IBM Build Partners Technical Group

IBM Build Partners Technical Group

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Introducing AssuredCode™, a new governed AI software synthesis platform from Autonomic AI.

  • 1.  Introducing AssuredCode™, a new governed AI software synthesis platform from Autonomic AI.

    Posted 06/04/26 03:32 PM
    Edited by John Harby 06/04/26 03:36 PM

    Most AI coding discussions focus on model capabilities. Our focus is different: governance, provenance, determinism, sustainability and audit-ability.

    AssuredCode transforms structured specifications into validated software artifacts through a deterministic-first generation pipeline. The architecture is designed to support enterprise environments where reproducibility, traceability, and compliance are as important as developer productivity.

    Key concepts include:

    • Specification-driven development
    • Normalization
    • Provenance tracking and audit-ability
    • Deterministic-first generation with optional LLM integration
    • No dependency on external code harvesting during generation
    • Support for regulated and mission-critical environments
    • Low latency and energy usage

    Autonomic AI has been exploring these concepts through healthcare and streaming-event use cases, including high-throughput fraud detection architectures where AI operates out-of-band to synthesize governed logic while production systems continue to execute deterministic code paths.

    As AI development matures, an interesting question emerges:

    Can software generation move beyond prompt engineering toward governed software synthesis? I believe the answer is yes, and AssuredCode is our contribution toward that direction.

    I would be interested in hearing how others in the IBM community are approaching software provenance, AI governance, and deterministic code generation.



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    John Harby
    CEO
    Autonomic AI, LLC
    Temecula CA
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  • 2.  RE: Introducing AssuredCode™, a new governed AI software synthesis platform from Autonomic AI.

    Posted 07/25/26 12:05 PM
    Edited by John Harby 08/05/26 06:40 PM

    I have also completed preliminary benchmarking of AssuredCode, demonstrating deterministic generation with low latency and energy-efficient execution suitable for governed enterprise workflows.Across five runs, the AssuredCode Validation Harness completed 879 passing tests with one expected skip in a mean measured time of 34.079 seconds. Mean package energy was 6.552 kJ, with estimated incremental package energy of 1.927 kJ above idle, equivalent to approximately 2.19 J per passing test. Total-energy variation across runs was 0.71%. RAPL was used for energy metrics.

    https://www.briefthepress.com/curated-news/autonomic-ai-launches-assuredcode-for-secure-deterministic-software-synthesis-in-defense-systems/?guid=537452



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    John Harby
    CEO
    Autonomic AI, LLC
    Temecula CA
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