[{"data":1,"prerenderedAt":597},["ShallowReactive",2],{"nova_settings":3,"news-localization-inspection-and-reasoning-lira-module-for-autonomous-workflows-in-self-driving-laboratories":43,"nova_blocks_header":165,"nova_blocks_footer":486,"related-news-localization-inspection-and-reasoning-lira-module-for-autonomous-workflows-in-self-driving-laboratories":524,"i-material-symbols:menu":587,"i-material-symbols:keyboard-arrow-down":591,"i-material-symbols:person":593,"i-material-symbols:search":595},{"id":4,"user_created":5,"date_created":6,"user_updated":7,"date_updated":8,"example_solution_flex_light":9,"example_solution_flex_dark":12,"example_solution_swing_light":15,"example_solution_swing_dark":18,"example_solution_flexshuttle_light":21,"example_solution_flexshuttle_dark":24,"flex_module_light":27,"flex_module_dark":28,"tools_light":29,"tools_dark":32,"news":33,"news_single_page":36,"events":39,"events_single_page":42},1,"d42c9391-fa2d-4f14-ac19-e7b5ab24bd3a","2025-09-18T11:54:04.000Z","fa41fac3-5e7d-4734-9be7-2367112eb875","2025-09-29T07:46:28.000Z",{"id":10,"title":11},"a37fca0f-19b9-4548-b1ed-be66eaa7ff31","Example Solutions Light Configuration - Laboratory Automation Setup and Applications",{"id":13,"title":14},"67c85d9d-0c1e-4912-a8e0-cf2b05ec431a","Example Solutions Overview - Chemspeed Laboratory Automation Applications and Configurations",{"id":16,"title":17},"542f7e9e-4a3f-40ed-9c30-91bcb5ad6db8","SWING Example Solution Light Configuration - Automated Synthesis Platform Setup",{"id":19,"title":20},"c8d0175f-695a-4aa1-8d5e-277c53aa0778","SWING Example Solution Dark Configuration - Advanced Automated Synthesis Platform Setup",{"id":22,"title":23},"26fb7e48-4eb1-4e62-b3cd-088386845a96","FLEXSHUTTLE Example Solution Light Setup - Automated Sample Transport System for Laboratory",{"id":25,"title":26},"65202007-6f2b-434b-b293-de99f70c7816","FLEXSHUTTLE Example Solution Dark Configuration - Automated Sample Transport Platform",{"id":10,"title":11},{"id":13,"title":14},{"id":30,"title":31},"5ffdb292-ec47-4774-a413-76cb06835b34","Chemspeed Default Logo Blue Bg",{"id":30,"title":31},{"id":34,"title":35},"696fd543-bfdb-45e2-bcdd-8f3a47caf257","News Picture 1 1 V2",{"id":37,"title":38},"22d85ab9-6f8d-4238-adc6-acaf96c60e93","News Picture Generic",{"id":40,"title":41},"f27df6d7-2773-4f78-861c-317c4ecd3bac","Chemspeed Event's",{"id":40,"title":41},{"id":44,"featured_news":45,"news_type":46,"title":47,"url":48,"content":49,"content_editor":50,"target_date":111,"seo":112,"picture":49,"industry":115,"workflow":162},14012,true,"customer_news","Localization, inspection, and reasoning (LIRA) module for autonomous workflows in self-driving laboratories","localization-inspection-and-reasoning-lira-module-for-autonomous-workflows-in-self-driving-laboratories",null,{"time":51,"blocks":52,"version":110},1765184291548,[53,61,67,73,78,84,90,96,102],{"id":54,"type":55,"data":56,"tunes":58},"m7jU6Y9u1v","paragraph",{"text":57},"Nature",{"alignment":59},{"alignment":60},"left",{"id":62,"type":55,"data":63,"tunes":65},"JXCEyKHNu9",{"text":64},"Self-driving labs (SDLs) combine robotic automation with artificial intelligence (AI) to allow autonomous, high-throughput experimentation. However, robot manipulation in most SDL workflows operates in an open-loop manner, lacking real-time error detection and error correction. This can reduce reliability and overall efficiency. Here, we introduce LIRA (Localization, Inspection, and Reasoning), which is an edge computing module that enhances robotic decision-making