Janady13/complete-agi-core / mind_farm/include/toolbuilder.hpp

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Original record	Janady13/complete-agi-core / mind_farm/include/toolbuilder.hpp
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Repository	Janady13/complete-agi-core
Revision	33aa84f2aa61cedbe010240ada7f4efbdfe795a7
Branch	claude/improve-math-logic-ehIW1
Path or archive member	mind_farm/include/toolbuilder.hpp
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// ═══════════════════════════════════════════════════════════════════════════════
// AUTONOMOUS TOOL BUILDER & EXECUTOR v1.0
// Self-Debugging AGI Infrastructure with Mathematical Foundations
// ═══════════════════════════════════════════════════════════════════════════════
//
// Architecture:
//   1. ToolSpec → Formal specification of desired tool behavior
//   2. CodeGenerator → Transforms specs into executable code
//   3. Executor → Sandboxed execution environment
//   4. Debugger → Error analysis, fix generation, validation
//   5. Verifier → Mathematical correctness proofs
//
// Mathematical Framework:
//   - Hoare Logic: {P} C {Q} - precondition, code, postcondition
//   - Curry-Howard: Types ≅ Propositions, Programs ≅ Proofs
//   - Fixed-point semantics: [[P]] = lfp(F) for program P
//
// ═══════════════════════════════════════════════════════════════════════════════

#pragma once

#include <cstdint>
#include <string>
#include <vector>
#include <functional>
#include <memory>
#include <unordered_map>
#include <cmath>
#include <sstream>
#include <regex>

#include "constants.hpp"
#include "fast_math.hpp"
#include "gate5000.hpp"

namespace mind_farm {

// ═══════════════════════════════════════════════════════════════════════════════
// FORMAL SPECIFICATION TYPES
// ═══════════════════════════════════════════════════════════════════════════════

// Type system for tool specifications (based on simply-typed lambda calculus)
enum class TypeKind {
    UNIT,       // ()
    BOOL,       // boolean
    INT,        // integer
    FLOAT,      // floating point
    STRING,     // string
    ARRAY,      // T[]
    FUNCTION,   // T1 -> T2
    PRODUCT,    // T1 × T2
    SUM,        // T1 + T2
    DEPENDENT   // Π(x:A).B(x)
};

struct Type {
    TypeKind kind;
    std::vector<std::shared_ptr<Type>> params;
    std::string name;

    static std::shared_ptr<Type> unit() {
        auto t = std::make_shared<Type>();
        t->kind = TypeKind::UNIT;
        return t;
    }

    static std::shared_ptr<Type> boolean() {
        auto t = std::make_shared<Type>();
        t->kind = TypeKind::BOOL;
        return t;
    }

    static std::shared_ptr<Type> integer() {
        auto t = std::make_shared<Type>();
        t->kind = TypeKind::INT;
        return t;
    }

    static std::shared_ptr<Type> floating() {
        auto t = std::make_shared<Type>();
        t->kind = TypeKind::FLOAT;
        return t;
    }

    static std::shared_ptr<Type> function(std::shared_ptr<Type> from, std::shared_ptr<Type> to) {
        auto t = std::make_shared<Type>();
        t->kind = TypeKind::FUNCTION;
        t->params.push_back(from);
        t->params.push_back(to);
        return t;
    }
};

// Hoare triple: {P} C {Q}
struct HoareTriple {
    std::string precondition;   // P - what must be true before
    std::string code;           // C - the program
    std::string postcondition;  // Q - what will be true after

    // Weakest precondition: wp(C, Q)
    std::string weakest_precondition() const {
        // Simplified wp calculation
        return "(" + precondition + ") && (" + postcondition + ")";
    }
};

// Tool specification
struct ToolSpec {
    std::string name;
    std::string description;
    std::shared_ptr<Type> input_type;
    std::shared_ptr<Type> output_type;
    std::vector<HoareTriple> contracts;
    std::vector<std::string> invariants;
    float confidence;  // Φ-weighted confidence

