Automotive

H2LooP.ai is building Specialized Language Models (SLMs) designed for system software teams in safety-critical automotive environments. Our models are trained on real-world C/C++ code used in ECUs, powertrain controllers, SDV, and AUTOSAR-compliant stacks. H2LooP deeply understands legacy automotive software enabling rapid code comprehension, architectural visualization, and even code generation aligned with MISRA-C and AUTOSAR coding standards. We help silicon providers, Tier-1s, and OEMs modernize and maintain complex embedded software, faster and safer.

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Challenges in Automotive

Meeting ISO 26262 and ASPICE standards requires manual, time-consuming documentation and traceability. Debugging issues in real-time control logic, interrupt handlers, and CAN layers is slow without architectural visibility. Integrating third-party ECUs or BSW components is difficult due to fragmented code and hidden dependencies. New engineers face long onboarding cycles, delaying productivity and increasing system risk.

High Compliance Burden in Safety-Critical Automotive Systems

Meeting ISO 26262 and ASPICE requires rigorous traceability — usually maintained manually, increasing cost and audit risk.

Integration Bottlenecks Due to Poor System Visibility

BSW, ECU, or third-party software integration is delayed by fragmented codebases and missing interface documentation.

Debugging Real-Time Automotive Code Takes Days

Without architecture-level context, identifying bugs in control logic, CAN, or interrupts is slow and error-prone.

Slow Onboarding from Hidden Inter-Module Dependencies

New engineers struggle to ramp up due to lack of documentation and opaque data/control flow across modules.

Why H2Loop ?

01 Architecture Visualization from AUTOSAR Code

Auto-generate component diagrams, RTE communication graphs, and MCAL integration flows from legacy C/C++ source code.

02 MISRA & AUTOSAR-Compliant Code Generation

Generate or refactor code in compliance with MISRA-C 2012 and AUTOSAR C++14 guidelines.

03 Functional Safety Audit Support

Produce traceable documentation and control flow diagrams that map to ISO 26262 and ASPICE audit checkpoints.

04 Onboarding Acceleration for Vehicle Software Teams

Help new engineers understand legacy ECUs, SWCs, and real-time control logic via AI-generated module summaries and data flow views.

SLMs Purpose-Built for Automotive System Software

H2LooP is purpose-built to support engineering teams working on performance-critical and safety-regulated automotive systems. Our domain-specific Specialized Language Models (SLMs) are trained on real-world C/C++ automotive software, enabling them to parse legacy ECU code, reason about AUTOSAR architectures, RTOS behavior, and in-vehicle communication protocols like CAN, LIN, and FlexRay. H2LooP provides R&D, compliance, and QA teams with a shared, AI-powered understanding of their embedded systems — accelerating development, de-risking code changes, and supporting ISO 26262, MISRA-C, and ASPICE compliance.