Mohammad Ashkriz

A practical research pipeline for testing which interventions most improve Legal RAG reliability, with documented experiments across retrieval, graph structure, reasoning, citation checks, and evaluation metrics. Building the baseline, evaluation workflow, experiment logs, and reliability checks needed to compare retrieval and graph-based methods without changing the base model too early.

Python · RAG · Graph RAG · GNN · NLP · Reranker · USA Legal Data · Colab · github.com/MrAshki/legal-rag

A role-aware sports SaaS MVP with explicit business rules, multi-role application shells, modular APIs, and a relational product model. Built and documented a TypeScript monorepo across auth, coach verification, athlete relationships, quests, sessions, attendance, calendar, follows, profiles, and the payment MVP flow.

Next.js · NestJS · TypeScript · Prisma · PostgreSQL · TailwindCSS · Turborepo · pnpm workspace · github.com/MrAshki/Questline_Product

A class-centered monorepo for exam authoring, scheduling, student-specific access links, deterministic and AI grading, teacher review, result publication, leaderboards, and appeals. Designed and implemented the core domains, modular APIs, Celery queues, grading and AI flows, review system, publishing, appeals, audit logs, and end-to-end tests.

Next.js · FastAPI · Python · PostgreSQL · Redis · Celery · SQLAlchemy · Docker · github.com/MrAshki/exam_product

A Persian-first document intelligence workspace for grounded QA, summaries, comparisons, table questions, multi-turn conversations, and structured AI tools. Implemented the application surface, authoritative request dispatcher, hybrid dense/BM25 retrieval with RRF, bounded reranking, citation validation, document ingestion, streaming, persistence, and evaluation harnesses.

Python · FastAPI · Next.js · PostgreSQL · Qdrant · BM25 · OpenRouter · Docker · github.com/MrAshki/rag-system

A local LangGraph and LLM pipeline that reads text or scanned resumes, builds a candidate profile, evaluates fit, pauses for Telegram approval, then coordinates the calendar event and invitation email. Designed and implemented an agentic LangGraph pipeline with structured extraction, state-based branching, checkpointed human approval, SQLite memory, and integrations with Google Sheets, Calendar, Gmail, and Telegram.

Python · LangGraph · Ollama · Pydantic · SQLite · Google APIs · Telegram · github.com/MrAshki/resume_bot

A dashboard plugin for Hermes Agent that connects to the runtime through a FastAPI bridge and exposes a live /mission-control panel for snapshots, chat, approval queue, agentic operations, sessions, agent/provider settings, and local voice/TTS. Designed and implemented the plugin architecture, manifest, backend API, dashboard asset pipeline, session-backed bridge, runtime and talk endpoints, operation/event store, approval bridge, Agent/Skill/Tool settings, and local Whisper and Piper hooks.

Hermes Agent · FastAPI · Python · JavaScript · Whisper · Piper · github.com/MrAshki/mission-control-os