Autonomous Program
Repair
Neurosymbolic Architecture for Deterministic Program Repair
Kronumos combines neural reasoning models with a deterministic native Rust compiler kernel to synthesize verified bug repairs with zero dirty diffs.
5µs Native Sub-Cortex
Direct C-ABI FFI bindings eliminate runtime overhead, executing Tree-sitter AST validation and indentation healing under 5 microseconds.
Deterministic Patch Repair
Generates verified multi-line code patches with 100% syntax compliance, resolving complex upstream software bugs in production repositories.
Zero Dirty Diffs
Automated structural AST guards reject destructive function rewrites, enforcing minimal 1-5 line patches verified against upstream test suites.
Deterministic Compiler Verification for Neural Program Repair
Kronumos investigates the integration of generative language models with formal compiler analysis. The framework prevents syntax regression by verifying abstract syntax trees prior to applying unified diffs.
Autonomous Program Repair
Developing autonomous agents capable of diagnosing root-cause software bugs, synthesizing surgical code modifications, and independently verifying fixes against exhaustive regression suites.
Dual-Brain Architecture
Pairing deep neural reasoning models with an unyielding native Rust compiler kernel (C-ABI 5µs). Generative reasoning plans the fix; deterministic compilers guarantee mathematical syntax safety.
Air-Gapped & Sovereign
Engineered for uncompromising data sovereignty. The entire Kronumos stack can be deployed fully air-gapped on private bare-metal infrastructure without leaking proprietary IP to external cloud providers.
Technical Comparison
Systematic comparison between unconstrained neural code generation and compiler-assisted program repair.
Probabilistic Guessing Without Compiler Invariants
- [–]Syntax & Indentation Hallucinations: Frequently generates malformed whitespace or severed brackets that immediately fail standard
git applyin CI/CD pipelines. - [–]Destructive Function Rewrites: Strips original docstrings, deletes type signatures, or rewrites 500 lines of code when only a single logic statement was broken.
- [–]Context Window Saturation: Ingests unscrubbed stack traces and external framework frames without AST filtering, saturating attention context windows.
- [–]Proprietary IP Leakage: Requires uploading entire enterprise proprietary codebases to remote commercial API servers.
Neural Reasoning Shielded by Native Rust
- [+]Zero Dirty Diffs Invariant: Native Rust Tree-sitter parsers pre-cognitively validate AST integrity before any patch touches production git branches. 100% clean
git apply. - [+]Minimal Surgical Patches (1–5 Lines): Structural AST sentinels reject destructive rewrites, rigorously preserving codebase docstrings and formatting invariants.
- [+]Deterministic Formatting Healing (5µs): Heals indentation and block structural errors in under 5 microseconds at the C-ABI FFI layer without triggering secondary LLM roundtrips.
- [+]100% Sovereign & Air-Gapped: Fully deployable on private bare-metal clusters and sovereign air-gapped infrastructure with zero cloud dependency.
Founders & Engineering Team
Kronumos was founded to develop verified, deterministic program repair systems.
Muhammad Naufal Daffa
Leads AI systems architecture, native Rust compiler kernel engineering, and empirical benchmarking on Princeton SWE-bench Verified.
Muhamad Sufyan
Leads operational infrastructure, organizational governance, and research collaboration partnerships.
Adi Supriyadi
Leads frontend interface architecture, developer tooling ergonomics, and system visual typography.