Architecture &Engineering
Legacy application security scanners generate overwhelming noise and grind CI pipelines to a halt. Codefy executes syntax tree dataflow analysis in-process in sub-15ms passes with zero arbitrary host commands.
- Deterministic Diffs
- Regression Tested
- 1-Click GitHub PR
- Tree-sitter WASM
- Zero Hallucination
- Concrete Paths
- On-Device Scrubbing
- Offline Embedding
- Local Inference
- Read-only Rootfs
- No Dynamic Eval
- Strict AppArmor
- 100k Lines/Sec
- Direct Memory AST
- Zero Daemon Lag
- Source-Sink Paths
- Interactive Graph
- Zero Alert Fatigue
- Offensive Exploits
- Defensive AST
- Zero False Positives
- GitHub Actions
- VS Code & JetBrains
- Pre-Commit Hooks
- Cross-Repo Symbols
- Hardware Accel
- Taint Traversal
- Deterministic Diffs
- Regression Tested
- 1-Click GitHub PR
- Tree-sitter WASM
- Zero Hallucination
- Concrete Paths
- On-Device Scrubbing
- Offline Embedding
- Local Inference
- Read-only Rootfs
- No Dynamic Eval
- Strict AppArmor
- 100k Lines/Sec
- Direct Memory AST
- Zero Daemon Lag
- Source-Sink Paths
- Interactive Graph
- Zero Alert Fatigue
- Offensive Exploits
- Defensive AST
- Zero False Positives
- GitHub Actions
- VS Code & JetBrains
- Pre-Commit Hooks
- Cross-Repo Symbols
- Hardware Accel
- Taint Traversal
- Deterministic Diffs
- Regression Tested
- 1-Click GitHub PR
- Tree-sitter WASM
- Zero Hallucination
- Concrete Paths
- On-Device Scrubbing
- Offline Embedding
- Local Inference
- Read-only Rootfs
- No Dynamic Eval
- Strict AppArmor
- 100k Lines/Sec
- Direct Memory AST
- Zero Daemon Lag
- Source-Sink Paths
- Interactive Graph
- Zero Alert Fatigue
- Offensive Exploits
- Defensive AST
- Zero False Positives
- GitHub Actions
- VS Code & JetBrains
- Pre-Commit Hooks
- Cross-Repo Symbols
- Hardware Accel
- Taint Traversal
Deterministic Triage.
Findings are verified through concrete AST dataflow paths. No probabilistic guesses, zero alert fatigue.
Frequently Answered Questions.
Deep architectural details on our compiler pipeline and security fleet.
Commercial SAST tools operate as heavy external daemons or cloud uploads that scan entire repos slowly, yielding hundreds of noisy warnings without actionable taint traces. Codefy runs directly in the developer process using Tree-sitter WASM, providing sub-15ms feedback on exact AST subtrees while code is being typed.
Standard regex-based linting flags patterns without knowing if user input actually reaches a sink. Codefy builds a unified CPG combining Abstract Syntax Trees, Control Flow Graphs, and Program Dependence Graphs. It traces data from untrusted sources through sanitizers to sinks, discarding any finding where sanitization is provably applied.
Axiom never applies unverified AI completions. Every synthesized patch must pass deterministic re-analysis against the CPG: the taint sink must be severed without altering AST control-flow invariants or breaking project syntax. If the patch fails verification, it is rejected before developer review.
Traditional scanning scripts often concatenate user arguments into shell commands, risking remote command injection. Axiom uses strictly typed container profiles with fixed binary arguments, ephemeral unprivileged containers, and no shell interpreter (/bin/sh or bash) invoked at runtime.
Yes. Tree-sitter grammars are packaged as standalone WASM modules with zero network calls. The entire core analyzer, CPG constructor, and local CLI run completely air-gapped without external telemetry.
Current production support includes TypeScript, JavaScript, Python, Go, and Rust, with C/C++ and Java grammars currently in active staging.