Product, AI, software, and leadership notes by Hossein Kamal.https://kamalstudio.xyz/enhttps://kamalstudio.xyz/blog/ai-first-organizational-design/https://kamalstudio.xyz/blog/ai-first-organizational-design/The durable advantage will come from redesigning workflows, roles, and incentives around AI—not simply adding tools to existing processes. Adapted from writing originally published on LinkedIn.Tue, 06 Oct 2026 22:29:10 GMTfuture of workorganizational designAI strategyhttps://kamalstudio.xyz/blog/specialized-decision-models/https://kamalstudio.xyz/blog/specialized-decision-models/A small customer-conversation evaluation suggests focused decision models may offer a useful cost and latency advantage for narrow classification tasks. Adapted from writing originally published on LinkedIn.Tue, 22 Sep 2026 07:43:26 GMTAI evaluationconversational AIproduct experimentshttps://kamalstudio.xyz/blog/positive-directives-for-ai/https://kamalstudio.xyz/blog/positive-directives-for-ai/Clear targets usually guide a language model better than a context window filled with the behaviours it should avoid. Adapted from writing originally published on LinkedIn.Sat, 25 Jul 2026 00:53:01 GMTAIpromptingproductivityhttps://kamalstudio.xyz/blog/curiosity-is-getting-cheaper/https://kamalstudio.xyz/blog/curiosity-is-getting-cheaper/New creative AI tools reduce the cost of turning a passing question into an experiment, making exploration faster and more playful. Adapted from writing originally published on LinkedIn.Tue, 07 Jul 2026 02:33:28 GMTcreative AIexperimentationproduct thinkinghttps://kamalstudio.xyz/blog/memory-for-ai-coding-agents/https://kamalstudio.xyz/blog/memory-for-ai-coding-agents/Two Markdown layers can preserve durable project knowledge across coding-agent sessions without turning memory into noise. Adapted from writing originally published on LinkedIn.Thu, 11 Jun 2026 01:55:24 GMTAI agentssoftware engineeringdeveloper toolshttps://kamalstudio.xyz/blog/data-moats-in-the-age-of-world-models/https://kamalstudio.xyz/blog/data-moats-in-the-age-of-world-models/Long-running, hard-to-reproduce datasets can become a durable advantage when new AI capabilities need a faithful picture of the real world. Adapted from writing originally published on LinkedIn.Mon, 25 May 2026 21:36:21 GMTAI strategydataworld modelshttps://kamalstudio.xyz/blog/manual-vs-automated-mvp/https://kamalstudio.xyz/blog/manual-vs-automated-mvp/Keep uncertain workflows manual until customer value and repeated behaviour show the team what is worth automating. Adapted from writing originally published on LinkedIn.Fri, 22 May 2026 00:00:00 GMTMVPproduct managementstartupshttps://kamalstudio.xyz/blog/vintage-llms-for-historical-storytelling/https://kamalstudio.xyz/blog/vintage-llms-for-historical-storytelling/A period-specific model could help storytellers recover the assumptions, details, and language that modern models smooth away. Adapted from writing originally published on LinkedIn.Fri, 15 May 2026 21:26:32 GMTAIstorytellingexperimentshttps://kamalstudio.xyz/blog/measure-human-touches/https://kamalstudio.xyz/blog/measure-human-touches/A small leadership metric for making appreciation deliberate instead of accidental. Adapted from writing originally published on LinkedIn.Tue, 21 Apr 2026 21:02:55 GMTleadershipteamsmanagementhttps://kamalstudio.xyz/blog/rag-breadcrumbs-and-self-healing-retrieval/https://kamalstudio.xyz/blog/rag-breadcrumbs-and-self-healing-retrieval/Why retrieval works better as a navigation system than as a larger pile of disconnected text chunks. Adapted from writing originally published on LinkedIn.Fri, 17 Apr 2026 22:52:06 GMTAIRAGsystem architecturehttps://kamalstudio.xyz/blog/let-llms-think-let-software-do/https://kamalstudio.xyz/blog/let-llms-think-let-software-do/Reliable AI systems separate probabilistic reasoning from deterministic state, rules, data routing, formatting, and execution. Adapted from writing originally published on LinkedIn.Fri, 17 Apr 2026 02:57:55 GMTsoftware architectureLLMOpsAI agentshttps://kamalstudio.xyz/blog/product-thinking-to-product-building/https://kamalstudio.xyz/blog/product-thinking-to-product-building/AI prototyping tools are moving product managers from static artifacts toward functional prototypes that can be tested before engineering scales them. Adapted from writing originally published on LinkedIn.Wed, 08 Apr 2026 21:14:43 GMTproduct managementprototypingAI toolshttps://kamalstudio.xyz/blog/mcp-ai-open-standard/https://kamalstudio.xyz/blog/mcp-ai-open-standard/MCP may solve AI's interoperability problem, but technical openness, ecosystem effects, and neutral governance will determine whether it becomes lasting infrastructure. Adapted from writing originally published on LinkedIn.Tue, 24 Mar 2026 02:08:55 GMTAI infrastructureMCPopen standardshttps://kamalstudio.xyz/blog/llms-cheap-now-sustainable-future/https://kamalstudio.xyz/blog/llms-cheap-now-sustainable-future/A batching analogy for finding efficiency in products that make large numbers of language-model calls. Adapted from writing originally published on LinkedIn.Mon, 16 Mar 2026 21:01:31 GMTAIsustainabilityproduct managementhttps://kamalstudio.xyz/blog/2025-land-grab-2026-reality-check/https://kamalstudio.xyz/blog/2025-land-grab-2026-reality-check/AI infrastructure is moving from aggressive capital allocation to the harder work of operating complex systems profitably. Adapted from writing originally published on LinkedIn.Mon, 22 Dec 2025 00:00:00 GMTAI infrastructureoperationsproduct strategy