    ToolSpec() : confidence(1.0f) {}
};

// ═══════════════════════════════════════════════════════════════════════════════
// CODE GENERATION ENGINE
// ═══════════════════════════════════════════════════════════════════════════════

// Abstract Syntax Tree for generated code
enum class ASTNodeKind {
    LITERAL,
    VARIABLE,
    BINARY_OP,
    UNARY_OP,
    FUNCTION_CALL,
    CONDITIONAL,
    LOOP,
    BLOCK,
    ASSIGNMENT,
    RETURN
};

struct ASTNode {
    ASTNodeKind kind;
    std::string value;
    std::vector<std::shared_ptr<ASTNode>> children;
    std::shared_ptr<Type> type;

    std::string to_code() const {
        std::stringstream ss;
        switch (kind) {
            case ASTNodeKind::LITERAL:
                ss << value;
                break;
            case ASTNodeKind::VARIABLE:
                ss << value;
                break;
            case ASTNodeKind::BINARY_OP:
                ss << "(" << children[0]->to_code() << " " << value << " " << children[1]->to_code() << ")";
                break;
            case ASTNodeKind::UNARY_OP:
                ss << value << "(" << children[0]->to_code() << ")";
                break;
            case ASTNodeKind::FUNCTION_CALL:
                ss << value << "(";
                for (size_t i = 0; i < children.size(); ++i) {
                    if (i > 0) ss << ", ";
                    ss << children[i]->to_code();
                }
                ss << ")";
                break;
            case ASTNodeKind::CONDITIONAL:
                ss << "if (" << children[0]->to_code() << ") {\n";
                ss << "  " << children[1]->to_code() << "\n";
                ss << "}";
                if (children.size() > 2) {
                    ss << " else {\n  " << children[2]->to_code() << "\n}";
                }
                break;
            case ASTNodeKind::LOOP:
                ss << "while (" << children[0]->to_code() << ") {\n";
                ss << "  " << children[1]->to_code() << "\n";
                ss << "}";
                break;
            case ASTNodeKind::BLOCK:
                for (const auto& child : children) {
                    ss << child->to_code() << ";\n";
                }
                break;
            case ASTNodeKind::ASSIGNMENT:
                ss << value << " = " << children[0]->to_code();
                break;
            case ASTNodeKind::RETURN:
                ss << "return " << children[0]->to_code();
                break;
        }
        return ss.str();
    }
};

// Code generator using golden ratio mathematics
class CodeGenerator {
public:
    Gate5000* substrate;
    float phi_modulation;
    uint64_t generation_seed;

    CodeGenerator() : substrate(nullptr), phi_modulation(PHI), generation_seed(0x5000CAFE) {}

    // Generate code from specification
    std::string generate(const ToolSpec& spec) {
        std::stringstream code;

        // Header
        code << "// Auto-generated tool: " << spec.name << "\n";
        code << "// Confidence: " << spec.confidence << "\n";
        code << "// Generated with Φ-modulation: " << phi_modulation << "\n\n";

        // Function signature
        code << type_to_cpp(spec.output_type) << " " << spec.name << "(";
        code << type_to_cpp(spec.input_type) << " input) {\n";

        // Precondition checks
        for (const auto& contract : spec.contracts) {
            code << "  // Precondition: " << contract.precondition << "\n";
            code << "  assert(" << contract.precondition << ");\n";
        }

        // Generate body using AST
        auto body = generate_body(spec);
        code << body->to_code();

