route.console
Status: ONLINE
paiva@jcpaiva.dev:~$./architect --grounded-ai

AI & RAG Architecture

Production-ready retrieval-augmented generation, vector search, and conversational AI systems grounded in your own knowledge.

approach.md

I design the path from source content to a reliable AI experience: ingestion and synchronization, retrieval, grounding, orchestration, evaluation, observability, and integration with the product where people already work.

Typical deliverables

  • Architecture and technology selection for the target workload
  • Content ingestion, chunking, embedding, and synchronization pipeline
  • Grounded retrieval and response orchestration
  • Evaluation, guardrails, monitoring, and operational handover
fit.check

A good fit when…

  • Knowledge assistants over private or institutional content
  • AI features that require traceable, source-grounded answers
  • Teams moving an AI prototype toward production

Relevant capabilities

  • RAG
  • Qdrant
  • LLM integration
  • Python
  • TypeScript
  • PostgreSQL
  • Docker

$ ls ./evidence/projects

Relevant project evidence

// created: 2025-12ai assistant

AI-powered conversational pedagogical agent for Moodle combining RAG, Qdrant vector DB, and real-time gamification.

PythonQdrantRAGLLMMoodle Plugin+1 more
// created: 2026-01e-learning platform

Multi-tenant learning academy, communities of practice, and central CMS platform for higher-education consortium.

Nuxt.jsTypeScriptNode.jsPostgreSQLMoodle API+3 more

$ ls ./evidence/research

Research foundation

Conference Paper

Bridging Generative AI and Gamification in Moodle: Design and Evaluation of GamiBot

OASIcs, Volume 145, ICPEC 2026

While Learning Management Systems (LMS) like Moodle are ubiquitous in higher education, they often lack dynamic, personalized academic support. We present GamiBot, an intelligent pedagogical agent natively integrated into Moodle to bridge this gap. GamiBot combines Large Language Model (LLM)…

GamificationEdTech+1
Artifact

GamiBot

Schloss Dagstuhl – Leibniz-Zentrum für Informatik

Presents GamiBot, an AI-powered pedagogical agent integrated into Moodle combining conversational RAG assistance, automated feedback, and native gamification mechanics.

Generative AILLM+4

$ ls ../services

Adjacent capabilities

edtech-lms-integrations.service
Status: READY
$ ./integrate --learning-stack[CAPABILITY_LOADED]

EdTech & LMS Integrations

Custom Moodle and learning-platform integrations that connect content, identity, assessment, gamification, and learner workflows.

  • Learning workflow and integration architecture
  • Moodle, LMS, API, identity, and data integrations
  • Learner-facing interfaces and administration workflows
Inspect service
automated-assessment-systems.service
Status: READY
$ ./evaluate --feedback-first[CAPABILITY_LOADED]

Automated Assessment Systems

Secure programming assessment and formative-feedback systems informed by more than a decade of engineering and research.

  • Assessment model, threat model, and execution architecture
  • Sandboxed judging, scoring, and feedback workflows
  • Program-analysis or semantic-feedback prototypes
Inspect service
full-stack-platform-architecture.service
Status: READY
$ ./ship --production-platform[CAPABILITY_LOADED]

Full-Stack Platform Architecture

End-to-end architecture and implementation for portals, SaaS products, APIs, data systems, and multi-tenant platforms.

  • System architecture and phased delivery plan
  • Frontend, API, data, identity, and integration implementation
  • Containerized environments and delivery automation
Inspect service
start_conversation.sh
paiva@jcpaiva.dev:~$ ./start-conversation

Discuss AI / RAG for your system

Share the context, constraints, and outcome you need. I can help shape the architecture and the delivery path.

privacy.config
Read the privacy and storage details