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GHMyGearHut
[ENTERPRISE ADVISORY & ENGINEERING]

Engineering AI systems that actually run in production.

We bridge the gap between AI research and real business execution. From model selection and workflow automation to private compute clusters.

[PRACTICE AREAS]

How We Partner With Your Team

OFFERING 01

AI Strategy & Model Selection

Cut vendor waste & select architectures that scale.

  • Full audit of software subscriptions and API token burn.
  • Custom benchmark report comparing proprietary vs open-weight models.
  • Data privacy & governance roadmap for internal operations.
OFFERING 02

Autonomous Agent Engineering

Replace fragile manual workflows with resilient multi-agent graphs.

  • Custom n8n and Python LangGraph pipeline architecture.
  • Model Context Protocol (MCP) integrations connecting internal DBs and CRMs.
  • Human-in-the-loop approval interfaces and error-handling fallbacks.
OFFERING 03

Developer AI & Coding Rollouts

Empower engineering teams with verified agent tooling.

  • Enterprise Claude Code CLI and Cursor custom rule configurations.
  • Repository-specific documentation (AGENTS.md / .cursorrules) setups.
  • Test-driven autonomous refactoring harnesses for CI/CD.
OFFERING 04

Private Workstation & On-Prem Compute

Air-gapped intelligence for sensitive intellectual property.

  • Multi-GPU workstation cluster procurement and setup (RTX 4090 / Mac Studio).
  • Local vLLM / Ollama server configurations with zero external telemetry.
  • Fine-tuned domain models for specialized document extraction.
[ENGAGEMENT ROADMAP]

From Technical Audit to Production Deployment

01 / DISCOVERY & AUDITWe inspect your existing tools, data flow, and bottlenecks to determine the highest-ROI entry point.
02 / SANDBOX BENCHMARKWe build and benchmark the prototype against your real data to verify accuracy and cost before full rollout.
03 / HANDOVER & AUTONOMYWe deliver clean code, monitoring, documentation, and staff onboarding for full autonomy.

Start a Project Scope

Tell us what systems you need designed, stress-tested, or deployed.

Step 1 of 2