Latest insights on AI engineering, automation, and production-grade AI systems. Learn from our experience building AI solutions that actually work.https://nought.digital/https://nought.digital/insights/building-production-ready-ai-agents/https://nought.digital/insights/building-production-ready-ai-agents/Essential patterns for deploying AI agents that actually work in production environments.Wed, 15 Oct 2025 00:00:00 GMTAI AgentsProductionEngineeringBest PracticesJake Henshallhttps://nought.digital/insights/rag-vs-fine-tuning-when-to-use-what/https://nought.digital/insights/rag-vs-fine-tuning-when-to-use-what/A practical guide to choosing between retrieval-augmented generation and model fine-tuning.Fri, 10 Oct 2025 00:00:00 GMTRAGFine-tuningStrategyAI ArchitectureJake Henshallhttps://nought.digital/insights/how-we-reduced-support-tickets-by-41-percent/https://nought.digital/insights/how-we-reduced-support-tickets-by-41-percent/Behind the scenes of building a fintech support copilot that actually delivers results.Sun, 05 Oct 2025 00:00:00 GMTSupportCase StudyROICustomer SuccessJake Henshallhttps://nought.digital/insights/prompt-engineering-best-practices/https://nought.digital/insights/prompt-engineering-best-practices/How to write prompts that actually work in production environments.Wed, 01 Oct 2025 00:00:00 GMTPrompt EngineeringBest PracticesAI DevelopmentJake Henshallhttps://nought.digital/insights/ai-cost-optimisation-strategies/https://nought.digital/insights/ai-cost-optimisation-strategies/How to build AI applications that deliver value without breaking the budget.Sun, 28 Sep 2025 00:00:00 GMTCost OptimisationBudgetAI EconomicsJake Henshallhttps://nought.digital/insights/rapid-ai-prototyping-langchain-supabase-fastapi/https://nought.digital/insights/rapid-ai-prototyping-langchain-supabase-fastapi/How we go from idea to working AI prototype in days, not weeks — using LangChain, Supabase, and FastAPI to turn experiments into production-grade systems.Mon, 27 Oct 2025 00:00:00 GMTLangChainFastAPISupabasePrototypingAI EngineeringJake Henshallhttps://nought.digital/insights/understanding-and-deploying-production-ai-systems/https://nought.digital/insights/understanding-and-deploying-production-ai-systems/As the world of artificial intelligence continues to evolve, deploying AI systems in production environments has become a critical skill for engineers...Thu, 04 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/model-evaluation-frameworks/https://nought.digital/insights/model-evaluation-frameworks/In the ever-evolving world of artificial intelligence, selecting the right model evaluation framework is crucial for achieving optimal performance. Mo...Fri, 05 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/production-debugging-techniques/https://nought.digital/insights/production-debugging-techniques/In the fast-paced world of AI engineering and production systems, efficient debugging techniques are crucial for maintaining robust and reliable appli...Sat, 06 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/vector-database-selection-guide/https://nought.digital/insights/vector-database-selection-guide/Choosing the right vector database is crucial for AI-driven applications as we move towards 2025/2026. With advancements in AI technologies, the abili...Sun, 07 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/context-window-management/https://nought.digital/insights/context-window-management/In the realm of artificial intelligence, managing the context window is pivotal for the success of AI agents. Understanding how to efficiently handle...Mon, 08 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/streaming-responses-optimisation/https://nought.digital/insights/streaming-responses-optimisation/In the rapidly evolving landscape of AI engineering, optimising streaming responses is becoming crucial. With real-time data processing and delivery a...Tue, 09 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/error-recovery-patterns/https://nought.digital/insights/error-recovery-patterns/In an era dominated by intelligent systems, ensuring robustness in AI applications is critical. Error recovery patterns provide a structured approach...Wed, 10 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/cost-effective-model-selection/https://nought.digital/insights/cost-effective-model-selection/Selecting the right AI model is a critical step in developing intelligent systems, but it often presents a significant cost challenge. With the rapid...Thu, 11 Dec 2025 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/advanced-ai-engineering-patterns/https://nought.digital/insights/advanced-ai-engineering-patterns/As artificial intelligence continues to transform industries, adopting advanced AI engineering patterns becomes crucial for developing robust, scalabl...Mon, 05 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/enterprise-ai-engineering-patterns/https://nought.digital/insights/enterprise-ai-engineering-patterns/Enterprise AI engineering is transforming industries by enhancing operational efficiency and driving innovation. Yet, implementing AI solutions at sca...Tue, 06 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/practical-ai-engineering-patterns/https://nought.digital/insights/practical-ai-engineering-patterns/AI engineering patterns are pivotal to building robust, scalable AI systems. As the demand for intelligent solutions grows, understanding and implemen...Wed, 07 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/advanced-ai-system-patterns/https://nought.digital/insights/advanced-ai-system-patterns/In the rapidly evolving landscape of artificial intelligence, understanding advanced AI system patterns is crucial for developing robust, scalable, an...Thu, 08 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-best-practices/https://nought.digital/insights/ai-engineering-best-practices/In the rapidly evolving world of artificial intelligence, engineering teams are constantly challenged to keep pace with the latest advancements. Under...Fri, 09 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-design-patterns/https://nought.digital/insights/ai-engineering-design-patterns/In the ever-evolving landscape of artificial intelligence, AI engineering design patterns have emerged as essential tools for developers designing rob...Sat, 10 Jan 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/claude-code-workflows-that-scale/https://nought.digital/insights/claude-code-workflows-that-scale/A practical workflow for using Claude in real engineering teams, from task shaping to safe rollout.Tue, 20 Jan 2026 00:00:00 GMTClaudeAI CodingWorkflowsEngineeringJake Henshallhttps://nought.digital/insights/ai-coding-tools-landscape-2026/https://nought.digital/insights/ai-coding-tools-landscape-2026/How to evaluate AI coding tools by reliability, cost, governance, and developer experience.Thu, 22 Jan 2026 00:00:00 GMTAI Coding ToolsEngineering StrategyDeveloper ExperienceJake Henshallhttps://nought.digital/insights/ai-coding-jobs-and-skills-in-2026/https://nought.digital/insights/ai-coding-jobs-and-skills-in-2026/What companies now expect from AI-assisted engineers, and how teams can hire for production impact.Sat, 24 Jan 2026 00:00:00 GMTAI JobsHiringSoftware EngineeringAI SkillsJake Henshallhttps://nought.digital/insights/hybrid-human-ai-code-review-patterns/https://nought.digital/insights/hybrid-human-ai-code-review-patterns/A review model that uses AI for speed and humans for judgment, security, and architectural quality.Mon, 26 Jan 2026 00:00:00 GMTCode ReviewAI CodingQualitySecurityJake Henshallhttps://nought.digital/insights/prompt-versioning-for-engineering-teams/https://nought.digital/insights/prompt-versioning-for-engineering-teams/Treat prompts as production artefacts with versioning, tests, rollback, and ownership.Wed, 28 Jan 2026 00:00:00 GMTPrompt EngineeringVersioningMLOpsAI SystemsJake Henshallhttps://nought.digital/insights/observability-for-ai-coding-agents/https://nought.digital/insights/observability-for-ai-coding-agents/The telemetry stack you need to debug agent behaviour, tool calls, and regression risks in production.Fri, 30 Jan 2026 00:00:00 GMTObservabilityAI AgentsDebuggingProductionJake Henshallhttps://nought.digital/insights/testing-strategies-for-ai-generated-code/https://nought.digital/insights/testing-strategies-for-ai-generated-code/A layered testing approach that keeps AI-generated code fast to ship and safe to run.Mon, 02 Feb 2026 00:00:00 GMTTestingAI CodingQuality EngineeringCI/CDJake Henshallhttps://nought.digital/insights/cost-controls-for-multi-model-ai-products/https://nought.digital/insights/cost-controls-for-multi-model-ai-products/Simple controls for model routing, token budgets, and caching that protect margin as usage scales.Thu, 05 Feb 2026 00:00:00 GMTAI CostModel RoutingFinOpsProduct EngineeringJake Henshallhttps://nought.digital/insights/secure-tool-use-for-ai-agents/https://nought.digital/insights/secure-tool-use-for-ai-agents/How to lock down tool execution paths so AI agents remain useful without introducing avoidable risk.Sun, 08 Feb 2026 00:00:00 GMTAI SecurityAI AgentsToolingRisk ManagementJake Henshallhttps://nought.digital/insights/shipping-claude-and-openai-together/https://nought.digital/insights/shipping-claude-and-openai-together/A practical multi-provider architecture for quality fallback, cost control, and vendor resilience.Wed, 11 Feb 2026 00:00:00 GMTClaudeOpenAIMulti-modelArchitectureJake Henshallhttps://nought.digital/insights/from-prototype-to-production-ai-coding-assistant/https://nought.digital/insights/from-prototype-to-production-ai-coding-assistant/What changes between demo and production when building an internal AI coding assistant.Sat, 14 Feb 2026 00:00:00 GMTAI AssistantProductionEngineeringDeliveryJake Henshallhttps://nought.digital/insights/ai-devtool-stack-for-small-teams/https://nought.digital/insights/ai-devtool-stack-for-small-teams/A lean, high-impact AI development stack for small teams shipping fast without losing quality.Tue, 17 Feb 2026 00:00:00 GMTAI ToolsSmall TeamsDeveloper ProductivityEngineeringJake Henshallhttps://nought.digital/insights/modern-ai-engineering-patterns/https://nought.digital/insights/modern-ai-engineering-patterns/In the rapidly evolving field of artificial intelligence, modern AI engineering patterns have emerged as pivotal components for developing robust, sca...Tue, 24 Feb 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/production-ai-engineering-patterns/https://nought.digital/insights/production-ai-engineering-patterns/In the rapidly evolving