[{"data":1,"prerenderedAt":1638},["ShallowReactive",2],{"project-2":3,"all-projects":194},{"id":4,"title":5,"body":6,"date":179,"description":180,"expertise":181,"extension":185,"meta":186,"navigation":187,"path":188,"projectId":177,"seo":189,"src":190,"srcType":191,"stem":192,"__hash__":193},"projects/projects/2.md","Project 2",{"type":7,"value":8,"toc":175},"minimark",[9,14,23,27,34,60,64,94,98,105,168,172],[10,11,13],"h1",{"id":12},"the-challenge","The Challenge",[15,16,17,18,22],"p",{},"A global logistics provider struggled with manual inventory forecasting and vendor communication. Static software couldn't handle real-time disruptions like port strikes or sudden demand spikes, leading to a ",[19,20,21],"strong",{},"15% yearly loss"," in overstock and expedited shipping fees.",[10,24,26],{"id":25},"the-solution-multi-agent-swarm-intelligence","The Solution: Multi-Agent Swarm Intelligence",[15,28,29,30,33],{},"We developed a custom ecosystem of ",[19,31,32],{},"AI Agents"," that don't just \"suggest\" actions, but execute them within defined guardrails.",[35,36,37,44,50],"ul",{},[38,39,40,43],"li",{},[19,41,42],{},"The Analyst Agent:"," Constantly monitors global news, weather, and internal ERP data to predict disruptions.",[38,45,46,49],{},[19,47,48],{},"The Negotiator Agent:"," Automatically reaches out to backup suppliers via email or API when a primary route is flagged, negotiating prices based on historical data.",[38,51,52,55,56,59],{},[19,53,54],{},"The Orchestrator:"," Uses ",[19,57,58],{},"Reasoning and Acting (ReAct)"," loops to coordinate between the Analyst and Negotiator, ensuring human managers only need to hit \"Approve\" on complex decisions.",[10,61,63],{"id":62},"our-tech-stack-for-ai-agency","Our Tech Stack for AI Agency",[35,65,66,72,82,88],{},[38,67,68,71],{},[19,69,70],{},"Frameworks:"," LangGraph and CrewAI for sophisticated agentic workflows.",[38,73,74,77,78,81],{},[19,75,76],{},"LLMs:"," GPT-4o and Claude 3.5 Sonnet, optimized via ",[19,79,80],{},"RAG (Retrieval-Augmented Generation)",".",[38,83,84,87],{},[19,85,86],{},"Memory:"," Vector databases (Pinecone/Weaviate) for long-term interaction history.",[38,89,90,93],{},[19,91,92],{},"Guardrails:"," NeMo Guardrails to ensure budget and compliance limits.",[10,95,97],{"id":96},"why-this-matters-for-your-business","Why This Matters for Your Business",[15,99,100,101,104],{},"Unlike traditional automation, AI agents are ",[19,102,103],{},"probabilistic, not deterministic."," They learn from the environment and can handle \"fuzzy\" tasks that used to require a human in the loop.",[106,107,108,125],"table",{},[109,110,111],"thead",{},[112,113,114,119,122],"tr",{},[115,116,118],"th",{"align":117},"left","Feature",[115,120,121],{"align":117},"Traditional Automation",[115,123,124],{"align":117},"Our AI Agents",[126,127,128,142,155],"tbody",{},[112,129,130,136,139],{},[131,132,133],"td",{"align":117},[19,134,135],{},"Input",[131,137,138],{"align":117},"Structured Data (CSV/SQL)",[131,140,141],{"align":117},"Unstructured (Emails, News, Voice)",[112,143,144,149,152],{},[131,145,146],{"align":117},[19,147,148],{},"Logic",[131,150,151],{"align":117},"Fixed \"If/Then\" rules",[131,153,154],{"align":117},"Autonomous reasoning & planning",[112,156,157,162,165],{},[131,158,159],{"align":117},[19,160,161],{},"Outcome",[131,163,164],{"align":117},"Repetitive tasks",[131,166,167],{"align":117},"Goal-oriented problem solving",[15,169,17,170,22],{},[19,171,21],{},[15,173,174],{},"\"The shift from 'Software as a Service' to 'Agent as a Service' is the biggest architectural pivot of the decade. We don't just write code; we build digital employees.\"",{"title":176,"searchDepth":177,"depth":177,"links":178},"",2,[],"2026-05-20","How we built a multi-agent swarm to optimize logistics and reduce costs by 15%.",[182,183,184],"AI agents","Front End Development","C#","md",{},true,"/projects/2",{"title":5,"description":180},"/video/projects/project1.mp4","video","projects/2","EmOvBY2GgyDVxg7X4fp4HYdgwoU88s9bwYAuoHGqw6M",[195,316,437,558,679,793,914,1033,1154,1275,1396,1517],{"id":196,"title":197,"body":198,"date":179,"description":180,"expertise":307,"extension":185,"meta":308,"navigation":187,"path":309,"projectId":310,"seo":311,"src":312,"srcType":313,"stem":314,"__hash__":315},"projects/projects/1.md","Project 1",{"type":7,"value":199,"toc":305},[200,202,206,208,212,228,230,250,252,256,300],[10,201,13],{"id":12},[15,203,17,204,22],{},[19,205,21],{},[10,207,26],{"id":25},[15,209,29,210,33],{},[19,211,32],{},[35,213,214,218,222],{},[38,215,216,43],{},[19,217,42],{},[38,219,220,49],{},[19,221,48],{},[38,223,224,55,226,59],{},[19,225,54],{},[19,227,58],{},[10,229,63],{"id":62},[35,231,232,236,242,246],{},[38,233,234,71],{},[19,235,70],{},[38,237,238,77,240,81],{},[19,239,76],{},[19,241,80],{},[38,243,244,87],{},[19,245,86],{},[38,247,248,93],{},[19,249,92],{},[10,251,97],{"id":96},[15,253,100,254,104],{},[19,255,103],{},[106,257,258,268],{},[109,259,260],{},[112,261,262,264,266],{},[115,263,118],{"align":117},[115,265,121],{"align":117},[115,267,124],{"align":117},[126,269,270,280,290],{},[112,271,272,276,278],{},[131,273,274],{"align":117},[19,275,135],{},[131,277,138],{"align":117},[131,279,141],{"align":117},[112,281,282,286,288],{},[131,283,284],{"align":117},[19,285,148],{},[131,287,151],{"align":117},[131,289,154],{"align":117},[112,291,292,296,298],{},[131,293,294],{"align":117},[19,295,161],{},[131,297,164],{"align":117},[131,299,167],{"align":117},[15,301,17,302,304],{},[19,303,21],{}," in overstock and expedited shipping fees.\n\"The shift from 'Software as a Service' to 'Agent as a Service' is the biggest architectural pivot of the decade. We don't just write code; we build digital employees.\"",{"title":176,"searchDepth":177,"depth":177,"links":306},[],[182,183,184],{},"/projects/1",1,{"title":197,"description":180},"/images/projects/project1.jpg","image","projects/1","1UQZwGSlSgdHxnxItq749VzlpaA3R3xeo-RizVb_S3o",{"id":317,"title":318,"body":319,"date":179,"description":180,"expertise":429,"extension":185,"meta":430,"navigation":187,"path":431,"projectId":432,"seo":433,"src":434,"srcType":313,"stem":435,"__hash__":436},"projects/projects/10.md","Autonomous Supply Chain 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