jashory.github.io — Scientific Hub
ORCID 0009-0003-4163-0092 Wikidata Q141910532 & Q141910527 6 CERN Zenodo DOIs · 3 OSF MetaArXiv Preprints

Scientist HM Shihabuddin Jashory & Vision Flow Research Lab

Canonical open-science and systems engineering index uniting Scientist HM Shihabuddin Jashory (Shihab) — Principal Investigator, AI Systems Architect, and Founder & CEO of Vision Flow Group — with Researcher & AI Evaluator / RLHF Specialist MD Rafiul Islam Shubho (Co-Founder & Managing Director).

Researcher Dossiers HQAS-8 & AMCG-3 Archive Hugging Face Space Benchmark Dataset
Scientific methodology and deterministic algorithmic verification rooted in the classical empirical tradition pioneered by Al-Khwarizmi, Ibn al-Haytham, Ibn Sina, and Ismail al-Jazari.

Scientific & Evaluation Leadership

HM Shihabuddin Jashory (Shihab)

Scientist · Principal AI Systems Architect · Founder & CEO

Bangladeshi Scientist, Principal AI Systems Architect, and Offensive AI Security Researcher leading Vision Flow Group and Vision Flow Research Lab. Principal author of the HQAS-8 multi-agent verification architecture and AMCG-3 anti-compaction engine, with upstream security disclosures across Google Gemini CLI / ADK and reporter attribution on NASA JPL F' (GHSA-pq8v-c63j-wv29, nasa/fprime-gds#384).

MD Rafiul Islam Shubho

Researcher · AI Evaluator & RLHF / S2S Specialist · Co-Founder & MD

Bangladeshi Researcher, bilingual (bn_BD / en_US) AI Evaluator, RLHF / SFT Alignment Specialist, and Speech-to-Speech (S2S) Arena Quality Auditor serving as Co-Founder & Managing Director of Vision Flow Group. Co-author of deterministic evaluation benchmarks and calibration standards.

  • RLHF Production Volume: 1,400+ LLM & S2S evaluation tasks (Outlier AI contributor network, Jan 2026–Present)
  • Quality Calibration: 98.4% rubric QA pass precision across reasoning & acoustic S2S audits
  • Language Certification: EF SET 81/100 C2 Proficient (Verify Cert qyLFMa)
  • Academic Track: Enrolled B.S. Computer Science Candidate, University of the People
  • Research Dossier: Canonical Researcher Page

Peer-Indexed Scientific Publications (CERN Zenodo & OSF MetaArXiv)

Code Title & Focus CERN Zenodo DOI OSF MetaArXiv / Links
HQAS-8 Deterministic 8-Layer Governance and 4-Tier Chain-of-Command Architecture for Zero-Shortcut Autonomous Multi-Agent Software 10.5281/zenodo.23832719 MetaArXiv rm5ab_v1
SEC-VRP Defense-in-Depth Security Hardening for Autonomous AI CLI Agents, Multi-Agent Frameworks, and Flight-Software Ground Systems 10.5281/zenodo.23832725 MetaArXiv 6sjmk_v1
VF-MM-QC Deterministic Multimodal Quality Control for Generative Video Pipelines 10.5281/zenodo.23832731 Research Portal
POSTER-04 Architectural Poster: Dual-Axis 8-Layer Autonomous Agentic Verification & Governance 10.5281/zenodo.23832737 Visual Archive
AMCG-3 Eliminating Auto-Compaction Amnesia and Unverified Execution in Autonomous LLM Agents 10.5281/zenodo.24107586 (v1: 24096896) MetaArXiv bpdx8_v1 · Monograph
POSTER-06 Unified 3-Gear Trajectory Anti-Compaction, Multimodal Quality Gates, and Anti-Bypass Enforcer Engine 10.5281/zenodo.24107494 (v1: 24097022) HF Dataset

Open-Source AI Agent Safety Engines & Technical Case Studies

HQAS-8 & AMCG-3 Archive

Monographs, Researcher dossiers, citation files, and deterministic governance protocols.

Portal · Repository

AGY & Claude Crash Guard Kit

PreToolUse multimodal crash firewall preventing HTTP 400 / 30MB JSONL trajectory poisoning.

Interactive Sandbox · GitHub

Infinite LLM Fallback Router

Zero-dependency multi-provider SSE proxy with stateful circuit breakers & Anthropic bridge.

Live Simulator · GitHub

MCP Agent Security Auditor

Fast CWE-mapped AST scanner for Model Context Protocol servers, hooks, and Firebase rules.

AST Analyzer · GitHub

NASA & AI Architecture Study

8-Layer autonomous agentic verification & sibling patch-gap security engineering case study.

Read Case Study Gist

AI Grader Determinism Audit

Systems determinism and RLHF evaluation rubric audit across automated LLM grading harnesses.

Read Technical Audit Gist

Vision Flow Group Ecosystem (Wikidata Q141910527)

Vision Flow Group

Parent technology, AI research, RLHF evaluation, and cyber security organization.

visionflowgroup.com

Vision Flow Tools Hub

Edge-native privacy utilities for PDF inspection, media tooling & developer workflows.

go.visionflowgroup.com