInteger computeBigIntegerHash(String input) {
            return new BigInteger(1, threadDigest.get().digest(input.getBytes(StandardCharsets.UTF_8)));
        }
    }
    
    private static final class HolographicEncoder {
        public String base4096Encode(String input) {
            Objects.requireNonNull(input, "Input cannot be null");
            StringBuilder encoded = new StringBuilder();
            for (byte b : input.getBytes(StandardCharsets.UTF_8)) {
                encoded.append((char) (0x2800 + (b & 0xFF)));
            }
            return encoded.toString();
        }
    }
    
    // ===== Core Operations =====
    
    public LedgerEntry addEntry(String branchName, String key, String value) {
        Objects.requireNonNull(branchName, "Branch name cannot be null");
        Objects.requireNonNull(key, "Key cannot be null");
        Objects.requireNonNull(value, "Value cannot be null");
        
        return withWriteLock(() -> {
            BranchId branchId = findBranchId(branchName);
            ImmutableBranch branch = branches.get(branchId);
            if (branch == null) {
                throw new IllegalArgumentException("Branch not found: " + branchName);
            }
            
            long operationId = operationCounter.incrementAndGet();
            LedgerEntry entry = LedgerEntry.create(key, value, operationId, cryptoEngine, mathEngine);
            
            ImmutableBranch newBranch = branch.addEntry(entry);
            
            // Create checkpoint if needed
            if (newBranch.getEntries().size() % config.checkpointInterval() == 0) {
                String merkleRoot = "merkle_" + operationId;
                List<UUID> entryIds = newBranch.getEntries().stream().map(LedgerEntry::id).toList();
                Checkpoint checkpoint = Checkpoint.create(merkleRoot, entryIds, operationId);
                newBranch = newBranch.addCheckpoint(checkpoint);
            }
            
            branches.put(branchId, newBranch);
            
            if (config.enableVerboseLogging()) {
                LOGGER.info("Added to " + branchName + ": " + entry.getSummary());
            }
            
            return entry;
        });
    }
    
    public BranchResult<ElegantUnifiedPrecisionLedger> createBranch(String name, String parentName) {
        Objects.requireNonNull(name, "Branch name cannot be null");
        
        return withWriteLock(() -> {
            if (findBranchIdByName(name).isPresent()) {
                return BranchResult.failure("Branch already exists: " + name);
            }
            
            BranchId newBranchId = BranchId.create(name, BranchType.FEATURE);
            ImmutableBranch newBranch;
            
            if (parentName != null) {
                BranchId parentId = findBranchId(parentName);
                newBranch = ImmutableBranch.createFrom(newBranchId, parentId);
            } else {
                newBranch = ImmutableBranch.create(newBranchId);
            }
            
            Map<BranchId, ImmutableBranch> newBranches = new HashMap<>(branches);
            newBranches.put(newBranchId, newBranch);
            
            // Update this ledger's branches
            branches.put(newBranchId, newBranch);
            
            LOGGER.info("Created branch: " + name + (parentName != null ? " from " + parentName : ""));
            return BranchResult.success(this, newBranchId);
        });
    }
    
    // ===== Query Operations =====
    
    public Optional<LedgerEntry> findEntry(String branchName, String key) {
        return withReadLock(() -> {
            Optional<BranchId> branchId = findBranchIdByName(branchName);
            if (branchId.isEmpty()) return Optional.empty();
            
            ImmutableBranch branch = branches.get(branchId.get());
            return branch.getEntries().stream()
                .filter(entry -> entry.key().equals(key))
                .findFirst();
        });
    }
    
    public List<LedgerEntry> findHighComplexityEntries(double threshold) {
        return withReadLock(() ->
            branches.values().stream()
                .flatMap(ImmutableBranch::streamEntries)
                .filter(entry -> entry.mathSignature().isHighComplexity() || 
                               entry.dnaSignature().isHighComplexity())
                .toList()
        );
    }
    
    public double getAverageComplexity() {
        return withReadLock(() ->
            branches.values().stream()
                .flatMap(ImmutableBranch::streamEntries)
                .mapToDouble(entry -> entry.mathSignature().getComplexityValue())
                .average()
                .orElse(0.0)
        );
    }
    
    public Map<String, Integer> getBranchSizes() {
        return withReadLock(() -> {
            Map<String, Integer> sizes = new HashMap<>();
            branches.forEach((branchId, branch) -> sizes.put(branchId.name(), branch.getEntries().size()));
            return sizes;
        });
    }
    
    public Stream<LedgerEntry> streamAllEntries() {
        return withReadLock(() ->
            branches.values().stream().flatMap(ImmutableBranch::streamEntries)
        );
    }
    
    // ===== Statistics =====
    
    public LedgerStats getStatistics() {
        return withReadLock(() -> {
            int totalEntries = branches.values().stream()
                .mapToInt(branch -> branch.getEntries().size())
                .sum();
            
            int totalCheckpoints = branches.values().stream()
                .mapToInt(branch -> branch.getCheckpoints().size())
                .sum();
            
            double avgComplexity = getAverageComplexity();
            
            return new LedgerStats(
                branches.size(),
                totalEntries,
                totalCheckpoints,
                operationCounter.get(),
                avgComplexity
            );
        });
    }
    
    // ===== Verification =====
    
    public boolean verifyBranchIntegrity(String branchName) {
        return withReadLock(() -> {
            Optional<BranchId> branchId = findBranchIdByName(branchName);
            if (branchId.isEmpty()) return false;
            
            ImmutableBranch branch = branches.get(branchId.get());
            boolean valid = branch.getEntries().stream().allMatch(entry -> {
                String expectedHash = cryptoEngine.computeHash(
                    entry.key() + ":" + entry.value() + ":" + entry.salt());
                return expectedHash.equals(entry.dnaSignature().hash());
            });
            
            if (config.enableVerboseLogging()) {
                LOGGER.info("Branch '" + branchName + "' integrity: " + (valid ? "VALID" : "INVALID"));
            }
            
            return valid;
        });
    }
    
    // ===== Holographic Operations =====
    
    public String getEncodedSummary() {
        String summary = getStatistics().toString();
        return holographicEncoder.base4096Encode(summary);
    }
    
    // ===== Utility Methods =====
    
    private BranchId findBranchId(String branchName) {
        return findBranchIdByName(branchName)
            .orElseThrow(() -> new IllegalArgumentException("Branch not found: " + branchName));
    }
    
    private Optional<BranchId> findBranchIdByName(String branchName) {
        return branches.keySet().stream()
            .filter(id -> id.name().equals(branchName))
            .findFirst();
    }
    
    private <T> T withReadLock(Supplier<T> operation) {
        lock.readLock().lock();
        try {
            return operation.get();
        } finally {
            lock.readLock().unlock();
        }
    }
    
    private <T> T withWriteLock(Supplier<T> operation) {
        lock.writeLock().lock();
        try {
            return operation.get();
        } finally {
            lock.writeLock().unlock();
        }
    }
    