through vision-language models (VLMs). LIRA enables precise localization, automated error inspection, and reasoning, thus allowing robots to adapt dynamically to variations from the expected workflow state. Integrated within a client-server framework, LIRA supports remote vision inspection and seamless multi-platform communication, improving workflow flexibility. Through extensive testing, LIRA achieves high localization accuracy, a tenfold reduction in localization time, and real-time inspection across diverse tasks, increasing the efficiency and robustness of autonomous workflows considerably. As an open-source solution, LIRA facilitates AI-driven automation in SDLs, advancing autonomous, intelligent, and resilient laboratory environments. Longer term, this will accelerate scientific discoveries through more seamless human-machine collaboration.",{"alignment":66},{"alignment":60},{"id":68,"type":55,"data":69,"tunes":71},"lzTsQwy6S0",{"text":70},"For details: ",{"alignment":72},{"alignment":60},{"id":74,"type":55,"data":75,"tunes":76},"U9RjYmVzgo",{"text":47},{"alignment":77},{"alignment":60},{"id":79,"type":55,"data":80,"tunes":82},"XDAqFhycwF",{"text":81},"Zhengxue Zhou 1,2, Satheeshkumar Veeramani 1, Francisco Munguia-Galeano 1, Hatem Fakhruldeen 1,2, Andrew I. Cooper 1,2",{"alignment":83},{"alignment":60},{"id":85,"type":55,"data":86,"tunes":88},"3h0Wpa5NXu",{"text":87},"1) Department of Chemistry and Materials Innovation Factory, University of Liverpool, Liverpool, United Kingdom \u003Cbr>2) The Leverhulme Research Centre for Functional Materials Design, University of Liverpool, Liverpool, United Kingdom",{"alignment":89},{"alignment":60},{"id":91,"type":55,"data":92,"tunes":94},"ay6zB4zXCB",{"text":93},"Nature\u003Cbr>https://www.nature.com/articles/s42004-025-01770-1",{"alignment":95},{"alignment":60},{"id":97,"type":55,"data":98,"tunes":100},"FLr0bzoo21",{"text":99},"For more information about Chemspeed solutions:",{"alignment":101},{"alignment":60},{"id":103,"type":104,"data":105,"tunes":108},"IDaY9lap96","header",{"text":106,"level":107},"Contact us to learn more about this exciting article:\u003Ca href=\"https://www.chemspeed.com/contact/\">https://www.chemspeed.com/contact/\u003C/a>",3,{"alignment":109},{"alignment":60},"2.31.0","2026-05-05",{"title":113,"meta_description":114},"LIRA Module for Autonomous Workflows in Self‑Driving Labs","Discover how the LIRA module enhances autonomous laboratory workflows through advanced localization, inspection, and reasoning to enable fully self‑driving labs.\n",[116,118,121,123,126,129,132,135,138,141,144,147,150,153,156,159],{"id":117,"news_id":44,"industry_id":4},1232,{"id":119,"news_id":44,"industry_id":120},1233,2,{"id":122,"news_id":44,"industry_id":107},1234,{"id":124,"news_id":44,"industry_id":125},1235,20,{"id":127,"news_id":44,"industry_id":128},1236,6,{"id":130,"news_id":44,"industry_id":131},1237,13,{"id":133,"news_id":44,"industry_id":134},1238,4,{"id":136,"news_id":44,"industry_id":137},1239,9,{"id":139,"news_id":44,"industry_id":140},1240,10,{"id":142,"news_id":44,"industry_id":143},1241,15,{"id":145,"news_id":44,"industry_id":146},1242,16,{"id":148,"news_id":44,"industry_id":149},1243,5,{"id":151,"news_id":44,"industry_id":152},1244,7,{"id":154,"news_id":44,"industry_id":155},1245,8,{"id":157,"news_id":44,"industry_id":158},1246,12,{"id":160,"news_id":44,"industry_id":161},1247,14,[163],{"id":164,"news_id":44,"workflow_id":155},1192,{"id":4,"sort":49,"user_created":5,"date_created":166,"user_updated":167,"date_updated":168,"internal_name":169,"header_presentation":49,"cta_text":49,"cta_link":49,"preview":170,"items":171},"2025-07-03T09:39:06.000Z","396bdb39-b8ef-4bbd-ad5d-54f68f2da054","2026-04-24T06:51:26.000Z","Default