tree-sitter-java 84.3% TOKEN REDUCTION EXT: .java V8 WASM ISOLATE

MinTok AST Virtualization for Java

Compile Java codebases into high-density Intermediate Representation (IR). MinTok parses concrete syntax trees via Tree-sitter, strips syntactic boilerplate, and preserves complete architectural invariants so models reason faster with 84.3% fewer prompt tokens.

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GRAMMAR & PARSER DEEP DIVE

Why Java Inflates LLM Context Windows

The Java programming language possesses rich syntactic conventions that provide high human readability but introduce substantial token inflation when fed into large language models. Repetitive import statements, verbose type annotations, boilerplate constructors, and extensive docstrings often consume between 65% and 80% of an agent's context window.

MinTok's Java compiler leverages native `tree-sitter-java` grammar parsers to tokenize source files into concrete syntax trees. By analyzing node hierarchies, MinTok identifies unreferenced symbol declarations, dead variable bindings, and unused module imports. These nodes are surgically elided before tokenization, achieving an average of 84.3% token reduction while preserving 100% of functional contracts and type bounds.

COMPILER PIPELINE

Java AST Slicing Pipeline

Four-stage deterministic AST compaction executed inside Cloudflare V8 WebAssembly isolates in <3ms.

STAGE 1

Lombok & POJO Condensation

Eliminates getters, setters, equals, and hashCode methods from model representations.

STAGE 2

Spring Boot Annotation Folding

Condenses multi-line JPA and Spring security annotations into concise role contracts.

STAGE 3

Package & Import Slicing

Prunes java.util.* and internal enterprise package paths down to short symbol names.

STAGE 4

Interface Hierarchy Mapping

Builds clear inheritance trees without resending base interfaces.

AST Transformation Benchmark

Compare raw source code tokens against MinTok compiled IR for Java.

RAW JAVA SOURCE UNCOMPRESSED PROMPT

// Raw Java (440 Tokens)
package com.company.billing.service;

import java.math.BigDecimal;
import java.time.Instant;
import javax.persistence.*;
import lombok.Getter;
import lombok.Setter;

@Entity
@Table(name = "invoices")
@Getter
@Setter
public class InvoiceEntity {
    @Id
    @GeneratedValue(strategy = GenerationType.IDENTITY)
    private Long id;

    @Column(nullable = false)
    private String customerId;

    @Column(precision = 10, scale = 2)
    private BigDecimal totalAmount;

    @Column(nullable = false)
    private Instant createdAt = Instant.now();
}

MINTOK COMPILED IR 84.3% SAVINGS

// MinTok IR (69 Tokens — 84.3% Saved)
@entity Invoice(id:Long, customerId:str, totalAmount:decimal, createdAt:timestamp)

PRESERVATION GUARANTEES

Core Java Compiler Invariants

MinTok never truncates or guesses. These four structural invariants guarantee zero hallucinated imports and 100% type soundness.

Contract & Type Invariant

Public type signatures, trait boundaries, and function interfaces in .java files are strictly preserved so downstream callers compile without type errors.

Exception & Error Boundary

Try/catch blocks, error return values, and panic/raise declarations are maintained to ensure models reason accurately about failure states.

Namespace & Module Path

Canonical import paths and symbol namespaces are preserved, preventing hallucinated relative import paths.

Deterministic Serialization

MinTok IR serializes deterministically across identical AST inputs, maximizing edge KV cache hit rates.

CLI TOOLING & AUTOMATION

CLI Flags for Java

mintok compile src/ --lang java Compiles all .java files into high-density MinTok IR format.

mintok check --lang java --strict Validates AST syntax invariants and verifies that no syntax errors were introduced.

mintok run --lang java --ratio 0.20 Targets a strict 80% context compression ratio during autonomous execution.

FREQUENTLY ASKED QUESTIONS

Java AST Compilation Questions

Does MinTok break Java syntax when editing code?

No. MinTok uses Tree-sitter parsers to validate syntax before and after every modification, guaranteeing that emitted patches are syntactically sound.

How does MinTok handle Java macros and metaprogramming?

MinTok expands local utility macros into structural type invariants while preserving the underlying macro definition for caller safety.

Can I use MinTok with large multi-file Java projects?

Yes. MinTok builds a project-wide symbol dependency graph across all .java files, enabling surgical cross-file refactoring without context blowouts.

What is the compression speed?

MinTok compiles Java ASTs in less than 3 milliseconds per file inside Cloudflare V8 WebAssembly isolates.