June 2026

Why production AI systems spend far more engineering effort on state management, tool governance, model identity, and transport layers than on the agent framework itself. In our recently open-sourced project, ScriptorDB, the code that directly invokes Pydantic AI amounts to exactly 73 lines. Well over 90% of the engineering effort goes into workspace isolation, secrets management, model resolution, tool security policies, session persistence, SSE streaming, error tracking, and execution auditing-all of which occur outside the framework. This ratio […]

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The honest story behind my first top-tier AI conference paper — from failed experiments and endless revisions to the moment everything… Continue reading on Towards AI »

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Part 2 of a practical series — The model learns the schema. The checker owns the physics. Those are different jobs. In Part I, I covered the three main architectural approaches for physics-informed AI systems: physics-penalized fine-tuning, retrieval-augmented physics (RAP), and hybrid latent spaces with differentiable physics heads. I also flagged that each approach sits at a different point on the implementation difficulty curve. Part II delivers the most practical end of that curve: supervised LoRA fine-tuning for structured output, […]

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HP has scaled its OpenAI Frontier integration across global operations to optimise enterprise workflows and accelerate output. The hardware manufacturer initiated testing of the platform in February 2026. Early pilot programs yielded verified operational gains in software engineering and cybersecurity remediation. Expanding these initial trials into an enterprise-wide operating model requires connecting access protocols, contextual data, and evaluation metrics. Frontier supplies this connective tissue. Engineering capacity and deployment metrics Implementation metrics indicate high usage among technical staff. One […]

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The calculator utility bc has a minimal math library. For example, there’s no tangent function because you’re expected take the ratio of sine and cosine. (The Gnu version of bc does have a function for tangent, but the POSIX version does not.) And yet bc includes support for Bessel functions J(x). The bc function j takes two arguments. Is the first argument n or x? Grok said the function arguments are j(n,x). I thought I should run man […]

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MCP provides a standard way for AI applications and external systems to communicate.

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