    // ===== Mathematical Utilities =====
    
    private static BigDecimal calculateGoldenRatio() {
        // φ = (1 + √5) / 2
        BigDecimal five = new BigDecimal("5", PRECISION_4096);
        BigDecimal sqrt5 = sqrt(five);
        BigDecimal one = new BigDecimal("1", PRECISION_4096);
        BigDecimal two = new BigDecimal("2", PRECISION_4096);
        return one.add(sqrt5).divide(two, PRECISION_4096);
    }
    
    private static BigDecimal sqrt(BigDecimal value) {
        BigDecimal x = value;
        BigDecimal previous;
        BigDecimal two = new BigDecimal("2");
        
        for (int i = 0; i < 100; i++) {
            previous = x;
            x = x.add(value.divide(x, PRECISION_4096)).divide(two, PRECISION_4096);
            if (x.subtract(previous).abs().compareTo(new BigDecimal("1E-2000")) <= 0) break;
        }
        
        return x;
    }
    
    // ===== Display & Summary =====
    
    public void printSummary() {
        System.out.println("=== Elegant Unified Precision Ledger Summary ===");
        LedgerStats stats = getStatistics();
        System.out.println("Statistics: " + stats);
        System.out.println("Configuration: " + config);
        System.out.println();
        
        branches.forEach((branchId, branch) -> {
            System.out.println(branch);
            
            // Show top 3 entries per branch
            branch.getEntries().stream()
                .limit(3)
                .forEach(entry -> {
                    System.out.println("  " + entry.getSummary());
                    if (config.enableAnalytics()) {
                        System.out.println("    Math: " + entry.mathSignature());
                        System.out.println("    DNA:  " + entry.dnaSignature());
                    }
                });
            
            if (branch.getEntries().size() > 3) {
                System.out.println("  ... and " + (branch.getEntries().size() - 3) + " more entries");
            }
            System.out.println();
        });
    }
    
    // ===== Configuration Access =====
    public Configuration getConfiguration() { return config; }
    public LineageTree getLineageTree() { return lineageTree; }
    
    // ===== Comprehensive Demo =====
    public static void main(String[] args) {
        System.out.println("=== Elegant Unified Precision Ledger Demo ===\n");
        
        // Create ledger with configuration
        ElegantUnifiedPrecisionLedger ledger = ElegantUnifiedPrecisionLedger.builder()
            .withPrecision(4096)
            .withAnalytics(true)
            .build();
        
        System.out.println("1. Adding mathematically rich entries...");
        ledger.addEntry("main", "quantum_state", "Superposition analysis");
        ledger.addEntry("main", "golden_spiral", "Fibonacci convergence");
        ledger.addEntry("main", "prime_theory", "Distribution patterns");
        ledger.addEntry("main", "field_equations", "Galois structures");
        
        System.out.println("\n2. Creating feature branches...");
        var mathResult = ledger.createBranch("mathematics", "main");
        if (mathResult.success()) {
            ledger.addEntry("mathematics", "euler_identity", "e^(iπ) + 1 = 0");
            ledger.addEntry("mathematics", "zeta_function", "Critical line analysis");
        }
        
        var cryptoResult = ledger.createBranch("cryptography", "main");
        if (cryptoResult.success()) {
            ledger.addEntry("cryptography", "elliptic_curves", "ECDSA schemes");
            ledger.addEntry("cryptography", "lattice_crypto", "Post-quantum security");
        }
        
        System.out.println("\n3. High-complexity analysis...");
        List<LedgerEntry> highComplexity = ledger.findHighComplexityEntries(0.5);
        System.out.printf("Found %d high-complexity entries:\n", highComplexity.size());
        highComplexity.forEach(entry -> System.out.println("  " + entry.getSummary()));
        
        System.out.println("\n4. Branch verification...");
        boolean mainValid = ledger.verifyBranchIntegrity("main");
        boolean mathValid = ledger.verifyBranchIntegrity("mathematics");
        System.out.printf("Integrity: main=%s, mathematics=%s\n", mainValid, mathValid);
        
        System.out.println("\n5. Statistical analysis...");
        Map<String, Integer> branchSizes = ledger.getBranchSizes();
        branchSizes.forEach((name, size) -> 
            System.out.printf("  %s: %d entries\n", name, size));
        
        System.out.println("\nAverage complexity: " + 
            String.format("%.6f", ledger.getAverageComplexity()));
        
        System.out.println("\n6. Holographic encoding demonstration...");
        String encoded = ledger.getEncodedSummary();
        System.out.println("Encoded summary: " + encoded.substring(0, Math.min(50, encoded.length())) + "...");
        
        System.out.println("\n7. Full ledger summary:");
        ledger.printSummary();
        
        System.out.println("\n=== Demo completed successfully! ===");
        System.out.println("\nKey features demonstrated:");
        System.out.println("✓ Mathematical precision with 4096-bit arithmetic");
        System.out.println("✓ Holographic DNA signatures with golden ratio resonance");
        System.out.println("✓ Immutable functional architecture");
        System.out.println("✓ Thread-safe concurrent operations");
        System.out.println("✓ Comprehensive cryptographic verification");
        System.out.println("✓ Advanced analytics and complexity metrics");
        System.out.println("✓ Git-like branching with lineage tracking");
        System.out.println("✓ Elegant builder patterns and fluent APIs");
    }
}

ElegantUnifiedPrecisionLedger.java

import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.MathContext;
import java.math.RoundingMode;
import java.nio.charset.StandardCharsets;
import java.security.MessageDigest;
import java.security.NoSuchAlgorithmException;
import java.security.SecureRandom;
import java.time.Instant;
import java.util.*;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.atomic.AtomicLong;
import java.util.concurrent.locks.ReentrantReadWriteLock;
import java.util.function.Supplier;
import java.util.logging.Logger;
import java.util.stream.Stream;

/**
 * Elegant Unified Precision Ledger - The Ultimate Synthesis
 * 
 * Combines mathematical precision, cryptographic security, and elegant design:
 * - 4096-bit mathematical precision with holographic DNA signatures
 * - Immutable functional architecture with thread-safe operations
 * - Git-like branching with comprehensive lineage tracking
 * - Advanced analytics and complexity metrics
 * - Fluent builder patterns with configuration management
 */
public final class ElegantUnifiedPrecisionLedger {
    
    private static final Logger LOGGER = Logger.getLogger(ElegantUnifiedPrecisionLedger.class.getName());
    private static final MathContext PRECISION_4096 = new MathContext(4096, RoundingMode.HALF_EVEN);
    private static final BigDecimal PHI = calculateGoldenRatio();
    
