An in-depth analysis of how modern commercial tracking suites profile client hardware, and how mathematical perturbation can render entropy vectors non-deterministic.
Devansh Mishra
Engineer and builder focused on automations, web security, anti-fingerprinting primitives, and systems scripting. Studying Computer Science at Meerut Institute of Engineering & Technology.
WRITING [4 Essays]
Overcoming headless browser heuristics, runtime prototype patching, and Chrome DevTools Protocol (CDP) signal leaks in high-throughput automated agents.
How to intercept WebGL context calls to mask GPU vendor strings, renderer descriptions, and shader precision constants with zero perceptual lag.
Examining obfuscated client-side sensor payloads, behavioral event timing analysis, and mouse dynamics extraction in commercial mitigation tools.
HIGHLIGHTS [Selected]
Conceived and engineered an open-source browser privacy engine that intercepts and randomizes Canvas 2D, WebGL, AudioContext, and Navigator metrics against persistent hardware profiling.
Researched evasion methodologies against advanced anti-bot sensor scripts. Developed automation pipelines emulating native human behavioral telemetry and protocol-level consistency.
Authored specialized command-line utilities and network diagnostic scripts in Python and TypeScript for TLS fingerprint auditing, proxy multiplexing, and rapid web security research.
Studying at Meerut Institute of Engineering & Technology. Focused on systems programming, operating system abstractions, computer networks, and practical security.
CURRENT PROJECTS [Active Builds]
Website Fingerprint Spoofer
Active / v2.1"When observation becomes tracking, entropy is the only defense."
Advanced privacy utility to spoof and randomize browser fingerprints against persistent web trackers. Intercepts and injects imperceptible noise into Canvas 2D, masks WebGL vendor & renderer strings, perturbs AudioContext oscillator buffers, and camouflages hardware concurrency without breaking site functionality.
StealthScrape Engine
In Development"Real browsers leave fingerprints; automated ones leave signatures. Eradicate the difference."
Resilient web automation framework engineered for challenging, sensor-heavy web environments. Features native V8 prototype patching, CDP artifact eradication, dynamic TLS JA3/JA4 profile rotation, and humanized biometric cursor movement simulation.
"Randomness breaks applications. Deterministic realism stress-tests them."
Deterministic hardware & behavioral matrix generator for automated testing and staging environments. Generates realistic, statistically balanced browser profiles with correlated screen resolutions, color depths, platform tokens, and system fonts to test anti-abuse models.
PREVIOUS WORK [Archive]
TLS JA3/JA4 Fingerprint Anomaly Detector
2025"Network packets tell the truth the User-Agent header tries to disguise."
Lightweight network inspection script analyzing ClientHello cipher suites, TLS extensions, and elliptic curves to detect protocol anomalies between reported User-Agents and network signatures.
Distributed Webhook Event Dispatcher
2024"True reliability assumes failure at every boundary and recovers gracefully."
Fault-tolerant webhook queue with exponential backoff, cryptographic payload signing, and dead-letter queue management for automation pipelines.
Biometric Mouse Cadence Synthesizer
2024"Human motion is bounded chaos; straight lines are the telltale sign of machines."
Mathematical bezier-curve generator with physiological tremor simulation and variable acceleration curves to emulate authentic human pointer movement in headless browsers.
CLI Anti-Scrape Auditor
2024"Find the vulnerability in your API before an adversary does."
Terminal utility that queries target endpoints and generates a vulnerability report detailing how vulnerable an API is to automated extraction and credential stuffing.
RESEARCH & OPEN SOURCE
Repositories
Core repository for browser fingerprint randomization engine across Canvas, WebGL, AudioContext, and Navigator APIs.
github.com/dvm-sh โScripts, hooks, and runtime patches for headless browser stealth and anti-bot sensor evasion.
github.com/dvm-sh โSuite of command-line tools for auditing HTTP/2 pseudo-header order and TLS handshake entropy.
github.com/dvm-sh โResearch Codebases
Zero-dependency micro-module introducing sub-perceptual entropy into HTMLCanvasElement toDataURL and getImageData buffers.
View Source โHook for RTCPeerConnection that prevents local IPv4/IPv6 address leakage through ICE candidate candidates behind VPNs.
View Source โSubtle frequency synthesis dither that disrupts deterministic AudioContext hash generation while preserving sound reproduction accuracy.
View Source โPapers
A comprehensive investigation into non-deterministic client responses under commercial tracking scripts, proving that calibrated noise injection prevents tracking without compromising UX.
A breakdown of client-side sensor payloads across Tier-1 bot management vendors, evaluating mouse kinematics, event dispatch trust flags, and worker thread execution timing.