Header","42627e3f-7447-4f40-8aa6-1aedfb54c7f6",[172,245,357,401,438,482],{"item":173},{"title":174,"style":175,"items":176},"Portfolio","double",[177,223],{"nova_blocks_header_submenu_items_id":178},{"title":179,"items":180},"Scalable Automation",[181,187,193,199,205,211,217],{"sort":4,"item":182},{"page_title":183,"slug":184,"menu_description":185,"menu_icon":186},"Benchtop Solutions","benchtop-crystal","Space-Saving, High-Impact","breakfast_dining",{"sort":120,"item":188},{"page_title":189,"slug":190,"menu_description":191,"menu_icon":192},"Configurable Solutions","configurable-solutions","Tailored for Your Workflow","edit_square",{"sort":107,"item":194},{"page_title":195,"slug":196,"menu_description":197,"menu_icon":198},"NMR Automation Portfolio","bruker-nmr-automation","E2E automated NMR workflows","location_automation",{"sort":134,"item":200},{"page_title":201,"slug":202,"menu_description":203,"menu_icon":204},"XRD Automation Portfolio","bruker-xrd-automation","E2E automated XRD Workflows","api",{"sort":149,"item":206},{"page_title":207,"slug":208,"menu_description":209,"menu_icon":210},"Automated \"Make\" and IR & Raman Workflows (Optics)","automated-ir-and-raman-workflows","Spectroscopy Automation","escalator",{"sort":128,"item":212},{"page_title":213,"slug":214,"menu_description":215,"menu_icon":216},"QC Packages","qc-packages","Quality Control Solutions","verified_user",{"sort":152,"item":218},{"page_title":219,"slug":220,"menu_description":221,"menu_icon":222},"Software","software-and-digitalization","Connect. Control. Analyze","memory",{"nova_blocks_header_submenu_items_id":224},{"title":225,"items":226},"Repository",[227,233,239],{"sort":4,"item":228},{"page_title":229,"slug":230,"menu_description":231,"menu_icon":232},"Example Solutions","example-solutions","See How It Works for Specific Workflows","menu_book",{"sort":134,"item":234},{"page_title":235,"slug":236,"menu_description":237,"menu_icon":238},"Tools","robotic-tools","Tools for Every Task","tools_power_drill",{"sort":149,"item":240},{"page_title":241,"slug":242,"menu_description":243,"menu_icon":244},"Modules","modules","Scalable Smart Modules","view_module",{"item":246},{"title":247,"style":248,"items":249},"Industries","triple",[250,290,323],{"nova_blocks_header_submenu_items_id":251},{"title":252,"items":253},"Life Science",[254,260,266,272,278,284],{"sort":4,"item":255},{"page_title":256,"slug":257,"menu_description":258,"menu_icon":259},"Pharma","pharma","Drug Development","medication",{"sort":120,"item":261},{"page_title":262,"slug":263,"menu_description":264,"menu_icon":265},"Agro","agro","Crop Protection","agriculture",{"sort":107,"item":267},{"page_title":268,"slug":269,"menu_description":270,"menu_icon":271},"Fine & Speciality Chemicals","fine-and-speciality-chemicals","Specialty Chemicals","science",{"sort":134,"item":273},{"page_title":274,"slug":275,"menu_description":276,"menu_icon":277},"Biomaterials","biomaterials","Bio-based Materials","biotech",{"sort":149,"item":279},{"page_title":280,"slug":281,"menu_description":282,"menu_icon":283},"Renewables & Energy","renewables-and-energy","Clean Energy","energy_savings_leaf",{"sort":128,"item":285},{"page_title":286,"slug":287,"menu_description":288,"menu_icon":289},"Forensics","forensics","Forensics