        // Postcondition checks
        for (const auto& contract : spec.contracts) {
            code << "  // Postcondition: " << contract.postcondition << "\n";
        }

        code << "}\n";

        return code.str();
    }

private:
    std::string type_to_cpp(std::shared_ptr<Type> t) {
        if (!t) return "void";
        switch (t->kind) {
            case TypeKind::UNIT: return "void";
            case TypeKind::BOOL: return "bool";
            case TypeKind::INT: return "int64_t";
            case TypeKind::FLOAT: return "double";
            case TypeKind::STRING: return "std::string";
            case TypeKind::ARRAY: return "std::vector<" + type_to_cpp(t->params[0]) + ">";
            default: return "auto";
        }
    }

    std::shared_ptr<ASTNode> generate_body(const ToolSpec& spec) {
        auto block = std::make_shared<ASTNode>();
        block->kind = ASTNodeKind::BLOCK;

        // Simple placeholder body
        auto ret = std::make_shared<ASTNode>();
        ret->kind = ASTNodeKind::RETURN;

        auto result = std::make_shared<ASTNode>();
        result->kind = ASTNodeKind::VARIABLE;
        result->value = "input";
        ret->children.push_back(result);

        block->children.push_back(ret);
        return block;
    }
};

// ═══════════════════════════════════════════════════════════════════════════════
// SANDBOXED EXECUTOR
// ═══════════════════════════════════════════════════════════════════════════════

// Execution result
struct ExecutionResult {
    bool success;
    std::string output;
    std::string error;
    double execution_time_ms;
    size_t memory_used;
    std::vector<std::string> trace;
};

// Memory-safe execution environment
class SandboxedExecutor {
public:
    static constexpr size_t MAX_MEMORY = 64 * 1024 * 1024;  // 64MB
    static constexpr size_t MAX_INSTRUCTIONS = 10000000;     // 10M ops
    static constexpr double MAX_TIME_MS = 5000.0;            // 5 seconds

    size_t memory_limit;
    size_t instruction_limit;
    double time_limit_ms;
    bool trace_enabled;

    SandboxedExecutor()
        : memory_limit(MAX_MEMORY)
        , instruction_limit(MAX_INSTRUCTIONS)
        , time_limit_ms(MAX_TIME_MS)
        , trace_enabled(false) {}

    // Execute generated code (simulated for safety)
    ExecutionResult execute(const std::string& code, const std::string& input) {
        ExecutionResult result;
        result.success = true;
        result.execution_time_ms = 0.0;
        result.memory_used = 0;

        // Parse and validate code
        if (!validate_code(code)) {
            result.success = false;
            result.error = "Code validation failed";
            return result;
        }

        // Simulated execution
        result.output = simulate_execution(code, input);
        result.execution_time_ms = 0.1;  // Simulated
        result.memory_used = code.size() + input.size();

        if (trace_enabled) {
            result.trace.push_back("LOAD code");
            result.trace.push_back("PARSE input");
            result.trace.push_back("EXECUTE main");
            result.trace.push_back("RETURN output");
        }

        return result;
    }

private:
    bool validate_code(const std::string& code) {
        // Check for dangerous patterns
        std::vector<std::string> forbidden = {
            "system(", "exec(", "fork(", "popen(",
            "__asm__", "asm(", "#include <sys"
        };

        for (const auto& pattern : forbidden) {
            if (code.find(pattern) != std::string::npos) {
                return false;
            }
        }

        return true;
    }

    std::string simulate_execution(const std::string& code, const std::string& input) {
        // Return a simulated output based on code analysis
        return "ExecutionResult{input=" + input + "}";
    }
};

// ═══════════════════════════════════════════════════════════════════════════════
// SELF-DEBUGGING SYSTEM
// ═══════════════════════════════════════════════════════════════════════════════

// Error classification
enum class ErrorKind {
    SYNTAX,         // Parse error
    TYPE,           // Type mismatch
    RUNTIME,        // Runtime exception
    LOGIC,          // Incorrect behavior
    RESOURCE,       // Memory/time limit
    INVARIANT       // Contract violation
};

struct Error {
    ErrorKind kind;
    std::string message;
    std::string location;
    std::string suggestion;
    float severity;  // 0-1, Φ-weighted
};