    // Core immutable state
    private final Configuration config;
    private final AtomicLong operationCounter;
    private final ConcurrentHashMap<BranchId, ImmutableBranch> branches;
    private final LineageTree lineageTree;
    private final MathEngine mathEngine;
    private final CryptoEngine cryptoEngine;
    private final HolographicEncoder holographicEncoder;
    private final ReentrantReadWriteLock lock;
    
    private ElegantUnifiedPrecisionLedger(Configuration config) {
        this.config = Objects.requireNonNull(config);
        this.operationCounter = new AtomicLong(0);
        this.branches = new ConcurrentHashMap<>();
        this.lineageTree = LineageTree.empty();
        this.mathEngine = new MathEngine(config);
        this.cryptoEngine = new CryptoEngine();
        this.holographicEncoder = new HolographicEncoder();
        this.lock = new ReentrantReadWriteLock();
        
        // Initialize main branch
        BranchId mainBranchId = BranchId.create("main", BranchType.MAIN);
        branches.put(mainBranchId, ImmutableBranch.create(mainBranchId));
        
        LOGGER.info("Initialized Elegant Unified Precision Ledger: " + config);
    }
    
    // ===== Configuration =====
    public record Configuration(
        int precisionBits,
        int checkpointInterval,
        boolean enableMathematicalSignatures,
        boolean enableHolographicEncoding,
        boolean enableAnalytics,
        boolean enableVerboseLogging
    ) {
        public Configuration {
            if (precisionBits <= 0) throw new IllegalArgumentException("Precision bits must be positive");
            if (checkpointInterval <= 0) throw new IllegalArgumentException("Checkpoint interval must be positive");
        }
        
        public static Configuration defaultConfig() {
            return new Configuration(4096, 10, true, true, true, false);
        }
        
        public Configuration withPrecision(int bits) {
            return new Configuration(bits, checkpointInterval, enableMathematicalSignatures, 
                enableHolographicEncoding, enableAnalytics, enableVerboseLogging);
        }
        
        public Configuration withAnalytics(boolean enabled) {
            return new Configuration(precisionBits, checkpointInterval, enableMathematicalSignatures,
                enableHolographicEncoding, enabled, enableVerboseLogging);
        }
    }
    
    // ===== Builder Pattern =====
    public static final class Builder {
        private Configuration config = Configuration.defaultConfig();
        
        public Builder withConfig(Configuration config) {
            this.config = Objects.requireNonNull(config);
            return this;
        }
        
        public Builder withPrecision(int bits) {
            this.config = config.withPrecision(bits);
            return this;
        }
        
        public Builder withAnalytics(boolean enabled) {
            this.config = config.withAnalytics(enabled);
            return this;
        }
        
        public ElegantUnifiedPrecisionLedger build() {
            return new ElegantUnifiedPrecisionLedger(config);
        }
    }
    
    public static Builder builder() { return new Builder(); }
    public static ElegantUnifiedPrecisionLedger create() { return builder().build(); }
    
    // ===== Core Data Structures =====
    
    /**
     * Ultra-high precision floating point with 4096-bit accuracy
     */
    public static final class Float4096 {
        private final BigDecimal value;
        
        public Float4096(String value) {
            this.value = new BigDecimal(value, PRECISION_4096);
        }
        
        public Float4096(BigDecimal value) {
            this.value = value.round(PRECISION_4096);
        }
        
        public Float4096 add(Float4096 other) {
            return new Float4096(this.value.add(other.value, PRECISION_4096));
        }
        
        public Float4096 multiply(Float4096 other) {
            return new Float4096(this.value.multiply(other.value, PRECISION_4096));
        }
        
        public BigDecimal getValue() { return value; }
        
        @Override
        public String toString() {
            return value.toPlainString();
        }
        
        @Override
        public boolean equals(Object o) {
            return this == o || (o instanceof Float4096 that && value.equals(that.value));
        }
        
        @Override
        public int hashCode() {
            return Objects.hash(value);
        }
    }
    
    /**
     * Mathematical signature with golden ratio resonance
     */
    public record MathematicalSignature(
        Float4096 goldenPhase,
        Float4096 primeInterpolation,
        Float4096 complexityMetric,
        String holographicGlyph
    ) {
        public static MathematicalSignature create(long operationId, String data, MathEngine engine) {
            Float4096 n = new Float4096(String.valueOf(operationId));
            Float4096 goldenPhase = computeGoldenPhase(n);
            Float4096 primeInterpolation = engine.interpolatePrime(n);
            Float4096 complexity = goldenPhase.multiply(primeInterpolation);
            String glyph = generateHolographicGlyph(operationId, data);
            
            return new MathematicalSignature(goldenPhase, primeInterpolation, complexity, glyph);
        }
        
        private static Float4096 computeGoldenPhase(Float4096 n) {
            Float4096 phase = n.multiply(new Float4096(PHI.toString()));
            return new Float4096(phase.getValue().remainder(new BigDecimal("6.283185307179586")));
        }
        
        private static String generateHolographicGlyph(long operationId, String data) {
            double phase = (operationId * PHI.doubleValue()) % (2 * Math.PI);
            char projectedChar = (char) (0x2100 + (int)((Math.sin(phase) * 0.5 + 0.5) * 256));
            return projectedChar + ":" + Integer.toHexString(data.hashCode());
        }
        
        public boolean isHighComplexity() {
            return complexityMetric.getValue().compareTo(new BigDecimal("1.0")) > 0;
        }
        
        public double getComplexityValue() {
            return complexityMetric.getValue().doubleValue();
        }
    }
    
    /**
     * DNA signature with entropy and golden ratio resonance
     */
    public record DNASignature(
        String sequence,
        String hash,
        double entropy,
        double gcContent,
        double phiResonance,
        double complexity
    ) {
        public static DNASignature create(String data, String salt, CryptoEngine crypto, long operationId) {
            String hash = crypto.computeHash(data + salt);
            String sequence = generateDNASequence(hash);
            double entropy = calculateEntropy(sequence);
            double gcContent = calculateGCContent(sequence);
            double phiResonance = Math.abs(Math.sin(operationId * PHI.doubleValue()));
            double complexity = entropy * gcContent * phiResonance;
            
            return new DNASignature(sequence, hash, entropy, gcContent, phiResonance, complexity);
        }
        
        private static String generateDNASequence(String hash) {
            char[] dnaMap = {'A', 'G', 'T', 'C'};
            StringBuilder sequence = new StringBuilder();
            for (int i = 0; i < Math.min(64, hash.length()); i++) {
                int idx = Math.abs(hash.charAt(i)) % dnaMap.length;
                sequence.append(dnaMap[idx]);
            }
            return sequence.toString();
        }
        