Applications","gavel",{"nova_blocks_header_submenu_items_id":291},{"title":292,"items":293},"Materials Science",[294,300,305,311,317],{"sort":107,"item":295},{"page_title":296,"slug":297,"menu_description":298,"menu_icon":299},"Catalysts","catalysts","Catalyst Development","speed",{"sort":134,"item":301},{"page_title":302,"slug":303,"menu_description":292,"menu_icon":304},"Polymers","polymers","polymer",{"sort":149,"item":306},{"page_title":307,"slug":308,"menu_description":309,"menu_icon":310},"Ceramics & Abrasives","ceramics-and-abrasives","Advanced Materials","construction",{"sort":128,"item":312},{"page_title":313,"slug":314,"menu_description":315,"menu_icon":316},"Porous Materials","porous-materials","Filtration Materials","filter_alt",{"sort":152,"item":318},{"page_title":319,"slug":320,"menu_description":321,"menu_icon":322},"Nanomaterials","nanomaterials","Nanotech Materials","blur_on",{"nova_blocks_header_submenu_items_id":324},{"title":325,"items":326},"Consumer Goods & Performance Materials",[327,333,339,345,351],{"sort":4,"item":328},{"page_title":329,"slug":330,"menu_description":331,"menu_icon":332},"Lubricants","lubricants","Automotive Fluids","engineering",{"sort":120,"item":334},{"page_title":335,"slug":336,"menu_description":337,"menu_icon":338},"Paints, Coatings & Adhesives","paints-coatings-and-adhesives","Surface Coatings","format_paint",{"sort":107,"item":340},{"page_title":341,"slug":342,"menu_description":343,"menu_icon":344},"Personal Care","personal-care","Cosmetics & Beauty","face",{"sort":134,"item":346},{"page_title":347,"slug":348,"menu_description":349,"menu_icon":350},"Home Care","home-care","Household Products","cleaning_services",{"sort":149,"item":352},{"page_title":353,"slug":354,"menu_description":355,"menu_icon":356},"Nutrition","nutrition","Food Science","restaurant",{"item":358},{"title":359,"style":360,"items":361},"Workflows","single",[362],{"nova_blocks_header_submenu_items_id":363},{"title":364,"items":365},"By Workflow",[366,371,376,381,387,393,399],{"sort":4,"item":367},{"page_title":368,"slug":369,"menu_description":370,"menu_icon":271},"Sample Preparation","sample-preparation","Automated Sample Prep",{"sort":120,"item":372},{"page_title":373,"slug":374,"menu_description":375,"menu_icon":277},"Synthesis","synthesis","Chemical Synthesis",{"sort":107,"item":377},{"page_title":378,"slug":379,"menu_description":380,"menu_icon":271},"Process research","process-research","Process Optimization",{"sort":134,"item":382},{"page_title":383,"slug":384,"menu_description":385,"menu_icon":386},"Formulation","formulation","Product Formulation","blender",{"sort":149,"item":388},{"page_title":389,"slug":390,"menu_description":391,"menu_icon":392},"Application","application","Method Development","apps",{"sort":128,"item":394},{"page_title":395,"slug":396,"menu_description":397,"menu_icon":398},"Testing","testing","Analytical Testing","verified",{"sort":152,"item":400},{"page_title":213,"slug":214,"menu_description":215,"menu_icon":216},{"item":402},{"title":403,"style":360,"items":404},"Company",[405],{"nova_blocks_header_submenu_items_id":406},{"title":403,"items":407},[408,414,420,426,432],{"sort":4,"item":409},{"page_title":410,"slug":411,"menu_description":412,"menu_icon":413},"About Chemspeed","about","Who We Are","settings_accessibility",{"sort":120,"item":415},{"page_title":416,"slug":417,"menu_description":418,"menu_icon":419},"Contact Chemspeed","contact","Get in Touch","phone_enabled",{"sort":107,"item":421},{"page_title":422,"slug":423,"menu_description":424,"menu_icon":425},"Careers","careers","Join