[{"data":1,"prerenderedAt":114},["ShallowReactive",2],{"profile":3,"work-guildtrek":14},{"name":4,"role":5,"tagline":6,"location":7,"contact":8},"Sankar Vema","AI Builder & Architect of Agentic Systems","I help enterprise leaders turn AI ambition into capability that actually ships.","India · open to global advisory engagements",{"email":9,"linkedin":10,"github":11,"blog":12,"twitter":13},"sankar.vema@gmail.com","https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsankarvema\u002F","http:\u002F\u002Fsankarvema.github.io\u002F","http:\u002F\u002Fsankarvema.blogspot.com\u002F","https:\u002F\u002Ftwitter.com\u002Fsansvema",{"id":15,"title":16,"body":17,"context":85,"description":77,"domain":86,"draft":87,"extension":88,"hero":89,"impact":90,"meta":91,"navigation":92,"path":93,"role":94,"scale":95,"seo":96,"slug":97,"stack":98,"status":105,"stem":106,"tags":107,"year":112,"__hash__":113},"work\u002Fwork\u002Fguildtrek.md","GuildTrek: Talent and Upskilling Platform",{"type":18,"value":19,"toc":76},"minimark",[20,25,29,33,36,40,69,73],[21,22,24],"h2",{"id":23},"the-mandate","The mandate",[26,27,28],"p",{},"I own the product architecture for GuildTrek, the talent and upskilling half of the\nZettamine product studio, and a natural companion to the hiring work in DigiHire. Where\nDigiHire decides who to bring in, GuildTrek decides how the people you already have grow.",[21,30,32],{"id":31},"the-problem","The problem",[26,34,35],{},"Corporate upskilling is mostly a content problem dressed up as a learning problem. Firms\nbuy a course library, assign it, and measure completion instead of capability. The result\nis expensive and inert: everyone finishes the module, nobody closes the gap that mattered.\nThe missing piece is a model of what a person can actually do, and what the role in front\nof them actually needs.",[21,37,39],{"id":38},"the-system","The system",[41,42,43,51,57,63],"ul",{},[44,45,46,50],"li",{},[47,48,49],"strong",{},"Skill graph."," Roles, skills and evidence modeled as a graph rather than a flat\ncatalog, so a gap is a real distance between where someone is and where the role needs them.",[44,52,53,56],{},[47,54,55],{},"Personalized pathing."," LLM-driven recommendation that routes each person along the\nshortest credible path across that graph, tuned to their current level and target role.",[44,58,59,62],{},[47,60,61],{},"Evidence over completion."," Progress is measured against demonstrated capability, not\ntime spent, so the platform reports readiness instead of attendance.",[44,64,65,68],{},[47,66,67],{},"Shared spine with the hiring stack."," The same skill model underneath sourcing,\nscreening and growth, so the organization reasons about talent with one vocabulary.",[21,70,72],{"id":71},"what-it-proves","What it proves",[26,74,75],{},"GuildTrek and DigiHire are two products over one idea: that talent decisions get better\nwhen skills are a model the system can reason about, not prose in a document. Architecting\nboth is how the studio keeps its products coherent rather than adjacent.",{"title":77,"searchDepth":78,"depth":78,"links":79},"",3,[80,82,83,84],{"id":23,"depth":81,"text":24},2,{"id":31,"depth":81,"text":32},{"id":38,"depth":81,"text":39},{"id":71,"depth":81,"text":72},"Zettamine","ai-products",false,"md","A talent and upskilling platform that models skills as a living graph and routes each person along the path that actually closes their gap.","Skills modeled as a graph, not a course catalog",{},true,"\u002Fwork\u002Fguildtrek","Product Architect","Product platform",{"title":16,"description":77},"guildtrek",[99,100,101,102,103,104],"LLM","Skill Graph","Recommendation","RAG","Node.js","Nuxt","building","work\u002Fguildtrek",[108,109,110,111],"build","product","llm","talent","2024-2025","OlGjq2koIZerMrDM8RizdJhmltIve1olXDXgnFsnFPM",1790601541870]