Wendelmaques: AI platforms, integration and infrastructure

Experience in engineering and operations

I am Wendelmaques, of WRP Consultoria e Informatica Ltda. I have worked in software and telecom for over 12 years, from C++/Qt and SIP to web services, MySQL, WebRTC and speech systems.

That experience shapes my AI work: a model must operate alongside the application, data, network and the team maintaining the service. I work on architecture, integration and ongoing operations.

My implementation experience covers the path from data collection through training to inference, alongside real-time audio and integration of modern applications with existing systems.

Specialties

• Local inference with vLLM and GPUs, with explicit memory and concurrency limits.
• Data and model platforms: collection of changed records, quality, versions, training and inference APIs.
• Sensitive data: workspace authorisation, protected media, audit records and human review.
• Real-time audio with WebRTC and Opus, server capture, transcription and queue recovery.
• Integration of C++/Qt, MySQL, APIs, events and SIP/Asterisk telephony.
• Documented deployment, updates and recovery for the operating team.

Decisions I have implemented

• Separate training and evaluation sets by group to preserve example provenance.
• Control training usage and verify artifacts before registering a new version.
• Reject updates from an old worker after another execution has taken ownership.
• Check the presence and attribution of model citations before displaying signals derived from them.
• Keep compressed audio in a durable journal and resume processing after restart.
• Reconcile state across systems and separate a confirmed failure from an action with an uncertain outcome.

Working with your team

Work starts with an assessment of the product, workload and available infrastructure. The proposal defines priorities, responsibilities and acceptance criteria before deployment.

Documentation and knowledge transfer are part of the agreed scope. The aim is for your team to understand system limits and the procedures for operations and recovery.

Engagement options

You can engage me for an infrastructure review, a deployment project or ongoing operations. Scope, pricing and support coverage are defined in the proposal to match your company's needs.