Our Team","child_care",{"sort":134,"item":427},{"page_title":428,"slug":429,"menu_description":430,"menu_icon":431},"Distributors & Offices","distributors","Partners Worldwide","alternate_email",{"sort":149,"item":433},{"page_title":434,"slug":435,"menu_description":436,"menu_icon":437},"Quality","quality","Our Commitment to Quality","equalizer",{"item":439},{"title":440,"style":360,"items":441},"Media",[442],{"nova_blocks_header_submenu_items_id":443},{"title":444,"items":445},"All Our Media in One Place",[446,452,458,464,470,476],{"sort":4,"item":447},{"title":448,"slug":449,"menu_description":450,"menu_icon":451},"Webinars","webinar","Join Live or On-Demand","event_repeat",{"sort":120,"item":453},{"page_title":454,"slug":455,"menu_description":456,"menu_icon":457},"Events","events","Where to Meet Us","supervisor_account",{"sort":107,"item":459},{"page_title":460,"slug":461,"menu_description":462,"menu_icon":463},"Videos / Images","media","Chemspeed in Motion","video_library",{"sort":134,"item":465},{"page_title":466,"slug":467,"menu_description":468,"menu_icon":469},"Application Notes","application-notes","Workflows & Best Practices","speaker_notes",{"sort":149,"item":471},{"page_title":472,"slug":473,"menu_description":474,"menu_icon":475},"Customer Achievements","customer-achievements","Customer Research Highlights","brightness_empty",{"sort":128,"item":477},{"page_title":478,"slug":479,"menu_description":480,"menu_icon":481},"Corporate News","corporate-news","Latest Updates","newspaper",{"item":483},{"page_title":484,"slug":485},"Service","service-and-support",{"id":4,"sort":49,"user_created":5,"date_created":487,"user_updated":167,"date_updated":488,"slogan":489,"internal_name":49,"menu":490},"2025-08-04T09:42:18.000Z","2025-10-08T11:44:36.000Z","Chemspeed is a global team committed to enable automated and digitalized workflows for scientists in R&D and QC.\n",[491,500],{"nova_blocks_footer_submenu_id":492},{"title":403,"items":493},[494,496,498],{"item":495},{"page_title":410,"slug":411},{"item":497},{"page_title":416,"slug":417},{"item":499},{"page_title":422,"slug":423},{"nova_blocks_footer_submenu_id":501},{"title":502,"items":503},"Legal",[504,508,512,516,520],{"item":505},{"page_title":506,"slug":507},"Privacy Policy","privacy-policy",{"item":509},{"page_title":510,"slug":511},"Terms & Conditions of Sales","terms-and-conditions",{"item":513},{"page_title":514,"slug":515},"Terms & Conditions of Purchasing","terms-and-conditions-purchasing",{"item":517},{"page_title":518,"slug":519},"Terms & Conditions of Service","terms-and-conditions-service",{"item":521},{"page_title":522,"slug":523},"Social Responsibility Report","social-responsibility",[525,546,563],{"id":526,"featured_news":527,"news_type":46,"title":528,"url":529,"preview":530,"target_date":531,"picture":49,"industry":532,"workflow":537},14027,false,"An Automation Platform for the Chemoenzymatic Synthesis of Complex Sulfated and Branched Glycans","an-automation-platform-for-the-chemoenzymatic-synthesis-of-complex-sulfated-and-branched-glycans","\u003Cp>Diverse collections of well-defined glycans are needed to investigate the molecular mechanisms by which these biomolecules mediate biological and disease processes. Several automation approaches have been introduced to accelerate the enzymatic synthesis of complex glycans. These methodologies have, however, provided only relatively simple oligosaccharides due to limitations of glycosyl transferase selectivity.