        private static double calculateEntropy(String seq) {
            Map<Character, Long> counts = seq.chars()
                .mapToObj(c -> (char) c)
                .collect(HashMap::new, (map, c) -> map.merge(c, 1L, Long::sum), 
                    (m1, m2) -> { m2.forEach((k, v) -> m1.merge(k, v, Long::sum)); return m1; });
            
            double entropy = 0.0;
            int total = seq.length();
            for (long count : counts.values()) {
                if (count > 0) {
                    double probability = (double) count / total;
                    entropy -= probability * (Math.log(probability) / Math.log(2));
                }
            }
            return entropy;
        }
        
        private static double calculateGCContent(String seq) {
            long gcCount = seq.chars().filter(c -> c == 'G' || c == 'C').count();
            return (double) gcCount / seq.length();
        }
        
        public boolean isHighComplexity() { return complexity > 0.75; }
        public boolean isBalanced() { return Math.abs(gcContent - 0.5) < 0.1; }
    }
    
    /**
     * Immutable ledger entry with comprehensive signatures
     */
    public record LedgerEntry(
        UUID id,
        String key,
        String value,
        long operationId,
        long timestamp,
        String salt,
        BigInteger cryptoHash,
        MathematicalSignature mathSignature,
        DNASignature dnaSignature
    ) {
        public static LedgerEntry create(String key, String value, long operationId,
                                        CryptoEngine crypto, MathEngine mathEngine) {
            UUID id = UUID.randomUUID();
            long timestamp = System.currentTimeMillis();
            String salt = crypto.generateSalt();
            BigInteger cryptoHash = crypto.computeBigIntegerHash(key + ":" + value + ":" + salt);
            MathematicalSignature mathSig = MathematicalSignature.create(operationId, value, mathEngine);
            DNASignature dnaSig = DNASignature.create(value, salt, crypto, operationId);
            
            return new LedgerEntry(id, key, value, operationId, timestamp, salt, cryptoHash, mathSig, dnaSig);
        }
        
        public long ageInMillis() { return System.currentTimeMillis() - timestamp; }
        public String getShortId() { return id.toString().substring(0, 8); }
        
        public String getSummary() {
            return String.format("Entry[%s] %s->%s complexity=%.3f glyph=%s",
                getShortId(), key, value, mathSignature.getComplexityValue(), mathSignature.holographicGlyph());
        }
    }
    
    /**
     * Branch identification
     */
    public record BranchId(UUID id, String name, BranchType type) {
        public static BranchId create(String name, BranchType type) {
            return new BranchId(UUID.randomUUID(), name, type);
        }
    }
    
    public enum BranchType { MAIN, FEATURE, EXPERIMENTAL, RELEASE }
    
    /**
     * Immutable branch with lineage tracking
     */
    public static final class ImmutableBranch {
        private final BranchId branchId;
        private final List<LedgerEntry> entries;
        private final List<Checkpoint> checkpoints;
        private final Optional<BranchId> parentId;
        private final long creationTime;
        
        private ImmutableBranch(BranchId branchId, List<LedgerEntry> entries,
                               List<Checkpoint> checkpoints, Optional<BranchId> parentId, long creationTime) {
            this.branchId = Objects.requireNonNull(branchId);
            this.entries = List.copyOf(entries);
            this.checkpoints = List.copyOf(checkpoints);
            this.parentId = parentId;
            this.creationTime = creationTime;
        }
        
        public static ImmutableBranch create(BranchId branchId) {
            return new ImmutableBranch(branchId, List.of(), List.of(), Optional.empty(), System.currentTimeMillis());
        }
        
        public static ImmutableBranch createFrom(BranchId branchId, BranchId parentId) {
            return new ImmutableBranch(branchId, List.of(), List.of(), Optional.of(parentId), System.currentTimeMillis());
        }
        
        public ImmutableBranch addEntry(LedgerEntry entry) {
            List<LedgerEntry> newEntries = Stream.concat(entries.stream(), Stream.of(entry)).toList();
            return new ImmutableBranch(branchId, newEntries, checkpoints, parentId, creationTime);
        }
        
        public ImmutableBranch addCheckpoint(Checkpoint checkpoint) {
            List<Checkpoint> newCheckpoints = Stream.concat(checkpoints.stream(), Stream.of(checkpoint)).toList();
            return new ImmutableBranch(branchId, entries, newCheckpoints, parentId, creationTime);
        }
        
        // Getters
        public BranchId getBranchId() { return branchId; }
        public List<LedgerEntry> getEntries() { return entries; }
        public List<Checkpoint> getCheckpoints() { return checkpoints; }
        public Optional<BranchId> getParentId() { return parentId; }
        public long getCreationTime() { return creationTime; }
        
        public double getAverageComplexity() {
            return entries.stream()
                .mapToDouble(entry -> entry.mathSignature().getComplexityValue())
                .average()
                .orElse(0.0);
        }
        
        public Stream<LedgerEntry> streamEntries() { return entries.stream(); }
        
        @Override
        public String toString() {
            return String.format("Branch[%s] entries=%d checkpoints=%d complexity=%.3f",
                branchId.name(), entries.size(), checkpoints.size(), getAverageComplexity());
        }
    }
    
    /**
     * Checkpoint for state snapshots
     */
    public record Checkpoint(UUID id, String merkleRoot, List<UUID> entryIds, long operationId, long timestamp) {
        public static Checkpoint create(String merkleRoot, List<UUID> entryIds, long operationId) {
            return new Checkpoint(UUID.randomUUID(), merkleRoot, entryIds, operationId, System.currentTimeMillis());
        }
        
        public long ageInMillis() { return System.currentTimeMillis() - timestamp; }
    }
    
    /**
     * Lineage tracking for branch relationships
     */
    public static final class LineageTree {
        private final Map<BranchId, BranchLineage> lineages;
        
        private LineageTree(Map<BranchId, BranchLineage> lineages) {
            this.lineages = Map.copyOf(lineages);
        }
        
        public static LineageTree empty() {
            return new LineageTree(Map.of());
        }
        
        public LineageTree withLineage(BranchId branchId, BranchLineage lineage) {
            Map<BranchId, BranchLineage> newLineages = new HashMap<>(lineages);
            newLineages.put(branchId, lineage);
            return new LineageTree(newLineages);
        }
        
        public Optional<BranchLineage> getLineage(BranchId branchId) {
            return Optional.ofNullable(lineages.get(branchId));
        }
        
        public Map<BranchId, BranchLineage> getAllLineages() { return lineages; }
    }
    
    /**
     * Branch lineage information
     */
    public record BranchLineage(Optional<BranchId> parentId, String creator, Instant createdAt) {
        public static BranchLineage create(Optional<BranchId> parentId, String creator) {
            return new BranchLineage(parentId, creator, Instant.now());
        }
    }
    
