Resources · Whitepapers

Technical material to unlock enterprise AI

Technical and executive whitepapers for CTOs, DPOs and Heads of Data — SLM architecture, LGPD compliance, RAG vs fine-tuning, Shadow AI governance, ROI of API migration. No fluff, data from real implementations.

Featured · Playbook

The Private AI Implementation Playbook

62 pages · PDF
Strategy · Architecture · LGPD

Executive framework for migrating from public AI: risk assessment, reference architecture (SLM + VPC), LGPD checklist, guardrails governance and ROI.

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Fernando Outa
Checklist · DPO

LGPD Checklist for AI · Shadow AI Audit

24 pages · PDF
Compliance · DPO · Legal

38 audit items on AI use in your company. For your DPO to sign off: legal bases, contracts, PII masking and internal templates.

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MDA Team · DPO Office
Tutorial · Engineering

RAG vs Fine-tuning · Architecture Decision in 2026

9 min · Article
Engineering · LLM · Tutorial

Technical comparison with 8-criteria table — when to use RAG, when fine-tuning, when to combine. Real case from Brazilian retailer (BRL 18k → BRL 2.4k/month).

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Fernando Outa
Tech brief · Reasoning

MDA LLM · Enterprise reasoning on Qwen 3.6 32B

Tech brief · Online
Platform · Reasoning · 256k

256K context window, MoE with 3.3B active parameters, FP8 + vLLM. How MDA's reasoning engine operates in production for mid-market Brazilian companies.

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MDA Team
Dossier · LGPD

LGPD, LLMs & Sovereignty · Dossier for CISO

Dossier · Online
Sovereignty · Compliance · CISO

The 4 LGPD principles that public LLMs violate daily. CLOUD Act, international transfer, right to explanation, Shadow AI — and how MDA covers them.

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MDA Team · DPO Office
Tech brief · Gateway

AI Gateway · API migration with 80% savings

Tech brief · Online
API · Gateway · ROI

How to migrate from GPT-4 / Claude to private SLM while keeping the OpenAI SDK. Real case: 12 devs, USD 8.4k → USD 1.7k/month. Setup in ~30 seconds.

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MDA Team