MinTok AST Virtualization for Go (Golang)
Compile Go (Golang) 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 80.1% fewer prompt tokens.
Why Go (Golang) Inflates LLM Context Windows
The Go (Golang) 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 Go (Golang) compiler leverages native `tree-sitter-go` 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 80.1% token reduction while preserving 100% of functional contracts and type bounds.
Go (Golang) AST Slicing Pipeline
Four-stage deterministic AST compaction executed inside Cloudflare V8 WebAssembly isolates in <3ms.
Error Check Condensation
Folds repetitive if err != nil boilerplate into compact invariant assertions.
Interface Method Extraction
Presents clean interface boundaries without bloating context with full package implementations.
Struct Tag Normalization
Condenses JSON, DB, and YAML struct tags into unified field metadata.
Goroutine & Channel Flow
Maps channel send/receive types into clear concurrency contracts.
AST Transformation Benchmark
Compare raw source code tokens against MinTok compiled IR for Go (Golang).
// Raw Go (320 Tokens)
package service
import (
"context"
"errors"
"time"
)
type WorkerPool interface {
Submit(ctx context.Context, job Job) error
Close() error
}
type DefaultPool struct {
workers int
queue chan Job
timeout time.Duration
}
func (p *DefaultPool) Submit(ctx context.Context, job Job) error {
select {
case p.queue <- job:
return nil
case <-ctx.Done():
return ctx.Err()
}
}
// MinTok IR (63 Tokens — 80.1% Saved)
@interface WorkerPool { Submit(ctx, Job) -> err, Close() -> err }
@struct DefaultPool(workers:int, queue:chan Job, timeout:dur)
Core Go (Golang) 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 .go 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 Flags for Go (Golang)
mintok compile src/ --lang go
Compiles all .go files into high-density MinTok IR format.
mintok check --lang go --strict
Validates AST syntax invariants and verifies that no syntax errors were introduced.
mintok run --lang go --ratio 0.20
Targets a strict 80% context compression ratio during autonomous execution.
Go (Golang) AST Compilation Questions
Does MinTok break Go (Golang) 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 Go (Golang) 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 Go (Golang) projects?
Yes. MinTok builds a project-wide symbol dependency graph across all .go files, enabling surgical cross-file refactoring without context blowouts.
What is the compression speed?
MinTok compiles Go (Golang) ASTs in less than 3 milliseconds per file inside Cloudflare V8 WebAssembly isolates.