\u003C/p>","2026-04-28",[533,535],{"id":534,"news_id":526,"industry_id":4},1302,{"id":536,"news_id":526,"industry_id":128},1303,[538,540,542,544],{"id":539,"news_id":526,"workflow_id":155},1255,{"id":541,"news_id":526,"workflow_id":4},1256,{"id":543,"news_id":526,"workflow_id":152},1257,{"id":545,"news_id":526,"workflow_id":120},1258,{"id":547,"featured_news":45,"news_type":46,"title":548,"url":549,"preview":550,"target_date":551,"picture":49,"industry":552,"workflow":556},14014,"Accelerating Porosity Assessment in Solid Materials via SemiAutomated Platforms","accelerating-porosity-assessment-in-solid-materials-via-semi-automated-platforms","\u003Cp>The design and discovery of porous materials have become a central theme in materials science, driven by their applications in gas storage, separation, carbon capture, and catalysis. Rapid advances in synthetic chemistry, particularly in metal–organic frameworks, porous organic cages, and conjugated microporous polymers, have enabled the generation of increasingly large and diverse material libraries.\u003C/p>","2026-04-21",[553,554,555],{"id":541,"news_id":547,"industry_id":146},{"id":543,"news_id":547,"industry_id":134},{"id":545,"news_id":547,"industry_id":137},[557,559,561],{"id":558,"news_id":547,"workflow_id":4},1198,{"id":560,"news_id":547,"workflow_id":120},1199,{"id":562,"news_id":547,"workflow_id":107},1200,{"id":564,"featured_news":527,"news_type":46,"title":565,"url":566,"preview":567,"target_date":568,"picture":49,"industry":569,"workflow":578},14020,"Implementation of Large-Scale Multi-Reactor Automation for Process Development","implementation-of-large-scale-multi-reactor-automation-for-process-development","\u003Cp>Pharmaceuticals increasing complexity requires longer synthesis with unique processes for each step, increasing the number of experiments to develop robust sustainable processes. The time to develop these processes is getting shorter, and automation can support the growing need to efficiently perform more experiments.\u003C/p>","2026-04-14",[570,572,574,576],{"id":571,"news_id":564,"industry_id":4},1283,{"id":573,"news_id":564,"industry_id":120},1284,{"id":575,"news_id":564,"industry_id":107},1285,{"id":577,"news_id":564,"industry_id":137},1286,[579,581,583,585],{"id":580,"news_id":564,"workflow_id":155},1227,{"id":582,"news_id":564,"workflow_id":4},1228,{"id":584,"news_id":564,"workflow_id":107},1229,{"id":586,"news_id":564,"workflow_id":152},1230,{"left":588,"top":588,"width":589,"height":589,"rotate":588,"vFlip":527,"hFlip":527,"body":590},0,24,"\u003Cpath fill=\"currentColor\" d=\"M3 18v-2h18v2zm0-5v-2h18v2zm0-5V6h18v2z\"/>",{"left":588,"top":588,"width":589,"height":589,"rotate":588,"vFlip":527,"hFlip":527,"body":592},"\u003Cpath fill=\"currentColor\" d=\"m12 15.4l-6-6L7.4 8l4.6 4.6L16.6 8L18 9.4z\"/>",{"left":588,"top":588,"width":589,"height":589,"rotate":588,"vFlip":527,"hFlip":527,"body":594},"\u003Cpath fill=\"currentColor\" d=\"M12 12q-1.65 0-2.825-1.175T8 8t1.175-2.825T12 4t2.825 1.175T16 8t-1.175 2.825T12 12m-8 8v-2.8q0-.85.438-1.562T5.6 14.55q1.55-.775 3.15-1.162T12 13t3.25.388t3.15 1.162q.725.375 1.163 1.088T20 17.2V20z\"/>",{"left":588,"top":588,"width":589,"height":589,"rotate":588,"vFlip":527,"hFlip":527,"body":596},"\u003Cpath fill=\"currentColor\" d=\"m19.6 21l-6.3-6.3q-.75.6-1.725.95T9.5 16q-2.725 0-4.612-1.888T3 9.5t1.888-4.612T9.5 3t4.613 1.888T16 9.5q0 1.1-.35 2.075T14.7 13.3l6.3 6.3zM9.5 14q1.875 0 3.188-1.312T14 9.5t-1.312-3.187T9.5 5T6.313 6.313T5 9.5t1.313 3.188T9.5 14\"/>",1777964831523]