§2 VMF Scan — Static Analysis Engine Layer §1 of the Debt Collector Stack Author: Shrikant Bhosale (@debtcollector21) 2.1 What It Is VMF (Vulnerability Manifold Framework) is a multi-language static analysis engine that scans source code for 8-15 vulnerability patterns per language, scores each finding by geometric curvature, and projects them through 6 observation dimensions … Read more
Mathematical Proofs: The Error Principle Formalization of the Projection Collapse Theorem and Quadratic Debt-Exploit Relation Author: Shrikant Bhosale (@debtcollector21) Version: 1.0 (Formalized July 2026) Status: Rigorously proven — see challenge at §6 Preamble: Why This Matters The academic criticism is valid: “argued” is not “proven.” This document provides rigorous mathematical proofs for the core theorems … Read more
§0 Birth of Vulnerabilities — Not Bugs — From First Principles A Derivation of the Necessity of Exploitable Error from the Physical Laws of Computation Author: Shrikant Bhosale (@debtcollector21) Version: 1.0 (Formalized July 2026) Epistemological Status: First-principles derivation — not empirical, not heuristic, not opinion Preamble: The Question Every vulnerability researcher asks: Why do vulnerabilities … Read more
§1 Manifesto: The Error Principle Information Debt as the Root Cause of Exploitable Vulnerabilities Author: Shrikant Bhosale (@debtcollector21) Version: 2.0 (Formalized) Proof Basis: A06 — [Vendor]-confirmed P2/S2 ([Vendor] Issue 533645392) 1.1 The Central Observation Every exploitable vulnerability arises from a gap between what a programmer assumed about program state and what an attacker can make … Read more
The Debt Collector Stack Weapons-Grade Vulnerability Engineering Author: Shrikant Bhosale (@debtcollector21) Repository: software-bug-hunter/debt_collector_stack/ Date: July 2026 Classification: PUBLIC — Methodology Reference What This Is Eight layers of integrated tooling + one foundational proof that transform a single observation — vulnerabilities are not bugs; they are structural gaps between intent and physics — into automated, measurable, … Read more
GCC Strips assert() at -O2 — Even With NDEBUG=0 GCC Strips assert() at -O2 — Even With NDEBUG=0 The debugger debugs with a lie. 16 safety patterns, 28 compiler variants, 1 measurable truth: the binary is what ships, and the binary is naked. 28 Compiler Variants Built 16 Safety Patterns in Source 0 Surviving at … Read more
Every gcc_checking_assert, every lockdep_assert_held, every VM_BUG_ON — all compiled out of production builds. We counted 22,578 in GCC and the Linux kernel alone. Here’s what that means. The Betrayal Linus Never Saw Coming The Betrayal Linus Never Saw Coming 22,578 Stripped Safety Nets in the C/C++ Ecosystem — Shrikant Bhosale, July 2026 1. The Trust … Read more
In August 2022, CVE-2022-3075 was disclosed: a heap corruption vulnerability in Chrome’s Mojo IPC that enabled sandbox escape. Google rated it Critical. It had been exploited in the wild. The bug was simple: Mojo’s nullptr element validator skipped type validation in a specific deserialization path. An attacker with renderer code execution could send a crafted … Read more
You don’t need a custom scanner to apply the Error Principle to your codebase. You can measure information debt with a pen, a printout, and 30 minutes per file. Here’s the step-by-step methodology I use — the same one that found 53 information debt points in Android AOSP system services. Step 1: Identify Trust Boundaries … Read more
I audited three files from Android AOSP system services. 36,003 lines of Java. Three files from a codebase that ships on 3 billion devices. I found 53 instances of information debt — places where error handling silently degrades the security model. 22 of 53 have no effective error handling at all. This is the real-world … Read more