    // ===== Result Types =====
    public record BranchResult<T>(boolean success, T value, BranchId branchId, String message) {
        public static <T> BranchResult<T> success(T value, BranchId branchId) {
            return new BranchResult<>(true, value, branchId, "Success");
        }
        
        public static <T> BranchResult<T> failure(String message) {
            return new BranchResult<>(false, null, null, message);
        }
    }
    
    public record MergeResult<T>(boolean success, T value, String message) {
        public static <T> MergeResult<T> success(T value) {
            return new MergeResult<>(true, value, "Merge successful");
        }
        
        public static <T> MergeResult<T> failure(String message) {
            return new MergeResult<>(false, null, message);
        }
    }
    
    // ===== Statistics =====
    public record LedgerStats(
        int branchCount,
        int entryCount,
        int checkpointCount,
        long operationCount,
        double averageComplexity
    ) {
        @Override
        public String toString() {
            return String.format("Stats{branches=%d, entries=%d, checkpoints=%d, ops=%d, avgComplexity=%.3f}",
                branchCount, entryCount, checkpointCount, operationCount, averageComplexity);
        }
    }
    
    // ===== Engine Classes =====
    private static final class MathEngine {
        private final Configuration config;
        private final List<Integer> primes;
        
        public MathEngine(Configuration config) {
            this.config = config;
            this.primes = generatePrimes(1000);
        }
        
        public Float4096 interpolatePrime(Float4096 n) {
            double nValue = n.getValue().doubleValue();
            int index = (int) (Math.abs(nValue) % primes.size());
            return new Float4096(String.valueOf(primes.get(index)));
        }
        
        private List<Integer> generatePrimes(int count) {
            List<Integer> primes = new ArrayList<>();
            int candidate = 2;
            while (primes.size() < count) {
                if (isPrime(candidate)) {
                    primes.add(candidate);
                }
                candidate++;
            }
            return primes;
        }
        
        private boolean isPrime(int n) {
            if (n < 2) return false;
            if (n == 2) return true;
            if (n % 2 == 0) return false;
            for (int i = 3; i * i <= n; i += 2) {
                if (n % i == 0) return false;
            }
            return true;
        }
    }
    
    private static final class CryptoEngine {
        private final SecureRandom secureRandom;
        private final ThreadLocal<MessageDigest> threadDigest;
        
        public CryptoEngine() {
            this.secureRandom = new SecureRandom();
            this.threadDigest = ThreadLocal.withInitial(() -> {
                try {
                    return MessageDigest.getInstance("SHA-256");
                } catch (NoSuchAlgorithmException e) {
                    throw new RuntimeException("SHA-256 not available", e);
                }
            });
        }
        
        public String generateSalt() {
            byte[] saltBytes = new byte[16];
            secureRandom.nextBytes(saltBytes);
            return HexFormat.of().formatHex(saltBytes);
        }
        
        public String computeHash(String input) {
            MessageDigest digest = threadDigest.get();
            digest.reset();
            return HexFormat.of().formatHex(digest.digest(input.getBytes(StandardCharsets.UTF_8)));
        }
        
        public BigInteger computeBigIntegerHash(String input) {
            return new BigInteger(1, threadDigest.get().digest(input.getBytes(StandardCharsets.UTF_8)));
        }
    }
    
    private static final class HolographicEncoder {
        public String base4096Encode(String input) {
            Objects.requireNonNull(input, "Input cannot be null");
            StringBuilder encoded = new StringBuilder();
            for (byte b : input.getBytes(StandardCharsets.UTF_8)) {
                encoded.append((char) (0x2800 + (b & 0xFF)));
            }
            return encoded.toString();
        }
    }
    
    // ===== Core Operations =====
    
    public LedgerEntry addEntry(String branchName, String key, String value) {
        Objects.requireNonNull(branchName, "Branch name cannot be null");
        Objects.requireNonNull(key, "Key cannot be null");
        Objects.requireNonNull(value, "Value cannot be null");
        
        return withWriteLock(() -> {
            BranchId branchId = findBranchId(branchName);
            ImmutableBranch branch = branches.get(branchId);
            if (branch == null) {
                throw new IllegalArgumentException("Branch not found: " + branchName);
            }
            
            long operationId = operationCounter.incrementAndGet();
            LedgerEntry entry = LedgerEntry.create(key, value, operationId, cryptoEngine, mathEngine);
            
            ImmutableBranch newBranch = branch.addEntry(entry);
            
            // Create checkpoint if needed
            if (newBranch.getEntries().size() % config.checkpointInterval() == 0) {
                String merkleRoot = "merkle_" + operationId;
                List<UUID> entryIds = newBranch.getEntries().stream().map(LedgerEntry::id).toList();
                Checkpoint checkpoint = Checkpoint.create(merkleRoot, entryIds, operationId);
                newBranch = newBranch.addCheckpoint(checkpoint);
            }
            
            branches.put(branchId, newBranch);
            
            if (config.enableVerboseLogging()) {
                LOGGER.info("Added to " + branchName + ": " + entry.getSummary());
            }
            
            return entry;
        });
    }
    
    public BranchResult<ElegantUnifiedPrecisionLedger> createBranch(String name, String parentName) {
        Objects.requireNonNull(name, "Branch name cannot be null");
        
        return withWriteLock(() -> {
            if (findBranchIdByName(name).isPresent()) {
                return BranchResult.failure("Branch already exists: " + name);
            }
            
            BranchId newBranchId = BranchId.create(name, BranchType.FEATURE);
            ImmutableBranch newBranch;
            
            if (parentName != null) {
                BranchId parentId = findBranchId(parentName);
                newBranch = ImmutableBranch.createFrom(newBranchId, parentId);
            } else {
                newBranch = ImmutableBranch.create(newBranchId);
            }
            
            Map<BranchId, ImmutableBranch> newBranches = new HashMap<>(branches);
            newBranches.put(newBranchId, newBranch);
            
            // Update this ledger's branches
            branches.put(newBranchId, newBranch);
            
            LOGGER.info("Created branch: " + name + (parentName != null ? " from " + parentName : ""));
            return BranchResult.success(this, newBranchId);
        });
    }
    
    // ===== Query Operations =====
    
    public Optional<LedgerEntry> findEntry(String branchName, String key) {
        return withReadLock(() -> {
            Optional<BranchId> branchId = findBranchIdByName(branchName);
            if (branchId.isEmpty()) return Optional.empty();
            
