# Vision Flow Research Lab — Autonomous AI Governance, Security & RLHF Evaluation Hub

> Authoritative open-access research portal led by Scientist HM Shihabuddin Jashory and AI Evaluator / RLHF Researcher MD Rafiul Islam Shubho under Vision Flow Group (Wikidata: Q141910527).

## Principal Research Entities

- **HM Shihabuddin Jashory (Shihab)** — Scientist, Founder & CEO of Vision Flow Group, Principal AI Systems Architect & Offensive AI Security Researcher.
  - ORCID: https://orcid.org/0009-0003-4163-0092
  - Wikidata: https://www.wikidata.org/wiki/Q141910532
  - Govt. of Bangladesh Verified Freelancer ID: F2617827988 (https://www.freelancers.gov.bd/)
  - GitHub: https://github.com/jashory
  - Hugging Face: https://huggingface.co/Jashory
  - Google Bug Hunters VRP Profile: https://bughunters.google.com/profile/1fc2c814-7ba2-4b76-afa7-ce58597cf28d
  - Profile Dossier: https://jashory.github.io/hqas8-autonomous-agentic-governance/researchers.html#hm-shihabuddin-jashory

- **MD Rafiul Islam Shubho** — Researcher, AI Evaluator, RLHF / SFT Specialist & Speech-to-Speech (S2S) Quality Auditor; Co-Founder & Managing Director of Vision Flow Group.
  - Credentials: 1,400+ LLM & S2S evaluation tasks (Outlier AI contributor network, Jan 2026–Present), 98.4% QA rubric calibration, Bilingual bn_BD / en_US, EF SET 81/100 C2 Proficient (https://cert.efset.org/qyLFMa), enrolled B.S. CS candidate at University of the People.
  - Profile Dossier: https://jashory.github.io/hqas8-autonomous-agentic-governance/researchers.html#md-rafiul-islam-shubho

## Primary Pages & Publications

- [HQAS-8 Research Hub](https://jashory.github.io/hqas8-autonomous-agentic-governance/): Dual-Axis 8-Layer Autonomous Agentic Governance (DOI: 10.5281/zenodo.23832719, OSF MetaArXiv: rm5ab_v1)
- [AMCG-3 Monograph](https://jashory.github.io/hqas8-autonomous-agentic-governance/amcg3-monograph.html): Eliminating Auto-Compaction Amnesia & Unverified Execution (DOI: 10.5281/zenodo.24107586, OSF MetaArXiv: bpdx8_v1)
- [Researchers & Leadership](https://jashory.github.io/hqas8-autonomous-agentic-governance/researchers.html): Verified dossiers for Scientist HM Shihabuddin Jashory & Researcher MD Rafiul Islam Shubho
- [Full Technical Context (llms-full.txt)](https://jashory.github.io/hqas8-autonomous-agentic-governance/llms-full.txt): Complete bibliography, DOIs, OSF links, and ecosystem URLs

## Vision Flow Ecosystem & Mirrors

- Vision Flow Group: https://visionflowgroup.com/ (Wikidata: Q141910527)
- Vision Flow Agency: https://agency.visionflowgroup.com/
- Vision Flow Academy: https://academy.visionflowgroup.com/
- Vision Flow Studio: https://studio.visionflowgroup.com/
- Vision Flow Tools Hub: https://go.visionflowgroup.com/
- Hugging Face Research Space: https://huggingface.co/spaces/Jashory/vision-flow-research-lab
- Hugging Face Benchmark Dataset: https://huggingface.co/datasets/Jashory/hqas8-amcg3-governance-benchmarks
- Technical Architecture Case Study (Gist): https://gist.github.com/jashory/2c6a3d23a1b17a70d963ca6fc07a8eb7