Consumer Electronics

H2LooP.ai is building Specialized Language Models (SLMs) tailored for system software engineers in domains like consumer electronics.Our models are fine-tuned specifically on legacy C/C++ codebases found in smart TVs, wearables, IoT devices, and embedded multimedia systems.H2LooP enables deep code comprehension, system architecture visualization, and auto-generation of documentation, helping engineering teams modernize and scale faster while reducing the burden of manual reverse engineering and integration challenges.

Challenges in Consumer Electronics

System engineering team faces major hurdles in debugging and integration due to lack of architectural visibility, especially across real-time interaction layers. Certification is time-consuming as documentation is often outdated or missing. Understanding end-to-end data/control flow is complex, and much of the system knowledge remains undocumented, creating risk as teams scale.

Debugging and System Integration Bottlenecks

Without clear architectural insight, engineers struggle to isolate bugs across layers (middleware, OS, drivers), especially in real-time user-interaction scenarios.

Difficulty in Visualizing End-to-End Data/Control Flows

From touchscreen input to display rendering or audio capture to codec transmission, understanding the real-time flow through layers is non-trivial.

Time-Consuming Certification and QA Processes

Consumer devices shipping globally must meet region-specific regulatory and performance standards, yet documentation and traceability are often missing or outdated.

Dependency on Tribal Knowledge

Critical insights into bootloaders, drivers, and middleware are rarely captured, raising risks with team expansion.

Why H2Loop ?

01 Legacy Code to Docs

Auto-generate documentation and flow diagrams from C/C++ source.

02 Faster Debugging

Quickly trace signal paths, variable dependencies, and module interactions to identify root causes of bugs across layers — speeding up system integration and validation efforts.

03 Accelerated Onboarding

Reduce onboarding time for new engineers by offering AI-generated code walkthroughs, architecture overviews, and interactive diagrams — shortening learning curves on unfamiliar platforms.

04 Compliant Code Generation

Auto-generate or refactor code aligned with MISRA-C, internal coding standards, and real-time performance constraints — ensuring consistency and maintainability.

SLMs Purpose-Built for Consumer Electronics System Software

H2LooP is purpose-built to support engineering teams developing complex, performance-sensitive software for consumer electronics devices. Our domain-specific Specialized Language Models are trained on real-world C/C++ firmware and embedded stacks found in smart TVs, set-top boxes, wearables, remotes, and audio/video peripherals.H2LooP can parse legacy HALs, reason through SoC-specific media pipelines, and understand real-time interactions between OS layers, drivers, and user interfaces.It equips R&D, integration, and QA teams with a shared, AI-powered understanding of their embedded systems — accelerating development, de-risking debugging and replatforming efforts, and supporting MISRA-C enforcement and product compliance across SKUs and markets.