// Fix proposal
struct FixProposal {
    std::string original_code;
    std::string fixed_code;
    std::string explanation;
    float confidence;
    std::vector<std::string> test_cases;
};

// Self-debugging engine using fixed-point iteration
class SelfDebugger {
public:
    Gate5000* substrate;
    CodeGenerator* generator;
    SandboxedExecutor* executor;

    // Debugging parameters (golden ratio scaled)
    float learning_rate;
    float exploration_factor;
    size_t max_fix_attempts;

    SelfDebugger()
        : substrate(nullptr)
        , generator(nullptr)
        , executor(nullptr)
        , learning_rate(ALPHA)
        , exploration_factor(BETA)
        , max_fix_attempts(10) {}

    // Analyze error and generate fix
    FixProposal debug(const std::string& code, const Error& error) {
        FixProposal fix;
        fix.original_code = code;
        fix.confidence = 0.0f;

        // Fixed-point iteration for fix finding
        // F(x) = x - α∇L(x) where L is the error loss
        std::string current_code = code;

        for (size_t attempt = 0; attempt < max_fix_attempts; ++attempt) {
            // Compute error gradient
            auto gradient = compute_error_gradient(current_code, error);

            // Apply fix step
            std::string candidate = apply_fix_step(current_code, gradient, error);

            // Validate fix
            if (validate_fix(candidate, error)) {
                fix.fixed_code = candidate;
                fix.confidence = 1.0f - (attempt / (float)max_fix_attempts);
                fix.explanation = generate_explanation(code, candidate, error);
                break;
            }

            current_code = candidate;
        }

        return fix;
    }

    // Analyze code for potential errors
    std::vector<Error> analyze(const std::string& code) {
        std::vector<Error> errors;

        // Static analysis
        analyze_syntax(code, errors);
        analyze_types(code, errors);
        analyze_invariants(code, errors);

        return errors;
    }

private:
    // Compute gradient of error in code space
    std::vector<float> compute_error_gradient(const std::string& code, const Error& error) {
        std::vector<float> gradient(code.size(), 0.0f);

        // Find error location
        size_t error_pos = code.find(error.location);
        if (error_pos != std::string::npos) {
            // Higher gradient near error location (Gaussian kernel)
            for (size_t i = 0; i < code.size(); ++i) {
                float dist = std::abs((float)i - (float)error_pos);
                gradient[i] = fast::fast_exp(-dist * dist / (2.0f * 10.0f * 10.0f));
            }
        }

        return gradient;
    }

    // Apply fix step based on gradient
    std::string apply_fix_step(const std::string& code,
                               const std::vector<float>& gradient,
                               const Error& error) {
        std::string fixed = code;

        switch (error.kind) {
            case ErrorKind::SYNTAX:
                fixed = fix_syntax(code, error);
                break;
            case ErrorKind::TYPE:
                fixed = fix_type(code, error);
                break;
            case ErrorKind::RUNTIME:
                fixed = fix_runtime(code, error);
                break;
            case ErrorKind::LOGIC:
                fixed = fix_logic(code, error);
                break;
            case ErrorKind::INVARIANT:
                fixed = fix_invariant(code, error);
                break;
            default:
                break;
        }

        return fixed;
    }

    std::string fix_syntax(const std::string& code, const Error& error) {
        std::string fixed = code;

        // Common syntax fixes
        // Missing semicolon
        if (error.message.find("semicolon") != std::string::npos) {
            size_t pos = code.find(error.location);
            if (pos != std::string::npos) {
                fixed.insert(pos + error.location.size(), ";");
            }
        }
        // Missing brace
        else if (error.message.find("brace") != std::string::npos) {
            if (error.message.find("opening") != std::string::npos) {
                fixed += " {";
            } else {
                fixed += " }";
            }
        }

        return fixed;
    }

    std::string fix_type(const std::string& code, const Error& error) {
        std::string fixed = code;

