Services — Hamlin Software

Artificial Intelligence & ML

Deploying neural networks directly onto edge devices and building multi-layered agentic workflows to orchestrate systems operations.

✓ Edge Vision: Tiny YOLO configurations and OpenCV wrappers for liveness detection and gaze focus sensor modifiers.
✓ Agentic Orchestration: Multi-layer LLM pipelines utilizing Model Context Protocol (MCP) daemons.
✓ Localized Models: Local LLM fine-tuning (e.g. PyTorch on 2B parameters) and offline deployments with Ollama.

YOLO PyTorch OpenCV MCP / Claude pgvector

Representative Lab Projects: Liveness Detection, Automated LLM routing

Designing robust client-server architectures, low-level firmware pipelines, driver integrations, and power optimization loops.

✓ Firmware & RTOS: Custom execution modules on Zephyr RTOS, Vyper RTOS, and UEFI Pre-boot modules in C/C++.
✓ Hardware Telemetry: Interconnect designs using I2C communication structures and driver enumeration.
✓ OS Services: System services (C++/C#) integrating biometric hardware templates, thermal states, and bios variables.

Embedded C/C++ Zephyr RTOS I2C UEFI C# System API

Representative Lab Projects: Pre-boot MFA, RTOS Presence Sensor

Auditing software structures and code to extract patentable architecture disclosures, supported by a principal with 500+ filings.

✓ Codebase Audits: Reviewing developer builds and designs to spot novel algorithms and hardware integration claims.
✓ Disclosure Mapping: Converting complex logic code routines into systemic flow diagrams for patent legal teams.
✓ Prior-Art Analysis: Analyzing USPTO patent indexes against your product blueprints to optimize filing margins.

Patent Auditing Claims Mapping USPTO Taxonomy IP Strategy

Strategic Assets: Explore Granted Inventions Database

Streamlining organizational structures, accelerating software deliverability, and deploying internal operations tools.

✓ Operations Automation: Automating pipeline indexing, file transcription, and RAG-based systems management.
✓ Architecture Evaluation: Evaluating technical debt, security releases protocols, and system reliability concerns.
✓ Strategic Technology Advisory: Advisory on engineering team composition, product roadmapping, and system scaling.

SysOps Automation Tech Debt Auditing Monorepo Setup Ops Dashboards

Representative Lab Projects: Background OCR, Meeting Collaboration Recorder

Methodology

A structured, deliverables-based approach designed to review your existing assets and optimize technical outcomes quickly.

We review your codebase, systems architecture models, or strategic goals to identify performance bottlenecks and potential IP assets.

We map out system topologies, choose targeted technology blocks (e.g. YOLO vs ResNet, local vs cloud DB), and scope out milestones.

We write clean, high-performance code (C++, C#, Python, React/TS) and configure firmware pipelines or AI models directly.

We extract the system routines built and translate them into complete technical disclosures, expanding your patent portfolio.