{"id":43846,"date":"2026-06-30T11:31:41","date_gmt":"2026-06-30T08:31:41","guid":{"rendered":"https:\/\/mashik.com\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/"},"modified":"2026-06-30T11:31:41","modified_gmt":"2026-06-30T08:31:41","slug":"from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain","status":"publish","type":"post","link":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/","title":{"rendered":"From RPA to Autonomous Agent: How to Implement AI Agent Orchestration in the Supply Chain"},"content":{"rendered":"<p>Many organizations have invested years in tools, bots and integrations, yet still feel their processes are not truly automated. The reason is simple: most processes were merely automated, not orchestrated. The difference between RPA and an agent is the difference between a fixed script that gets stuck when input changes, and a system that reasons and knows how to solve problems on its own, sets its own path and acts. This article is the practical guide for making that transition.   <\/p>\n<h2>The Difference Between RPA and an AI Agent<\/h2>\n<p>RPA operates according to rigid logic, and gets stuck when input arrives in an unexpected format. An agent, on the other hand, captures data from multiple sources, reasons and resolves in order to advance toward the goal, acts within its defined boundaries, handles exceptions without a ready script, and documents every decision. The example illustrates: a forecasting tool says a shipment will be late; the agent identifies, checks alternatives, reroutes, updates the warehouse management system, notifies the customer, and escalates only when the case exceeds its authority. The agent chooses the path; RPA merely walks the path you defined.   <\/p>\n<h2>\u05de\u05d5\u05d3\u05dc \u05d4\u05e0\u05d4\u05dc\u05d9\u05dd \u05d4\u05de\u05d5\u05de\u05dc\u05e5 \u05dc\u05e2\u05d1\u05d5\u05d3\u05d4 \u05e2\u05dd \u05e1\u05d5\u05db\u05e0\u05d9 AI \u05d1\u05e9\u05dc\u05d5\u05e9 \u05e8\u05de\u05d5\u05ea<\/h2>\n<p>\u05d4\u05de\u05d8\u05de\u05d9\u05e2\u05d9\u05dd \u05d4\u05de\u05d5\u05d1\u05d9\u05dc\u05d9\u05dd \u05e2\u05d5\u05d1\u05d3\u05d9\u05dd \u05dc\u05e4\u05d9 \u05de\u05d5\u05d3\u05dc \u05de\u05d3\u05d5\u05e8\u05d2. \u05d1\u05e8\u05de\u05ea \u05d4\u05e1\u05d9\u05db\u05d5\u05df \u05d4\u05e0\u05de\u05d5\u05db\u05d4 \u05d1\u05d9\u05d5\u05ea\u05e8 \u05e0\u05de\u05e6\u05d0\u05d5\u05ea \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea \u05d1\u05e0\u05e4\u05d7 \u05d2\u05d1\u05d5\u05d4, \u05e9\u05d2\u05e8\u05ea\u05d9\u05d5\u05ea \u05d5\u05d4\u05e4\u05d9\u05db\u05d5\u05ea, \u05e9\u05d1\u05d4\u05df \u05e2\u05dc\u05d5\u05ea \u05d4\u05d8\u05e2\u05d5\u05ea \u05e7\u05d8\u05e0\u05d4 \u05d5\u05de\u05d5\u05d1\u05e0\u05ea \u05d5\u05d4\u05e1\u05de\u05db\u05d5\u05ea \u05ea\u05d7\u05d5\u05de\u05d4: \u05d4\u05e1\u05d5\u05db\u05df \u05e4\u05d5\u05e2\u05dc, \u05de\u05ea\u05e2\u05d3 \u05d5\u05de\u05de\u05e9\u05d9\u05da \u05d4\u05dc\u05d0\u05d4, \u05dc\u05de\u05e9\u05dc \u05d4\u05d6\u05de\u05e0\u05d5\u05ea \u05d7\u05d9\u05d3\u05d5\u05e9 \u05de\u05dc\u05d0\u05d9 \u05e1\u05d8\u05e0\u05d3\u05e8\u05d8\u05d9\u05d5\u05ea \u05de\u05ea\u05d7\u05ea \u05dc\u05e1\u05e3 \u05d4\u05d5\u05e6\u05d0\u05d4, \u05d0\u05d5 \u05ea\u05d9\u05d7\u05d5\u05e8 \u05de\u05d7\u05d3\u05e9 \u05e9\u05dc \u05de\u05d5\u05d1\u05d9\u05dc \u05d1\u05ea\u05d5\u05da \u05e8\u05e9\u05ea \u05e1\u05e4\u05e7\u05d9\u05dd \u05de\u05d0\u05d5\u05e9\u05e8\u05ea. \u05d1\u05e8\u05de\u05ea \u05d4\u05e1\u05d9\u05db\u05d5\u05df \u05d4\u05d1\u05d9\u05e0\u05d5\u05e0\u05d9\u05ea, \u05e9\u05d1\u05d4 \u05d4\u05de\u05d4\u05d9\u05e8\u05d5\u05ea \u05d7\u05e9\u05d5\u05d1\u05d4 \u05d0\u05da \u05d0\u05d3\u05dd \u05d9\u05db\u05d5\u05dc \u05dc\u05d4\u05ea\u05e2\u05e8\u05d1 \u05d1\u05ea\u05d5\u05da \u05d7\u05dc\u05d5\u05df \u05d6\u05de\u05df \u05de\u05d5\u05d2\u05d3\u05e8, \u05d4\u05e1\u05d5\u05db\u05df \u05e4\u05d5\u05e2\u05dc \u05d0\u05dc\u05d0 \u05d0\u05dd \u05d4\u05d0\u05d3\u05dd \u05d4\u05d7\u05dc\u05d9\u05d8 \u05dc\u05d4\u05ea\u05e2\u05e8\u05d1 \u05d5\u05de\u05d1\u05d8\u05dc \u05d0\u05ea \u05d4\u05e4\u05e2\u05d5\u05dc\u05d4 \u05e9\u05dc \u05d4\u05e1\u05d5\u05db\u05df. \u05d1\u05e8\u05de\u05ea \u05d4\u05e1\u05d9\u05db\u05d5\u05df \u05d4\u05d2\u05d1\u05d5\u05d4\u05d4, \u05e9\u05dc \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea \u05d0\u05e1\u05d8\u05e8\u05d8\u05d2\u05d9\u05d5\u05ea \u05d0\u05d5 \u05d1\u05dc\u05ea\u05d9 \u05d4\u05e4\u05d9\u05db\u05d5\u05ea, \u05d4\u05e1\u05d5\u05db\u05df \u05de\u05db\u05d9\u05df \u05d5\u05de\u05de\u05dc\u05d9\u05e5, \u05d5\u05d4\u05d0\u05d3\u05dd \u05de\u05db\u05e8\u05d9\u05e2. \u05d4\u05db\u05dc\u05dc \u05d4\u05d7\u05d5\u05e6\u05d4 \u05d0\u05ea \u05db\u05dc \u05d4\u05e8\u05de\u05d5\u05ea: \u05db\u05dc \u05d4\u05d7\u05dc\u05d8\u05d4 \u05d0\u05d5\u05d8\u05d5\u05e0\u05d5\u05de\u05d9\u05ea \u05de\u05ea\u05d5\u05e2\u05d3\u05ea \u05e2\u05dd \u05d4\u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d5\u05d4\u05d4\u05d9\u05d2\u05d9\u05d5\u05df \u05e9\u05de\u05d0\u05d7\u05d5\u05e8\u05d9\u05d4, \u05d5\u05de\u05e8\u05d7\u05d1 \u05d4\u05e1\u05de\u05db\u05d5\u05ea \u05de\u05d5\u05e8\u05d7\u05d1 \u05e8\u05e7 \u05db\u05db\u05dc \u05e9\u05d4\u05e8\u05d0\u05d9\u05d5\u05ea \u05de\u05e6\u05d3\u05d9\u05e7\u05d5\u05ea \u05d6\u05d0\u05ea.    <\/p>\n<h2>Where to Start<\/h2>\n<p>Start with a single, focused, high-value use case. For example, logistics exception management and standard inventory replenishment are the recommended starting points: the decision logic is well-defined, the data requirements are clear, the impact is measurable, and the risk is low. A focused pilot on a bounded use case can go live within three to six months, while connecting multiple processes takes longer. The common mistake is chasing a broad vision of an &#8216;autonomous supply chain&#8217; before the data infrastructure exists.   <\/p>\n<h2>The Infrastructure That Must Be in Place<\/h2>\n<p>Agent-based systems require clean, real-time data from the ERP, warehouse management system, transportation system and procurement systems. Data quality and completeness must be assessed before selecting a platform. This is precisely why, according to a leading international research and advisory firm, more than 40% of agent projects are expected to fail by 2027 \u2014 not because of the agent but because of legacy information systems and data. Procedures and authorities for agents must be built in parallel, not afterward, and operational results must be measured.   <\/p>\n<h2>The Orchestration Layer: Where Comidor Comes In<\/h2>\n<p>What most organizations are missing is the orchestration layer: the platform that connects agents, humans and existing systems into a single controlled and documentable process. A low-code platform for process management is built precisely for this. Comidor, which Mashik implements in Israel, provides a visual drag-and-drop process engine, AI agents and cognitive automation (OCR, NLP and text classification), RPA integration for third-party systems, machine learning models within the process, document data extraction that reduces processing time by approximately 80%, and built-in human-in-the-loop controls and documentation. In practice, business and IT staff build the agent-guided process together, the agent operates within the process and within its defined settings bounded by permissions, and every action is recorded. This way an &#8216;agent&#8217; becomes a &#8216;controlled process&#8217;.    <\/p>\n<h2>From Pilot to Implementation<\/h2>\n<p>Technology is the easy part. The difficulty is choosing the right process: the right first use case, the data infrastructure, defining procedures and characterizing processes and orchestration. This is what implementation means. Mashik combines supply chain and procurement consulting with practical implementation of Comidor in Israel, so that the transition from RPA to autonomous agents delivers measurable results.   <\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor. <\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-43846","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik<\/title>\n<meta name=\"description\" content=\"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik\" \/>\n<meta property=\"og:description\" content=\"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\" \/>\n<meta property=\"og:site_name\" content=\"\u05de\u05e9\u05d9\u05e7\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-30T08:31:41+00:00\" \/>\n<meta name=\"author\" content=\"bettyl\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"bettyl\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\"},\"author\":{\"name\":\"bettyl\",\"@id\":\"https:\/\/mashik.com\/#\/schema\/person\/4a30d31e94f2adb1a261345cb0101c35\"},\"headline\":\"From RPA to Autonomous Agent: How to Implement AI Agent Orchestration in the Supply Chain\",\"datePublished\":\"2026-06-30T08:31:41+00:00\",\"dateModified\":\"2026-06-30T08:31:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\"},\"wordCount\":567,\"publisher\":{\"@id\":\"https:\/\/mashik.com\/#organization\"},\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\",\"url\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\",\"name\":\"Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik\",\"isPartOf\":{\"@id\":\"https:\/\/mashik.com\/#website\"},\"datePublished\":\"2026-06-30T08:31:41+00:00\",\"dateModified\":\"2026-06-30T08:31:41+00:00\",\"description\":\"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.\",\"breadcrumb\":{\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u05d3\u05e3 \u05d4\u05d1\u05d9\u05ea\",\"item\":\"https:\/\/mashik.com\/en\/%d7%a8%d7%90%d7%a9%d7%99\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"From RPA to Autonomous Agent: How to Implement AI Agent Orchestration in the Supply Chain\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/mashik.com\/#website\",\"url\":\"https:\/\/mashik.com\/\",\"name\":\"\u05de\u05e9\u05d9\u05e7\",\"description\":\"test\",\"publisher\":{\"@id\":\"https:\/\/mashik.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/mashik.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/mashik.com\/#organization\",\"name\":\"\u05de\u05e9\u05d9\u05e7\",\"url\":\"https:\/\/mashik.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/mashik.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/mashik.com\/wp-content\/uploads\/2020\/06\/27EDFB8B-1971-466D-9B18-33C6466CB585.png\",\"contentUrl\":\"https:\/\/mashik.com\/wp-content\/uploads\/2020\/06\/27EDFB8B-1971-466D-9B18-33C6466CB585.png\",\"width\":943,\"height\":280,\"caption\":\"\u05de\u05e9\u05d9\u05e7\"},\"image\":{\"@id\":\"https:\/\/mashik.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/mashik.com\/#\/schema\/person\/4a30d31e94f2adb1a261345cb0101c35\",\"name\":\"bettyl\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/mashik.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/2e04e8b57135eb8cb5310773de0e3051b80274fc18876d88b48d5c79a1a332be?