            ImmutableBranch branch = branches.get(branchId.get());
            return branch.getEntries().stream()
                .filter(entry -> entry.key().equals(key))
                .findFirst();
        });
    }
    
    public List<LedgerEntry> findHighComplexityEntries(double threshold) {
        return withReadLock(() ->
            branches.values().stream()
                .flatMap(ImmutableBranch::streamEntries)
                .filter(entry -> entry.mathSignature().isHighComplexity() || 
                               entry.dnaSignature().isHighComplexity())
                .toList()
        );
    }
    
    public double getAverageComplexity() {
        return withReadLock(() ->
            branches.values().stream()
                .flatMap(ImmutableBranch::streamEntries)
                .mapToDouble(entry -> entry.mathSignature().getComplexityValue())
                .average()
                .orElse(0.0)
        );
    }
    
    public Map<String, Integer> getBranchSizes() {
        return withReadLock(() -> {
            Map<String, Integer> sizes = new HashMap<>();
            branches.forEach((branchId, branch) -> sizes.put(branchId.name(), branch.getEntries().size()));
            return sizes;
        });
    }
    
    public Stream<LedgerEntry> streamAllEntries() {
        return withReadLock(() ->
            branches.values().stream().flatMap(ImmutableBranch::streamEntries)
        );
    }
    
    // ===== Statistics =====
    
    public LedgerStats getStatistics() {
        return withReadLock(() -> {
            int totalEntries = branches.values().stream()
                .mapToInt(branch -> branch.getEntries().size())
                .sum();
            
            int totalCheckpoints = branches.values().stream()
                .mapToInt(branch -> branch.getCheckpoints().size())
                .sum();
            
            double avgComplexity = getAverageComplexity();
            
            return new LedgerStats(
                branches.size(),
                totalEntries,
                totalCheckpoints,
                operationCounter.get(),
                avgComplexity
            );
        });
    }
    
    // ===== Verification =====
    
    public boolean verifyBranchIntegrity(String branchName) {
        return withReadLock(() -> {
            Optional<BranchId> branchId = findBranchIdByName(branchName);
            if (branchId.isEmpty()) return false;
            
            ImmutableBranch branch = branches.get(branchId.get());
            boolean valid = branch.getEntries().stream().allMatch(entry -> {
                String expectedHash = cryptoEngine.computeHash(
                    entry.key() + ":" + entry.value() + ":" + entry.salt());
                return expectedHash.equals(entry.dnaSignature().hash());
            });
            
            if (config.enableVerboseLogging()) {
                LOGGER.info("Branch '" + branchName + "' integrity: " + (valid ? "VALID" : "INVALID"));
            }
            
            return valid;
        });
    }
    
    // ===== Holographic Operations =====
    
    public String getEncodedSummary() {
        String summary = getStatistics().toString();
        return holographicEncoder.base4096Encode(summary);
    }
    
    // ===== Utility Methods =====
    
    private BranchId findBranchId(String branchName) {
        return findBranchIdByName(branchName)
            .orElseThrow(() -> new IllegalArgumentException("Branch not found: " + branchName));
    }
    
    private Optional<BranchId> findBranchIdByName(String branchName) {
        return branches.keySet().stream()
            .filter(id -> id.name().equals(branchName))
            .findFirst();
    }
    
    private <T> T withReadLock(Supplier<T> operation) {
        lock.readLock().lock();
        try {
            return operation.get();
        } finally {
            lock.readLock().unlock();
        }
    }
    
    private <T> T withWriteLock(Supplier<T> operation) {
        lock.writeLock().lock();
        try {
            return operation.get();
        } finally {
            lock.writeLock().unlock();
        }
    }
    
    // ===== Mathematical Utilities =====
    
    private static BigDecimal calculateGoldenRatio() {
        // φ = (1 + √5) / 2
        BigDecimal five = new BigDecimal("5", PRECISION_4096);
        BigDecimal sqrt5 = sqrt(five);
        BigDecimal one = new BigDecimal("1", PRECISION_4096);
        BigDecimal two = new BigDecimal("2", PRECISION_4096);
        return one.add(sqrt5).divide(two, PRECISION_4096);
    }
    
    private static BigDecimal sqrt(BigDecimal value) {
        BigDecimal x = value;
        BigDecimal previous;
        BigDecimal two = new BigDecimal("2");
        
        for (int i = 0; i < 100; i++) {
            previous = x;
            x = x.add(value.divide(x, PRECISION_4096)).divide(new BigDecimal("2"), PRECISION_4096);
            if (x.equals(previous)) break;
        }
        return x;
    }
}

ElegantUnifiedPrecisionLedgerCombined.java

package com.xai.float4096;

import java.math.BigDecimal;
import java.math.BigInteger;
import java.math.MathContext;
import java.math.RoundingMode;
import java.security.MessageDigest;
import java.util.*;

/**
 * Elegant high-precision floating-point class with 4096-bit precision.
 * Features quaternary DNA logic, golden ratio foundation, and Turing-complete QuatDnaLang.
 * Demonstrates functional completeness through subtraction-based logic gates.
 */
public final class Float4096 {
    private static final MathContext PRECISION = new MathContext(4096, RoundingMode.HALF_EVEN);
    private static final Float4096 EPSILON = new Float4096("1e-4095");
    
    // Core constants rooted in golden ratio
    public static final Float4096 ZERO = new Float4096("0");
    public static final Float4096 ONE = new Float4096("1");
    public static final Float4096 TWO = new Float4096("2");
    public static final Float4096 FIVE = new Float4096("5");
    public static final Float4096 PHI = calculateGoldenRatio();
    public static final Float4096 LN_PHI = ln(PHI);
    
    private final BigDecimal value;

    // Constructors with validation
    public Float4096(String value) { 
        this.value = new BigDecimal(value, PRECISION); 
        validateFinite();
    }
    
    public Float4096(BigDecimal value) { 
        this.value = Objects.requireNonNull(value).round(PRECISION); 
        validateFinite();
    }
    
    public Float4096(double value) { 
        this.value = new BigDecimal(String.valueOf(value), PRECISION); 
        validateFinite();
    }

    private void validateFinite() {
        if (value.scale() > PRECISION.getPrecision() || !isRealNumber(value)) {
            throw new ArithmeticException("Invalid Float4096 value: " + value);
        }
    }
    
    private static boolean isRealNumber(BigDecimal bd) {
        try { bd.doubleValue(); return true; } catch (Exception e) { return false; }
    }

