Systems. Delivered.

We design and ship bespoke software for our clients. We work on a wide range of software, from AI, full-stack applications, websites, and encrypted workflows.

AI & intelligence systems

Assistants, internal tools, and automation that plugs into your workflow with private deployments when needed.

  • Tooling, orchestration, and integrations
  • Linux workflows, dictation, and automation
  • Evaluation, observability, and safety layers

Security & hardening

Security that’s practical and tested. Clear trust boundaries, real threat modeling, and resilience against abuse and failure.

  • Least-privilege by default
  • Rate limiting + anomaly blocking
  • Monitoring + incident readiness

Full-stack applications

Premium UI/UX, modern front ends, and complete builds. Software that is fast, responsive, and clean.

Linux performance systems

Responsive desktop tools, adaptive RAM cache services, and practical performance work that stays stable under pressure.

Encrypted data workflows

Secure vaults, private formats, peer-to-peer transfers, and privacy-first data paths using modern cryptographic practices.

Public work

Client builds stay private by default, but here are some we can share.

Aeloria Dynamic Modular Intelligence — a personalized, tool-enabled, intelligent AI agent like no other.
AutoChat Analytics, sales, and support systems designed for car dealerships maximum efficiency and convenience.
Vortex Vault Encrypted vault + peer-to-peer file transfer using WebCrypto (AES-256-GCM).
Verbatim Linux voice dictation that opens by hotkey, transcribes speech, and pastes the text into the currently focused text field.
RamCache Adaptive, preemptive RAM-cache controller for Linux that keeps useful files loaded while respecting memory pressure.

Contact

Direct

Email contact@mglabs.dev
Email
Phone +1 469 770 7787
Call

Share the goal and constraints, and we’ll reply with clear options and next steps.

Quick request

If you send us a short brief of what you're looking for, we’ll respond with options, realistic timelines, and the fastest path to complete the mission.

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