Update README.md

README.md

@@ -22,51 +22,50 @@ It exists solely for responsible security research, reproducibility, and validat
 
 ## Reproducer File
 
-- poc_array_overflow.gguf — minimized crash-triggering GGUF payload (~64 bytes)
+- poc_array_overflow.gguf — minimized crash-triggering GGUF payload (~64 bytes).
 
 ## Model Details
 
-- Model type: Not a model — intentionally malformed GGUF payload
-- Primary purpose: Security research (Model File Vulnerability testing)
-- Format: GGUF binary
-- Size: ~64 bytes
+- Model type: Not a model — intentionally malformed GGUF payload.
+- Primary purpose: Security research (Model File Vulnerability testing).
+- Format: GGUF binary.
+- Size: ~64 bytes.
 - Behavior: Triggers std::bad_alloc inside gguf_reader::read() due to attacker-controlled array length expansion.
 The PoC was minimized via AFL++ afl-tmin, producing a stable deterministic reproducer.
 
 ## Intended Use
 
 This artifact is intended for:
-- Maintainership debugging
-- MFV vulnerability validation
-- Reproducibility of the heap overflow crash path
-- Security pipeline hardening against malformed GGUF metadata
+- Maintainership debugging.
+- MFV vulnerability validation.
+- Reproducibility of the heap overflow crash path.
+- Security pipeline hardening against malformed GGUF metadata.
 
 ## Out-of-Scope / Misuse Warning
 
 This file must not be:
-- Used for inference
-- Integrated into llama.cpp deployments
-- Loaded in any production or user-facing systems
-- Used outside controlled security testing environments
+- Used for inference.
+- Integrated into llama.cpp deployments.
+- Loaded in any production or user-facing systems.
+- Used outside controlled security testing environments. 
 The file is intentionally malformed and triggers abnormal memory allocations and parser failures.
 
 ## Software
 
 This PoC was generated and validated using the following software stack:
-- Ubuntu 22.04 LTS
-- AFL++ 4.00c / 4.35a
-- GCC 12
-- llama.cpp GGUF loader (specific commit used during harness build)
-- Custom hardened GGUF harness used as reproduction target
-This information supports maintainers in reproducing the issue.
+- Ubuntu 22.04 LTS.
+- AFL++ 4.00c / 4.35a.
+- GCC 12.
+- llama.cpp GGUF loader (specific commit used during harness build).
+- Custom hardened GGUF harness used as reproduction target.
 
 ## Citation
 
 This repository does not correspond to a research model or paper.
 It is a malformed artifact for MFV security disclosure.
 
-- BibTeX: Not applicable
-- APA: Not applicable
+- BibTeX: Not applicable.
+- APA: Not applicable.
 
 ## Glossary
 
@@ -80,14 +79,14 @@ Occurs when attacker-controlled metadata forces the parser to allocate or access
 
 This repository forms part of a Huntr Model File Vulnerability (MFV) disclosure.
 The payload demonstrates:
-- Memory-safety violations
-- Unbounded allocation paths
-- Malformed metadata handling gaps
+- Memory-safety violations.
+- Unbounded allocation paths.
+- Malformed metadata handling gaps. 
 The artifact is safe to store and inspect but unsafe to load.
 
 ## Model Card Authors
 
-- Author: aTmHnTR (security researcher submitting the MFV)
+- Author: aTmHnTR (security researcher submitting the MFV).
 
 ## Model Card Contact