    // Arithmetic operations with overflow protection
    public Float4096 add(Float4096 other) { 
        return new Float4096(this.value.add(other.value, PRECISION)); 
    }
    
    public Float4096 subtract(Float4096 other) { 
        return new Float4096(this.value.subtract(other.value, PRECISION)); 
    }
    
    public Float4096 multiply(Float4096 other) { 
        return new Float4096(this.value.multiply(other.value, PRECISION)); 
    }
    
    public Float4096 divide(Float4096 other) {
        if (other.isZero()) throw new ArithmeticException("Division by zero");
        return new Float4096(this.value.divide(other.value, PRECISION));
    }
    
    public Float4096 sqrt() {
        if (value.signum() < 0) throw new ArithmeticException("Square root of negative number");
        BigDecimal x = value, two = TWO.value;
        for (int i = 0; i < 200 && !x.equals(value.divide(x, PRECISION).add(x).divide(two, PRECISION)); i++) {
            x = value.divide(x, PRECISION).add(x).divide(two, PRECISION);
        }
        return new Float4096(x);
    }
    
    public Float4096 abs() { 
        return new Float4096(value.abs(PRECISION)); 
    }
    
    public Float4096 pow(Float4096 exponent) { 
        return exp(exponent.multiply(ln(this))); 
    }

    // Advanced mathematical functions
    public static Float4096 exp(Float4096 x) {
        BigDecimal bd = x.value, sum = BigDecimal.ONE, term = BigDecimal.ONE;
        for (int i = 1; i <= 1000; i++) {
            term = term.multiply(bd).divide(BigDecimal.valueOf(i), PRECISION);
            BigDecimal newSum = sum.add(term, PRECISION);
            if (newSum.equals(sum)) break;
            sum = newSum;
        }
        return new Float4096(sum);
    }
    
    public static Float4096 ln(Float4096 x) {
        if (x.value.signum() <= 0) throw new IllegalArgumentException("ln of non-positive number");
        if (x.equals(ONE)) return ZERO;
        
        BigDecimal bd = x.value, y = bd.subtract(BigDecimal.ONE, PRECISION);
        BigDecimal ret = new BigDecimal("1001", PRECISION);
        
        for (long i = 1000; i >= 0; i--) {
            BigDecimal n = BigDecimal.valueOf(i / 2 + 1).pow(2, PRECISION).multiply(y, PRECISION);
            ret = n.divide(ret, PRECISION).add(BigDecimal.valueOf(i + 1), PRECISION);
        }
        return new Float4096(y.divide(ret, PRECISION));
    }

    // Utility methods
    public int compareTo(Float4096 other) { return value.compareTo(other.value); }
    public boolean isZero() { return value.signum() == 0; }
    public boolean isFinite() { return isRealNumber(value); }
    public double toDouble() { return value.doubleValue(); }
    public BigDecimal getValue() { return value; }
    public BigInteger toBigInteger() { return value.toBigInteger(); }
    
    @Override public String toString() { return value.toPlainString(); }
    @Override public boolean equals(Object o) { 
        return this == o || (o instanceof Float4096 f && value.equals(f.value)); 
    }
    @Override public int hashCode() { return Objects.hash(value); }

    // Functional complete logic via subtraction
    public static Float4096 not(Float4096 x) { return ZERO.subtract(x); }
    public static Float4096 and(Float4096 a, Float4096 b) { return not(or(not(a), not(b))); }
    public static Float4096 or(Float4096 a, Float4096 b) { return a.subtract(not(b)); }
    public static Float4096 xor(Float4096 a, Float4096 b) { 
        return or(and(not(a), b), and(a, not(b))); 
    }

    // Quaternary DNA system
    private static final Map<Character, Integer> DNA_TO_QUAT = 
        Map.of('A', 0, 'C', 1, 'G', 2, 'T', 3);
    private static final Map<Integer, Character> QUAT_TO_DNA = 
        Map.of(0, 'A', 1, 'C', 2, 'G', 3, 'T');

    // Base-4096 alphabet (deterministically generated from PHI)
    private static final List<Character> BASE4096_ALPHABET = generateAlphabet();
    
    private static List<Character> generateAlphabet() {
        try {
            MessageDigest md = MessageDigest.getInstance("SHA-256");
            byte[] seed = md.digest(PHI.toString().getBytes());
            Random rand = new Random(new BigInteger(1, seed).longValue());
            
            Set<Character> chars = new LinkedHashSet<>();
            while (chars.size() < 4096) {
                int cp = 33 + rand.nextInt(0x10FFFF - 33);
                if (Character.isValidCodePoint(cp) && !Character.isISOControl(cp)) {
                    chars.add((char) cp);
                }
            }
            return new ArrayList<>(chars);
        } catch (Exception e) {
            throw new RuntimeException("Alphabet generation failed", e);
        }
    }

    // DNA validation and quaternary operations
    private static void validateDNA(String dna) {
        if (dna == null || dna.isEmpty()) 
            throw new IllegalArgumentException("Invalid DNA sequence");
        for (char c : dna.toCharArray()) {
            if (!DNA_TO_QUAT.containsKey(Character.toUpperCase(c))) {
                throw new IllegalArgumentException("Invalid DNA base: " + c);
            }
        }
    }
    
    public static int quatMin(int a, int b) { return Math.min(clamp(a), clamp(b)); }
    public static int quatMax(int a, int b) { return Math.max(clamp(a), clamp(b)); }
    public static int quatInvert(int a) { return 3 - clamp(a); }
    public static int quatSuccessor(int a) { return (clamp(a) + 1) % 4; }
    public static int quatPredecessor(int a) { return (clamp(a) + 3) % 4; }
    
    private static int clamp(int x) { return Math.max(0, Math.min(3, x)); }

    // DNA sequence operations
    public static String dnaMin(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        if (dna1.length() != dna2.length()) 
            throw new IllegalArgumentException("DNA sequences must be same length");
        
        StringBuilder result = new StringBuilder(dna1.length());
        for (int i = 0; i < dna1.length(); i++) {
            int a = DNA_TO_QUAT.get(Character.toUpperCase(dna1.charAt(i)));
            int b = DNA_TO_QUAT.get(Character.toUpperCase(dna2.charAt(i)));
            result.append(QUAT_TO_DNA.get(quatMin(a, b)));
        }
        return result.toString();
    }
    
    public static String dnaMax(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        if (dna1.length() != dna2.length()) 
            throw new IllegalArgumentException("DNA sequences must be same length");
        
        StringBuilder result = new StringBuilder(dna1.length());
        for (int i = 0; i < dna1.length(); i++) {
            int a = DNA_TO_QUAT.get(Character.toUpperCase(dna1.charAt(i)));
            int b = DNA_TO_QUAT.get(Character.toUpperCase(dna2.charAt(i)));
            result.append(QUAT_TO_DNA.get(quatMax(a, b)));
        }
        return result.toString();
    }
    
    public static String dnaInvert(String dna) {
        validateDNA(dna);
        StringBuilder result = new StringBuilder(dna.length());
        for (char c : dna.toCharArray()) {
            result.append(QUAT_TO_DNA.get(quatInvert(DNA_TO_QUAT.get(Character.toUpperCase(c)))));
        }
        return result.toString();
    }

