Co-led by Principal Scientist HM Shihabuddin Jashory (ORCID 0009-0003-4163-0092) and Co-Founder & AI Evaluation Researcher MD Rafiul Islam Shubho (ORCID 0009-0009-9956-4511), Vision Flow Research Lab develops reproducible frameworks for zero-amnesia LLM agents, adversarial tool security, and high-agreement South Asian & global RLHF / S2S evaluation.
Deterministic preference calibration and acoustic prosody governance eliminating annotator drift, translationese bias, and sub-frame audio boundary artifacts across Bengali (bn_BD) and English (en_US) LLM & S2S arenas.
Dual-axis 8-layer strict liability verification and UTF-8 byte-bounded post-compaction trajectory digests preventing context-window amnesia and unverified tool execution in long-horizon autonomous agents.
Public evaluation artifacts hosted on Hugging Face Datasets and interactive documentation on Vision Flow Research Lab Space.
| # | Publication Title | Investigators | DOI & Archival Links |
|---|---|---|---|
| 01 | HQAS-8 Monograph — Hierarchical Multi-Agent Verification & Dual-Axis 8-Layer Autonomous Governance | HM Shihabuddin Jashory | 10.5281/zenodo.23832719 · OSF rm5ab_v1 |
| 02 | VF-SEC-VRP-2026-002 — Empirical Security Analysis of Production AI Agent Frameworks, Cloud Data Pipelines & Trajectory Poisoning | HM Shihabuddin Jashory | 10.5281/zenodo.23832725 · OSF 6sjmk_v1 |
| 03 | VF-MM-QC-2026-003 — Deterministic Multimodal Quality Control for Generative Video Pipelines (Whisper Alignment & NLE Synthesis) | HM Shihabuddin Jashory | 10.5281/zenodo.23832731 |
| 04 | VF-POSTER-2026-004 — Dual-Axis 8-Layer Autonomous Agentic Verification & Governance Poster (HQAS-8) | HM Shihabuddin Jashory | 10.5281/zenodo.23832737 |
| 05 | AMCG-3 Monograph — Eliminating Auto-Compaction Amnesia & Unverified Execution via UTF-8 Trajectory Digests & 3-Gear Quality Gates | HM Shihabuddin Jashory | 10.5281/zenodo.24107586 · OSF bpdx8_v1 |
| 06 | VF-POSTER-2026-006 — Unified 3-Gear Trajectory Anti-Compaction & Enforcer Engine Architecture Poster (AMCG-3) | HM Shihabuddin Jashory | 10.5281/zenodo.24107494 |
| 07 | VF-RLHF-S2S-2026-007 — Deterministic Bilingual RLHF Preference Calibration & Speech-to-Speech (S2S) Acoustic Prosody Governance | HM Shihabuddin Jashory & MD Rafiul Islam Shubho | 10.5281/zenodo.24231337 · Full Monograph |
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Co-authored by Scientist HM Shihabuddin Jashory and Researcher MD Rafiul Islam Shubho, VF-RLHF-S2S-2026-007 (10.5281/zenodo.24231337) introduces a deterministic 6-axis preference calibration rubric and acoustic prosody gate that eliminates annotator drift, Bengali-English code-switching penalties, and sub-frame audio clipping in multimodal LLM arena pipelines.
All 7 monographs are permanently archived on CERN Zenodo, mirrored with Highwire Scholar metadata on jashory.github.io/hqas8-autonomous-agentic-governance, and accompanied by structured benchmark datasets at huggingface.co/datasets/Jashory/hqas8-amcg3-governance-benchmarks.