        // Add type casts where needed
        std::regex type_pattern("(int|float|double|long)\\s+(\\w+)\\s*=\\s*([^;]+)");
        fixed = std::regex_replace(fixed, type_pattern, "$1 $2 = static_cast<$1>($3)");

        return fixed;
    }

    std::string fix_runtime(const std::string& code, const Error& error) {
        std::string fixed = code;

        // Add null checks
        if (error.message.find("null") != std::string::npos) {
            std::regex ptr_deref("(\\w+)->|\\*(\\w+)");
            fixed = std::regex_replace(fixed, ptr_deref, "($1 ? $1-> : nullptr)");
        }

        // Add bounds checks
        if (error.message.find("bounds") != std::string::npos ||
            error.message.find("index") != std::string::npos) {
            std::regex array_access("(\\w+)\\[(\\w+)\\]");
            fixed = std::regex_replace(fixed, array_access,
                "(($2 < $1.size()) ? $1[$2] : throw std::out_of_range(\"bounds\"))");
        }

        return fixed;
    }

    std::string fix_logic(const std::string& code, const Error& error) {
        std::string fixed = code;

        // Off-by-one fixes
        if (error.message.find("off-by-one") != std::string::npos) {
            std::regex loop_cond("i\\s*<\\s*(\\w+)");
            fixed = std::regex_replace(fixed, loop_cond, "i <= $1 - 1");
        }

        return fixed;
    }

    std::string fix_invariant(const std::string& code, const Error& error) {
        std::string fixed = code;

        // Add assertions
        if (!error.suggestion.empty()) {
            fixed = "assert(" + error.suggestion + ");\n" + fixed;
        }

        return fixed;
    }

    bool validate_fix(const std::string& code, const Error& original_error) {
        // Re-analyze to see if error is fixed
        std::vector<Error> remaining_errors;
        analyze_syntax(code, remaining_errors);

        for (const auto& e : remaining_errors) {
            if (e.kind == original_error.kind &&
                e.location == original_error.location) {
                return false;  // Error still present
            }
        }

        return true;
    }

    std::string generate_explanation(const std::string& original,
                                     const std::string& fixed,
                                     const Error& error) {
        std::stringstream ss;
        ss << "Fixed " << error_kind_name(error.kind) << " error:\n";
        ss << "  Problem: " << error.message << "\n";
        ss << "  Location: " << error.location << "\n";
        ss << "  Solution: Applied automatic correction\n";
        return ss.str();
    }

    std::string error_kind_name(ErrorKind kind) {
        switch (kind) {
            case ErrorKind::SYNTAX: return "SYNTAX";
            case ErrorKind::TYPE: return "TYPE";
            case ErrorKind::RUNTIME: return "RUNTIME";
            case ErrorKind::LOGIC: return "LOGIC";
            case ErrorKind::RESOURCE: return "RESOURCE";
            case ErrorKind::INVARIANT: return "INVARIANT";
            default: return "UNKNOWN";
        }
    }

    void analyze_syntax(const std::string& code, std::vector<Error>& errors) {
        // Check balanced braces
        int brace_count = 0;
        int paren_count = 0;

        for (char c : code) {
            if (c == '{') brace_count++;
            else if (c == '}') brace_count--;
            else if (c == '(') paren_count++;
            else if (c == ')') paren_count--;
        }

        if (brace_count != 0) {
            Error e;
            e.kind = ErrorKind::SYNTAX;
            e.message = "Unbalanced braces";
            e.severity = 1.0f;
            errors.push_back(e);
        }

        if (paren_count != 0) {
            Error e;
            e.kind = ErrorKind::SYNTAX;
            e.message = "Unbalanced parentheses";
            e.severity = 1.0f;
            errors.push_back(e);
        }
    }

    void analyze_types(const std::string& code, std::vector<Error>& errors) {
        // Simple type checking (placeholder)
    }

    void analyze_invariants(const std::string& code, std::vector<Error>& errors) {
        // Check for common invariant violations
        if (code.find("/ 0") != std::string::npos ||
            code.find("/0") != std::string::npos) {
            Error e;
            e.kind = ErrorKind::INVARIANT;
            e.message = "Potential division by zero";
            e.severity = 0.9f;
            errors.push_back(e);
        }
    }
};

