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AI Engineering & Security

Technical Sovereignty in the AI Era

From Vibe Coding to Elite Engineering. Model Shielding, Local Inference, and Prompt Governance for companies that don't accept black boxes.

The New Attack Surface

Artificial Intelligence without engineering is a vulnerability.

PII Leakage in Prompts

Sensitive data sent to public APIs without sanitization or control.

Agent Hallucination

Inaccurate or dangerous responses generated by models without structured RAG.

Shadow AI & Dependency

Uncontrolled use of AI tools (SaaS Risk) and critical dependency on third-party APIs.

Tech86 AI Engineering

The Sovereignty Stack

Local Inference Clusters

Deploy Llama 3, Mixtral, or Qwen on own infrastructure (avoiding data exfiltration).

Secure RAG Pipelines

Information retrieval architecture where company data never trains public models.

AI Red Teaming

Offensive testing against your agents (Prompt Injection, Jailbreak).

Environment Hardening

Use of Rootless Docker, network isolation (Tailscale/Ziti), and input/output sanitization.

Journey to Sovereign AI

From diagnosis to secure implementation in 4 steps.

Phase 01

Diagnosis & Security

Mapping sensitive data, infrastructure audit, and defining success KPIs.

Phase 02

Tailored Architecture

Infrastructure design (On-prem or Edge), GPU sizing, and foundational model selection (Llama, Mistral).

Phase 03

Engineering & RAG

Proprietary data ingestion, vectorization pipelines, and building the corporate "brain".

Phase 04

Deploy & Hardening

Deployment in isolated environment (Air-gapped), Red Team tests (simulated attacks), and team training.

Zero Data Exfiltration
Edge Latency (Edge AI)
Full Compliance (LGPD/GDPR)

Artificial Intelligence Stack

We work with state-of-the-art open models and inference infrastructure.

Llama 3 / Meta AIModels
Hugging FaceModels
OpenAI APIModels
NVIDIA AIInfrastructure
PyTorchFrameworks
TensorFlowFrameworks
PythonLanguage
DockerDeployment

Corporate AI FAQ

Common questions about Private AI implementation.

Privacy and Cost. With local LLMs (Llama 3, Mistral), your data never leaves your infrastructure, ensuring full LGPD compliance and industrial secrecy. Plus, it eliminates token costs of public APIs.

It's a technique that connects the AI's "brain" to your documents (PDFs, Databases). The AI queries your knowledge base before answering, ensuring accurate responses based only on your data, reducing hallucinations.

It depends on the model. For optimized model inference (Quantized), a consumer GPU (RTX 4090) may be sufficient. For training or massive models, we size clusters with A100/H100 GPUs.

We use RAG with source citation (the AI shows where it got the information) and "Grounding" techniques. If the information isn't in your database, the AI is trained to answer "I don't know" instead of inventing.

Lead the AI Revolution

Talk to our AI and Security engineers.

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Avenida Paulista, 1636 - São Paulo - SP - 01310-200

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Tech86 Engineering