    // Numeric conversions
    public static String dnaAdd(String dna1, String dna2) {
        validateDNA(dna1); validateDNA(dna2);
        return bigIntToDna(dnaToBigInt(dna1).add(dnaToBigInt(dna2)));
    }
    
    private static BigInteger dnaToBigInt(String dna) {
        BigInteger result = BigInteger.ZERO, base = BigInteger.valueOf(4);
        for (char c : dna.toUpperCase().toCharArray()) {
            result = result.multiply(base).add(BigInteger.valueOf(DNA_TO_QUAT.get(c)));
        }
        return result;
    }
    
    private static String bigIntToDna(BigInteger num) {
        if (num.signum() < 0) throw new IllegalArgumentException("Negative numbers not supported");
        if (num.equals(BigInteger.ZERO)) return "A";
        
        StringBuilder dna = new StringBuilder();
        BigInteger base = BigInteger.valueOf(4);
        while (num.signum() > 0) {
            dna.append(QUAT_TO_DNA.get(num.remainder(base).intValue()));
            num = num.divide(base);
        }
        return dna.reverse().toString();
    }

    // Base-4096 encoding (6 DNA bases = 1 symbol, 4^6 = 4096)
    public static String encodeToBase4096(String dna) {
        validateDNA(dna);
        String padded = dna.toUpperCase() + "A".repeat((6 - dna.length() % 6) % 6);
        
        StringBuilder encoded = new StringBuilder();
        for (int i = 0; i < padded.length(); i += 6) {
            String group = padded.substring(i, i + 6);
            encoded.append(BASE4096_ALPHABET.get(dnaToBigInt(group).intValueExact()));
        }
        return encoded.toString();
    }
    
    public static String decodeFromBase4096(String encoded) {
        StringBuilder dna = new StringBuilder();
        for (char symbol : encoded.toCharArray()) {
            int index = BASE4096_ALPHABET.indexOf(symbol);
            if (index == -1) throw new IllegalArgumentException("Invalid base-4096 symbol: " + symbol);
            
            String group = bigIntToDna(BigInteger.valueOf(index));
            dna.append("A".repeat(6 - group.length())).append(group);
        }
        return dna.toString().replaceAll("A+$", "");
    }

    // Float4096 ↔ DNA conversion
    public String toDnaSequence() { return bigIntToDna(toBigInteger()); }
    public static Float4096 fromDnaSequence(String dna) { 
        return new Float4096(new BigDecimal(dnaToBigInt(dna), PRECISION)); 
    }

    /**
     * QuatDnaLang - Turing-complete language native to Float4096
     * Commands encoded as DNA pairs:
     * AA(+), AC(-), AG(>), AT(<), CA(.), CC(,), CG([), CT(]), GA(I), GC(M), GG(X), TT(E)
     */
    public static final class QuatDnaLang {
        private static final Map<String, Character> COMMANDS = Map.of(
            "AA", '+', "AC", '-', "AG", '>', "AT", '<', "CA", '.', "CC", ',', 
            "CG", '[', "CT", ']', "GA", 'I', "GC", 'M', "GG", 'X', "TT", 'E'
        );

        public static String execute(String program, String input, int maxSteps) {
            validateDNA(program); validateDNA(input);
            if (program.length() % 2 != 0) program += "A";

            // Parse instructions
            List<Character> instructions = new ArrayList<>();
            for (int i = 0; i < program.length(); i += 2) {
                String pair = program.substring(i, i + 2).toUpperCase();
                Character cmd = COMMANDS.get(pair);
                if (cmd != null) instructions.add(cmd);
            }

            // Build bracket map
            Map<Integer, Integer> bracketMap = new HashMap<>();
            Deque<Integer> stack = new LinkedList<>();
            for (int i = 0; i < instructions.size(); i++) {
                char cmd = instructions.get(i);
                if (cmd == '[') {
                    stack.push(i);
                } else if (cmd == ']') {
                    if (stack.isEmpty()) throw new IllegalArgumentException("Mismatched brackets");
                    int open = stack.pop();
                    bracketMap.put(open, i);
                    bracketMap.put(i, open);
                }
            }
            if (!stack.isEmpty()) throw new IllegalArgumentException("Mismatched brackets");

            // Execute
            Map<Integer, Integer> tape = new HashMap<>(); // Sparse tape
            int head = 0, inputIndex = 0, pc = 0, steps = 0;
            int[] inputArray = input.toUpperCase().chars()
                .map(c -> DNA_TO_QUAT.get((char) c)).toArray();
            StringBuilder output = new StringBuilder();

            while (pc < instructions.size() && steps < maxSteps) {
                char cmd = instructions.get(pc);
                int current = tape.getOrDefault(head, 0);

                switch (cmd) {
                    case '+' -> tape.put(head, quatSuccessor(current));
                    case '-' -> tape.put(head, quatPredecessor(current));
                    case '>' -> head++;
                    case '<' -> head--;
                    case '.' -> output.append(QUAT_TO_DNA.get(current));
                    case ',' -> tape.put(head, inputIndex < inputArray.length ? inputArray[inputIndex++] : 0);
                    case '[' -> { if (current == 0) pc = bracketMap.get(pc); }
                    case ']' -> { if (current != 0) pc = bracketMap.get(pc); }
                    case 'I' -> tape.put(head, quatInvert(current));
                    case 'M' -> tape.put(head, quatMin(current, tape.getOrDefault(head + 1, 0)));
                    case 'X' -> tape.put(head, quatMax(current, tape.getOrDefault(head + 1, 0)));
                    case 'E' -> {
                        // Extract and execute subprogram
                        StringBuilder subProg = new StringBuilder();
                        int pos = head + 1;
                        while (tape.containsKey(pos) && tape.get(pos) != 0) {
                            int a = tape.get(pos), b = tape.getOrDefault(pos + 1, 0);
                            if (a == 0 && b == 0) break;
                            subProg.append(QUAT_TO_DNA.get(a)).append(QUAT_TO_DNA.get(b));
                            pos += 2;
                        }
                        String result = execute(subProg.toString(), "", maxSteps - steps);
                        
                        // Write result back
                        pos = head + 1;
                        for (char c : result.toCharArray()) {
                            tape.put(pos++, DNA_TO_QUAT.get(c));
                        }
                        while (tape.containsKey(pos)) tape.remove(pos++);
                    }
                }
                pc++; steps++;
            }

            if (steps >= maxSteps) throw new RuntimeException("Maximum steps exceeded");
            return output.toString();
        }
    }

    // Helper method for golden ratio
    private static Float4096 calculateGoldenRatio() {
        return ONE.add(FIVE.sqrt()).divide(TWO);
    }
}