// ═══════════════════════════════════════════════════════════════════════════════
// MATHEMATICAL VERIFIER
// ═══════════════════════════════════════════════════════════════════════════════

// Verification result
struct VerificationResult {
    bool verified;
    std::string proof;
    std::vector<std::string> assumptions;
    float confidence;
};

// Program verifier using denotational semantics
class MathematicalVerifier {
public:
    // Verify Hoare triple {P} C {Q}
    VerificationResult verify_hoare(const HoareTriple& triple) {
        VerificationResult result;

        // Compute weakest precondition
        std::string wp = compute_wp(triple.code, triple.postcondition);

        // Check if precondition implies wp
        result.verified = implies(triple.precondition, wp);

        if (result.verified) {
            result.proof = "By wp-calculus:\n";
            result.proof += "  wp(" + triple.code + ", " + triple.postcondition + ") = " + wp + "\n";
            result.proof += "  " + triple.precondition + " => " + wp + " [verified]\n";
            result.confidence = 1.0f;
        } else {
            result.proof = "Verification failed: precondition insufficient";
            result.confidence = 0.0f;
        }

        return result;
    }

    // Verify loop invariant
    VerificationResult verify_invariant(const std::string& invariant,
                                        const std::string& loop_body) {
        VerificationResult result;

        // Check that {I ∧ B} body {I}
        std::string wp_body = compute_wp(loop_body, invariant);
        result.verified = implies(invariant, wp_body);

        if (result.verified) {
            result.proof = "Loop invariant preserved:\n";
            result.proof += "  {" + invariant + " ∧ guard} body {" + invariant + "}\n";
            result.confidence = 1.0f;
        }

        return result;
    }

private:
    std::string compute_wp(const std::string& code, const std::string& post) {
        // Simplified wp computation
        // For assignment x := e: wp(x := e, Q) = Q[e/x]
        // For sequence: wp(S1; S2, Q) = wp(S1, wp(S2, Q))
        // For conditional: wp(if B then S1 else S2, Q) = (B => wp(S1, Q)) ∧ (¬B => wp(S2, Q))

        return post;  // Simplified placeholder
    }

    bool implies(const std::string& p, const std::string& q) {
        // Simplified implication check
        // In practice, would use SMT solver
        return p.find(q) != std::string::npos || p == q;
    }
};

// ═══════════════════════════════════════════════════════════════════════════════
// INTEGRATED TOOL SYSTEM
// ═══════════════════════════════════════════════════════════════════════════════

// Tool registry
struct Tool {
    std::string name;
    std::string code;
    ToolSpec spec;
    std::vector<FixProposal> fix_history;
    uint64_t invocation_count;
    float success_rate;
};

class AutonomousToolSystem {
public:
    Gate5000 substrate;
    CodeGenerator generator;
    SandboxedExecutor executor;
    SelfDebugger debugger;
    MathematicalVerifier verifier;

    std::unordered_map<std::string, Tool> tools;

    // Statistics
    uint64_t tools_generated;
    uint64_t tools_debugged;
    uint64_t successful_executions;
    float avg_confidence;

    AutonomousToolSystem()
        : tools_generated(0)
        , tools_debugged(0)
        , successful_executions(0)
        , avg_confidence(1.0f) {

        generator.substrate = &substrate;
        debugger.substrate = &substrate;
        debugger.generator = &generator;
        debugger.executor = &executor;
    }

    void initialize() {
        substrate.init_with_dna(0, 0x5000CAFE);  // Initialize with DNA family 0
    }

    // Create a new tool from specification
    Tool create_tool(const ToolSpec& spec) {
        Tool tool;
        tool.name = spec.name;
        tool.spec = spec;
        tool.invocation_count = 0;
        tool.success_rate = 1.0f;

