string Name = "Buffalo";
bool IsActive = true;
int Count = 42;Represent raw values translated to NativeValuePrototypes
Familiar syntax for C# developers
Prototype Types (Uppercase)
System.String Name = "Buffalo";
System.Boolean IsActive = true;
System.Int32 Count = 42;Structured nodes with metadata for explicit Prototype integration]
Enable rich graph operations with C# type safety
prototype City {
string Name = "";
function FormatName() : string {
return String.Format("City: {0}", Name);
}
}
What's Happening:
Runtime converts string["Buffalo"] to C# string
Processes String.Format call
Returns string["City: Buffalo"] as ProtoScript node
string["hello"] becomes C# stringList<string> maps to ProtoScript Collectionprototype State {
string Name = "";
Collection Cities = new Collection();
function GetCityCount() : int {
return Cities.Count; // Maps to List<T>.Count
}
}
prototype NewYork_State : State {
Name = "New York";
}
NewYork_State.Cities.Add(NewYork_City);
int count = NewYork_State.GetCityCount(); // Returns 1Integration Benefits:
prototype CityList {
Collection CityNames = new Collection();
function AddCitiesFromCSharp(List<string> csharpList) : CityList {
foreach (string city in csharpList) {
CityNames.Add(city);
}
return this;
}
}
// External C# data
List<string> csharpCities = new List<string> { "Buffalo", "Albany" };
CityList_Example.AddCitiesFromCSharp(csharpCities);
Integration Benefits:
List<string> to ProtoScript iterationstring NativeValuePrototype[TransferFunction(NL)]
function Query_To_CSharpMethod(Query query) : string {
if (query.Question == "Who lives in Springfield?") {
Collection names = new Collection();
foreach (Person p in AllPersons) {
if (p.Location.Name == "Simpsons House") {
names.Add(p.Name);
}
}
return String.Join(", ", names.ToArray());
}
return "";
}
Cross-Domain Power:
// HCP for int i = 0 after Parameterization
prototype TestNamespace_5E0C7570A1C2276F8E9ECEE135323F87 {
string .0 = "i"; // Variable name
CSharp_Expression .1 = IntegerLiteral_0; // Initializer
}
Key Benefits:
SimpsonsHouseParent)Example: C# Variable Declaration Tree
a_variable
├── an_initialized_variable
│ ├── an_initialized_string_variable
│ │ ├── string s1 = ""
│ │ ├── string s2 = "hello world"
│ │ └── string name = "Alice"
│ └── an_initialized_integer_variable
│ ├── int i = 0
│ ├── int j = -1
│ └── int counter = 42
└── an_uninitialized_variableDynamic Benefits:
Current single-channel clustering can be enhanced by adding contextual feedback:
Traditional Approach:
Dual-Channel Enhancement:
prototype Homer : Person {
Name = "Homer Simpson";
Gender = "Male";
Location = SimpsonsHouse;
Narrative_Role = "FamilyMember"; // Secondary channel
}
// Scoring Results:
// SimpsonsHouseParent: High score (both Homer and Marge are "FamilyMember")
// SimpsonsMale: Low score (mixed roles: "FamilyMember" vs "Neighbor")Revolutionary Impact:
Current single-channel clustering can be enhanced by adding contextual feedback:
Traditional Approach:
Dual-Channel Enhancement:
prototype Homer : Person {
Name = "Homer Simpson";
Gender = "Male";
Location = SimpsonsHouse;
Narrative_Role = "FamilyMember"; // Secondary channel
}
// Scoring Results:
// SimpsonsHouseParent: High score (both Homer and Marge are "FamilyMember")
// SimpsonsMale: Low score (mixed roles: "FamilyMember" vs "Neighbor")Revolutionary Impact:
ProtoScript handles complex computational tasks like binary addition, showcasing its universal computational framework potential.
Binary Addition Example: 11 + 10 = 101
prototype AdditionState {
Collection SumBits = new Collection();
int Carry = 0;
function ComputeBit(Bit bit1, Bit bit2) : Bit {
int sum = bit1.Value + bit2.Value + Carry;
SumBits.Add(new Bit { Value = sum % 2 });
Carry = sum / 2;
return SumBits[SumBits.Count - 1];
}
}
function AddBinary(BinaryNumber num1, BinaryNumber num2) : BinaryNumber {
AdditionState state = new AdditionState();
// Process bits right-to-left with carry logic
// Result: 11 + 10 = 101
}
Computational Significance:
ProtoScript handles both constrained and underconstrained relationship mappings.
// NL "true" → C# bool true (exact mapping)
if (nl.Value == "true") {
cs.Initializer = "true"; // Precise transformation
}
Underconstrained Relationships (One-to-Many)
// NL "integer" → int, long, short, uint (ambiguous)
if (nl.Type == "integer") {
cs.Type = "int"; // Default choice with context resolution
}
Resolution Strategies:
ProtoScript's operations align with established graph theory and computer science concepts:
Develop runtime support for secondary channels with integrated feedback mechanisms:
Address combinatorial challenges in learning Transformation Functions:
Explore combinations of ProtoScript's symbolic reasoning with neural components:
[TransferFunction(NL)]
function MedicalQuery_To_SQL(Medical_Query query) : SQL_Query {
if (query.QueryText == "Find patients with diabetes" &&
query.Context == "Hospital") {
sql.TableName = "Patients";
sql.Conditions = "Condition = 'Diabetes'";
}
return sql;
}
Target Domains:
Example: Learning Negation Function
// Observed Input-Output Pair:
// Input: int[1] → Output: int[-1]
// Learned Function:
prototype Integer {
int Value = 0;
function Negation() : Integer {
return new Integer { Value = -this.Value };
}
}
Unlike gradient descent approaches requiring:
// Begin with familiar C# primitive mapping
prototype Entity {
string Name = "";
bool IsActive = true;
int Priority = 0;
}
// Use Collection for familiar List<T> operations
prototype Container {
Collection Items = new Collection();
function GetCount() : int {
return Items.Count; // Direct C# API access
}
}
3. Build Transformation Functions Incrementally
// Start with constrained (one-to-one) mappings
[TransferFunction(Domain)]
function SimpleMapping(Input input) : Output {
Output result = new Output();
result.Property = input.Property; // Direct mapping
return result;
}
4. Plan for Underconstrained Cases
// Handle ambiguous mappings with defaults and context
function HandleAmbiguity(Input input) : Output {
if (input.Type == "ambiguous_value") {
return DefaultChoice(); // With contextual refinement
}
return PreciseMapping(input);
}
ProtoScript's integration capabilities and advanced features position it as a revolutionary platform for:
vs. Traditional Ontologies:
vs. Neural Networks:
ProtoScript empowers developers to: