https://talee.co.uk/insights/llm-features-that-survive-production Beyond chatbots: shipping LLM features that survive production LLM features survive production when they are treated as software systems rather than prompts: a versioned evaluation set gates every change, every call is traced, deterministic fallbacks cover failure modes, costs are budgeted per request, and a named owner reviews quality weekly. LLM in production, LLM evaluation, LLM observability, generative AI engineering Talee, AI Engineering weekly 0.7 https://talee.co.uk/insights/evaluating-rag-beyond-cosine-similarity Evaluating RAG: beyond cosine similarity Evaluate RAG in two layers. Measure retrieval with recall@k and MRR against a golden set of question-to-passage labels, then measure generation for faithfulness to the retrieved context, answer relevance and correct refusals. A similarity score alone tells you neither. RAG evaluation, retrieval augmented generation, faithfulness, retrieval metrics Talee, AI Engineering weekly 0.7 https://talee.co.uk/insights/edge-inference-visual-qa Why edge inference still beats the cloud for visual QA For visual quality inspection, edge inference usually wins because decisions must be made within milliseconds of capture, high-resolution video is expensive to stream, and many manufacturers cannot send images off site. The cloud remains the right place for training, labelling and fleet monitoring. edge AI, visual quality inspection, computer vision manufacturing, defect detection Talee, Computer Vision weekly 0.7 https://talee.co.uk/insights/ai-simulation-computational-twins AI twinning: how computational twins are changing industrial decision-making AI twinning combines physics-based simulation with machine learning trained on live sensor data, producing a computational twin that updates continuously and runs fast enough to support real-time decisions. It extends classic digital twins from offline design tools into operational systems for predictive maintenance, scheduling and process optimisation. ai twinning, computational twin, digital twin AI, predictive maintenance, process optimisation, AI simulation Talee, Manufacturing weekly 0.7 https://talee.co.uk/ Talee — AI-Powered IT Services & Bespoke Software in London Home of Talee, a London-based AI consultancy founded in 2014. Designs, builds and operates machine learning, computer vision, NLP, data and intelligent automation systems for regulated industries worldwide. AI consultancy, machine learning, bespoke software, data engineering Talee Ltd, London, Microsoft Solutions Partner weekly 1.0 https://talee.co.uk/about About Talee Company background, mission, vision, values, timeline, principles, practices and global footprint. Talee was founded in 2014, is headquartered in London, and works in English, French, Spanish and German. company, leadership, values, history Talee Ltd, founded 2014, 207 Regent Street London W1B 3HH weekly 0.7 https://talee.co.uk/services Talee services — AI development, data engineering and bespoke software Service catalogue: AI development, computer vision, NLP and sentiment analysis, big data engineering, knowledge systems, bespoke software, cloud and platform engineering, MLOps and security, and team augmentation. Engagement models, delivery process, technology stack and FAQ. AI development, computer vision, NLP, MLOps, cloud engineering Azure, OpenAI, Databricks, Snowflake weekly 0.7 https://talee.co.uk/solutions Productised AI and data solution patterns Solution patterns Talee deploys: retrieval-augmented generation, intelligent document processing, computer-vision quality control, predictive maintenance, customer-360 analytics, agentic workflows. 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