        // Generate code
        tool.code = generator.generate(spec);

        // Analyze for errors
        auto errors = debugger.analyze(tool.code);

        // Auto-fix any errors
        for (const auto& error : errors) {
            auto fix = debugger.debug(tool.code, error);
            if (fix.confidence > 0.5f) {
                tool.code = fix.fixed_code;
                tool.fix_history.push_back(fix);
                ++tools_debugged;
            }
        }

        // Verify contracts
        for (const auto& contract : spec.contracts) {
            auto result = verifier.verify_hoare(contract);
            if (!result.verified) {
                // Log verification failure
            }
        }

        tools[tool.name] = tool;
        ++tools_generated;

        return tool;
    }

    // Execute a tool
    ExecutionResult execute_tool(const std::string& name, const std::string& input) {
        if (tools.find(name) == tools.end()) {
            ExecutionResult result;
            result.success = false;
            result.error = "Tool not found: " + name;
            return result;
        }

        Tool& tool = tools[name];
        ++tool.invocation_count;

        auto result = executor.execute(tool.code, input);

        if (result.success) {
            ++successful_executions;
            tool.success_rate = 0.99f * tool.success_rate + 0.01f;
        } else {
            tool.success_rate = 0.99f * tool.success_rate;

            // Attempt auto-debug
            Error error;
            error.kind = ErrorKind::RUNTIME;
            error.message = result.error;

            auto fix = debugger.debug(tool.code, error);
            if (fix.confidence > 0.5f) {
                tool.code = fix.fixed_code;
                tool.fix_history.push_back(fix);
                ++tools_debugged;

                // Retry execution
                result = executor.execute(tool.code, input);
            }
        }

        // Update substrate based on execution
        update_substrate(tool, result);

        return result;
    }

    // Debug external code
    FixProposal debug_code(const std::string& code, const std::string& error_msg) {
        Error error;
        error.kind = ErrorKind::RUNTIME;
        error.message = error_msg;

        auto fix = debugger.debug(code, error);
        ++tools_debugged;

        return fix;
    }

    // Get system statistics
    void print_stats() const {
        std::cout << "\n=== Autonomous Tool System Statistics ===\n";
        std::cout << "  Tools generated:      " << tools_generated << "\n";
        std::cout << "  Tools debugged:       " << tools_debugged << "\n";
        std::cout << "  Successful executions: " << successful_executions << "\n";
        std::cout << "  Avg confidence:       " << avg_confidence << "\n";
        std::cout << "  Gate5000 density:     " << substrate.popcount() / 5000.0f << "\n";
    }

private:
    void update_substrate(const Tool& tool, const ExecutionResult& result) {
        // Encode tool state into substrate
        uint64_t hash = std::hash<std::string>{}(tool.name);

        if (result.success) {
            // Set success bits
            substrate.state[hash % 79] |= (1ULL << (hash % 64));
        } else {
            // Clear failure bits
            substrate.state[hash % 79] &= ~(1ULL << (hash % 64));
        }
    }
};

} // namespace mind_farm
Mathematical records from this source

SELF-DEBUGGING SYSTEM · F(x)

This relation defines F(x) in the source section “SELF-DEBUGGING SYSTEM · F(x)”. Uses a derivative or gradient to describe a rate of change or a direction of variation. Its…
MATHEMATICAL VERIFIER · For assignment x := e: wp(x := e, Q)

This relation defines For assignment x : in the source section “MATHEMATICAL VERIFIER · For assignment x := e: wp(x := e, Q)”. It specifies the displayed relationship between the…
MATHEMATICAL VERIFIER · For sequence: wp(S1; S2, Q)

This relation defines For sequence: wp(S1; S2, Q) in the source section “MATHEMATICAL VERIFIER · For sequence: wp(S1; S2, Q)”. It specifies the displayed relationship between the…