Kostas Karolemeas

Writing

Notes on AI as it becomes everyday product work.

I write about agentic AI, governance, engineering judgment, and what teams need when AI systems move from experiments into products and operations. The archive now lives here, including essays first published on Gaia and Medium, and the story behind Allcancode.

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Staggered teal and near-black painted planes overlap beneath translucent aqua fields and a coral sweep on cream.Oct 3, 2026 · Enterprise adoptionAI Can Help Design the Architecture. The Decision Needs Your Context.I use AI for architectural research and implementation. I keep responsibility for the decisions because a repository and a conversation contain only part of the context that makes an architecture appropriate.Read the essay

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Dark teal and copper planes overlap beneath a rising translucent aqua brushstroke and a broad coral plane on cream.Sep 27, 2026 · Enterprise adoptionJensen Huang Is Confusing Doing the Work with Learning from ItAI can make a task unnecessary without making the learning it provides unnecessary. Jensen Huang's remarks about mathematics expose a distinction that matters in classrooms and engineering teams alike.Read the essayBroad teal, copper, coral, and translucent aqua painted bands converge around a cream opening.Sep 25, 2026 · Enterprise adoptionLLMs Are Powerful Because Language Carries More Than WordsLanguage carries knowledge, culture, and ways of working through problems. Aleph Alpha's German reasoning experiment reveals why fluent translation alone cannot deliver the full promise of multilingual AI.Read the essayA broad teal curved field gathers coral and copper planes beneath translucent aqua strokes on cream.Sep 24, 2026 · Enterprise adoptionClaude Marketplace Is Borrowing Azure's Procurement PlaybookAnthropic is adopting a familiar cloud-marketplace mechanism: committed budgets can influence which software gets bought. Azure shows both the opportunity and the limits of the comparison.Read the essayA coral plane balances a broad teal painted field across cream space with a translucent aqua diagonal.Sep 24, 2026 · Enterprise adoptionJev vs. Cheap Models: Practical Tests Beyond One LabelWe tested Jev, GPT-6 Luna and Qwen on 77 banking intents and 17 questions per contract. The practical lessons concern batching, caching, decision quality and failure handling.Read the essayDeep teal curved planes open into translucent aqua and copper fields around a cream center, with a small cobalt accent.Sep 9, 2026 · Enterprise adoptionAI should make science more ambitiousOpenAI's proposed Navier–Stokes solution and Terence Tao's concerns point to a larger choice: how to turn greater problem-solving capacity into deeper understanding and a more ambitious research agenda.Read the essayLow teal, near-black and coral painted planes overlap beneath a broad aqua arc on a textured cream ground.Sep 9, 2026 · Enterprise adoptionI Decided to Build While AI Keeps ImprovingI have been wondering whether to keep exploring a project or wait for better AI. I chose to continue, with a different test for progress: what will I understand even if the implementation changes?Read the essay