world of artificial intelligence, implementing effective production AI engineering patterns is crucial for transforming theore...Wed, 25 Feb 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/scalable-ai-engineering-patterns/https://nought.digital/insights/scalable-ai-engineering-patterns/Scalable AI engineering patterns are crucial in 2025/2026, as organisations strive to integrate intelligent systems that can grow and adapt with evolv...Thu, 26 Feb 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-0483/https://nought.digital/insights/ai-engineering-patterns-0483/In the rapidly evolving field of AI, engineering patterns are crucial for developing scalable and maintainable systems. Pattern 0483, a lesser-known b...Fri, 27 Feb 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-3736/https://nought.digital/insights/ai-engineering-patterns-3736/Artificial intelligence (AI) engineering is rapidly evolving, and understanding AI engineering patterns is crucial for developing robust, scalable, an...Sat, 28 Feb 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-3639/https://nought.digital/insights/ai-engineering-patterns-3639/AI engineering patterns are crucial for developing robust, scalable, and efficient AI systems. By leveraging design patterns, engineers can streamline...Sun, 01 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-7753/https://nought.digital/insights/ai-engineering-patterns-7753/In the rapidly evolving landscape of artificial intelligence, AI engineering patterns have emerged as indispensable tools for developers aiming to bui...Mon, 02 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-6588/https://nought.digital/insights/ai-engineering-patterns-6588/In the rapidly evolving landscape of artificial intelligence, understanding and implementing effective engineering patterns is crucial for building ro...Tue, 03 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-6465/https://nought.digital/insights/ai-engineering-patterns-6465/AI engineering patterns are the blueprint for creating robust, scalable AI systems. In 2025/2026, they remain crucial for AI development, offering sol...Wed, 04 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-2262/https://nought.digital/insights/ai-engineering-patterns-2262/In the ever-evolving world of artificial intelligence, engineering patterns have become the backbone of creating robust, scalable AI solutions. AI eng...Thu, 05 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-5577/https://nought.digital/insights/ai-engineering-patterns-5577/AI engineering patterns are a cornerstone in modern software development, guiding engineers towards building robust, scalable, and efficient AI system...Fri, 06 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-1514/https://nought.digital/insights/ai-engineering-patterns-1514/AI engineering patterns are essential for developing robust, scalable, and efficient AI systems. In this post, we explore the most pertinent AI engine...Sat, 07 Mar 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-3824/https://nought.digital/insights/ai-engineering-patterns-3824/In the rapidly evolving landscape of AI, understanding and implementing effective engineering patterns is crucial. AI Engineering Patterns 3824 provid...Sat, 18 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-4644/https://nought.digital/insights/ai-engineering-patterns-4644/In the rapidly evolving field of AI engineering, understanding effective patterns is crucial for building robust systems. As we look towards 2025, AI...Sun, 19 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-8512/https://nought.digital/insights/ai-engineering-patterns-8512/AI engineering patterns are the backbone of designing scalable, efficient, and maintainable AI systems. In this guide, we'll explore AI Engineering Pa...Mon, 20 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-0196/https://nought.digital/insights/ai-engineering-patterns-0196/AI engineering patterns serve as vital blueprints for developing robust, scalable, and efficient AI systems. Amongst these, Pattern 0196 stands out fo...Tue, 21 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-5627/https://nought.digital/insights/ai-engineering-patterns-5627/In the fast-evolving world of artificial intelligence, AI engineering patterns are pivotal for developing robust, scalable, and efficient systems. As...Wed, 22 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-0675/https://nought.digital/insights/ai-engineering-patterns-0675/The realm of AI engineering is continuously evolving, and with it, the methodologies and patterns that define successful implementations. AI Engineeri...Thu, 23 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-5761/https://nought.digital/insights/ai-engineering-patterns-5761/AI engineering is continuously evolving, and in 2025/2026, understanding AI engineering patterns like 5761 is essential for creating robust, scalable...Fri, 24 Apr 2026 00:00:00 GMTAIEngineeringJake Henshallhttps://nought.digital/insights/ai-engineering-patterns-0296/https://nought.digital/insights/ai-engineering-patterns-0296/Artificial Intelligence (AI) is transforming industries across the globe, and understanding AI engineering patterns is crucial for effective implement...Sat, 25 Apr 2026 00:00:00 GMTAIEngineeringJake Henshall