13 Phases. 235 Engines. Zero Guesswork.

The system opens your file and answers the most basic question: what is this thing? It reads the first few bytes to identify the format. ELF files start with 7F 45 4C 46. PE files start with MZ. Once identified, the engines extract the internal structure: executable code, data, strings, and compiler metadata.

Auto-unpacking (Engine 235) and instruction normalization. Machine code is translated into human-readable assembly. Packed or obfuscated binaries are automatically unpacked before decoding.

Linear and recursive disassembly maps every decision point — every if/else, every switch statement, every loop. Hidden behavior starts to surface here: functions that only execute on specific dates, code paths that activate on network failures.

Builds basic block and control flow graphs. Tracks heap allocations, stack usage, pointer relationships, and buffer boundaries. Finds buffer overflows and use-after-free errors automatically.

Taint tracking and semantic validation using Z3. Traces every piece of data from entry to sensitive operation. If user input reaches a format string function without sanitization, this phase flags it.

Translates assembly back into C-like pseudocode with inferred types and meaningful variable names. Replaces var_28h with encryption_key based on usage context.

String, function, and behavior classification. Compares against 8.7 million malware signatures, known CVEs, compiler fingerprints, and API behavior databases. Classifies every function by purpose: cryptographic operations, networking, privilege escalation, anti-analysis techniques.

Environment and API emulation. Binary executed in a sealed sandbox with no network access. Watches runtime behavior: file creation, network attempts, system calls, and memory mutations. Runtime data is correlated with static analysis from all previous phases.

CWE and CVE detection with capability chain analysis. Cross-references findings against patterns from thousands of binaries to calibrate confidence scores. A finding confirmed by multiple independent techniques gets higher confidence.

Milvus embedding, search, and cross-binary correlation. Converts analysis artifacts into high-dimensional vectors for semantic similarity search across the entire binary corpus.

PEST narrative compilers (Ν-1 through Ν-master) translate all technical analysis into professional, structured English tailored to 10 distinct analysis profiles. A Malware Analyst report emphasizes kill chains. A Compliance Auditor report emphasizes regulatory controls.

Invariant Shield plus 8 quality gates verify: evidence references point to real bytes, claims are supported by analysis techniques, confidence scores are consistent, narrative matches underlying data, internal terms are removed. Nothing reaches you without passing all checks.

Boundary resolver, coverage calculation, and DFS scoring. Generates actionable remediation guidance with prioritized fix recommendations based on risk severity and exploitability.