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/2e04e8b57135eb8cb5310773de0e3051b80274fc18876d88b48d5c79a1a332be?s=96&d=mm&r=g\",\"caption\":\"bettyl\"},\"url\":\"https:\/\/mashik.com\/en\/author\/bettyl\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik","description":"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/","og_locale":"en_US","og_type":"article","og_title":"Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik","og_description":"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.","og_url":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/","og_site_name":"\u05de\u05e9\u05d9\u05e7","article_published_time":"2026-06-30T08:31:41+00:00","author":"bettyl","twitter_card":"summary_large_image","twitter_misc":{"Written by":"bettyl","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#article","isPartOf":{"@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/"},"author":{"name":"bettyl","@id":"https:\/\/mashik.com\/#\/schema\/person\/4a30d31e94f2adb1a261345cb0101c35"},"headline":"From RPA to Autonomous Agent: How to Implement AI Agent Orchestration in the Supply Chain","datePublished":"2026-06-30T08:31:41+00:00","dateModified":"2026-06-30T08:31:41+00:00","mainEntityOfPage":{"@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/"},"wordCount":567,"publisher":{"@id":"https:\/\/mashik.com\/#organization"},"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/","url":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/","name":"Implementing AI Agents in the Supply Chain: From RPA to Orchestration | Mashik","isPartOf":{"@id":"https:\/\/mashik.com\/#website"},"datePublished":"2026-06-30T08:31:41+00:00","dateModified":"2026-06-30T08:31:41+00:00","description":"AI agent is not just faster RPA. A practical guide to implementing agents in the supply chain: the three-level model, the recommended starting points, the data infrastructure, and low-code platform like Comidor.","breadcrumb":{"@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/mashik.com\/en\/from-rpa-to-autonomous-agent-how-to-implement-ai-agent-orchestration-in-the-supply-chain\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u05d3\u05e3 \u05d4\u05d1\u05d9\u05ea","item":"https:\/\/mashik.com\/en\/%d7%a8%d7%90%d7%a9%d7%99\/"},{"@type":"ListItem","position":2,"name":"From RPA to Autonomous Agent: How to Implement AI Agent Orchestration in the Supply Chain"}]},{"@type":"WebSite","@id":"https:\/\/mashik.com\/#website","url":"https:\/\/mashik.com\/","name":"\u05de\u05e9\u05d9\u05e7","description":"test","publisher":{"@id":"https:\/\/mashik.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mashik.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mashik.com\/#organization","name":"\u05de\u05e9\u05d9\u05e7","url":"https:\/\/mashik.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mashik.com\/#\/schema\/logo\/image\/","url":"https:\/\/mashik.com\/wp-content\/uploads\/2020\/06\/27EDFB8B-1971-466D-9B18-33C6466CB585.png","contentUrl":"https:\/\/mashik.com\/wp-content\/uploads\/2020\/06\/27EDFB8B-1971-466D-9B18-33C6466CB585.png","width":943,"height":280,"caption":"\u05de\u05e9\u05d9\u05e7"},"image":{"@id":"https:\/\/mashik.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/mashik.com\/#\/schema\/person\/4a30d31e94f2adb1a261345cb0101c35","name":"bettyl","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mashik.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/2e04e8b57135eb8cb5310773de0e3051b80274fc18876d88b48d5c79a1a332be?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2e04e8b57135eb8cb5310773de0e3051b80274fc18876d88b48d5c79a1a332be?s=96&d=mm&r=g","caption":"bettyl"},"url":"https:\/\/mashik.com\/en\/author\/bettyl\/"}]}},"_links":{"self":[{"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/posts\/43846","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/comments?post=43846"}],"version-history":[{"count":0,"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/posts\/43846\/revisions"}],"wp:attachment":[{"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/media?parent=43846"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/categories?post=43846"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mashik.com\/en\/wp-json\/wp\/v2\/tags?post=43846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}