Appendix B: Empirical CVE Validation Every claim in this documentation is backed by either: 1. A confirmed finding ([Vendor]-assigned P2/S2, [Vendor]-accepted, etc.) 2. A known CVE that matches the Error Principle pattern 3. A reproducible PoC with ASAN crash confirmation B.1 Confirmed Findings (Debt Collector Pipeline) ID Target Pattern D_e CVSS Status A01 [Vendor] Parcel.cpp … Read more
Appendix A: Glossary Author: Shrikant Bhosale (@debtcollector21) Term Definition AttackGraph Formal G=(V,E) model where V = security states, E = exploit steps. Enables pathfinding through vulnerability space. Collapse A finding is “collapsed” (rejected) when its total curvature κ_total < 0.50 or any dimension κ_d < 0.30. Curvature (κ) 6-dimensional geometric score of a finding’s reality. … Read more
§10 The Solution: Debt-Managed Engineering From Diagnosis to Prescription — What We Do About the Inevitability Author: Shrikant Bhosale (@debtcollector21) Status: Proposal — implementable now Preamble: The Obligation The Error Principle proves that vulnerabilities are inevitable. The Three-Gap Theorem proves that perfect security is physically impossible. The Debt Cascade proves that toolchains silently amplify debt. … Read more
§9 Compilers and Interpreters: The Silent Amplifiers of Information Debt Why the Toolchain Is Not Neutral — And How It Doubles Debt Without Writing a Line of Code Author: Shrikant Bhosale (@debtcollector21) Version: 1.0 (Formalized July 2026) Proof Basis: Theorem 7 (Compiler-Interpreter Composition) — proven below; validated against [Vendor] JIT CVE corpus and VMF scan … Read more
§8 Reporting — Visualization & Output Layer §7 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 8.1 What It Is The reporting layer converts the raw output of all six preceding layers into human-readable, machine-parseable, and submission-ready formats. A vulnerability that cannot be communicated does not exist. 8.2 Output Formats 8.2.1 UMM HTML Color … Read more
§7 AttackGraph — Formal Exploit Chain Model Layer §6 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 7.1 What It Is AttackGraph is a formal mathematical model of exploit chains as a directed graph G = (V, E): V = StateNode: A security-relevant program state (e.g., recon_info, heap_corruption, code_execution) E = ExploitStep: A finding … Read more
§6 Knowledge Units — The Pattern Registry Layer §5 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 6.1 What It Is The Knowledge Unit (KU) engine is a pattern registry that stores, matches, and generalizes vulnerability patterns. It serves as the bridge between the VMF scanner’s raw findings and the AttackGraph’s formal chain model. … Read more
§5 Pipeline — ASAN→KU→AttackGraph Fusion Layer §4 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 5.1 What It Is The fusion pipeline that converts raw crash output from a fuzzer (or any ASAN-compatible crash) into a classified, chained, scored finding in the AttackGraph. This is the translation layer between dynamic analysis (fuzzing) and the … Read more
§4 Wasm Fuzzer — Guided Mutation Engine Layer §3 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 4.1 What It Is A guided mutation fuzzer targeting Wasm decoder error-debt paths. Unlike coverage-guided fuzzers (libFuzzer, AFL) that explore code paths generically, this fuzzer knows where the debt is and mutates specifically to trigger it. The … Read more
§3 UMM — Universal Memory Mapper Layer §2 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 3.1 What It Is UMM (Universal Memory Mapper) is a dual-mode memory analysis tool: 1. Runtime mode: Reads /proc/<pid>/maps to analyze a running process’s memory layout 2. Binary mode: Parses ELF, Mach-O, and PE binaries to analyze their … Read more