al-Qantara

Refs

A tree of the external references I follow — scientific papers, strategic consulting reports and open-source frameworks, organized by theme.

81 references

Agentic AI & Multi-Agent Orchestration

Frameworks and patterns for systems that plan, reason and use tools autonomously.

RAG, Memory & Context Engineering

Retrieval augmentation, long context and persistent memory for grounding LLMs.

Evaluation, Reliability & Guardrails

How to measure, compare and safeguard LLM systems in production.

AI Governance

Frameworks and standards to manage risk, accountability and the AI lifecycle.

AI Regulation (Brazil & global)

Legal frameworks in the making — from the EU AI Act to Brazil's PL 2338.

AI in Regulated Sectors

Health, insurance and finance: guidances, principles and systemic implications.

Organizational Design & Operating for AI

How to structure teams, platform teams and operating models for AI.

AI Product Management

Discovery, architecture and product practice in the generative-AI context.

AI Strategy & Economics

Consulting reports and analysis on the economic impact of AI.

AI Safety & Alignment

Safety, interpretability and the risks of increasingly capable AI systems.

LLMOps, Platforms & Open Source

Infrastructure, serving, observability and tooling to run AI at scale.

Maturity, Adoption & Future of Work

Maturity benchmarks, adoption surveys and AI's impact on work.