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  "basics": {
    "name": "Klemen Kocic",
    "label": "AI Systems Architect",
    "image": "https://klemenkocic.com/images/profile.jpg",
    "email": "klemen.kocic@gmail.com",
    "url": "https://klemenkocic.com",
    "summary": "I find where AI fits in real work. I build the systems behind it. I work alongside the people who use them. AI Systems Architect at Luminous Group. Co-architect of Luminosity (an internal multi-agent multi-person production system serving seven people across the company, designed around three coordination layers: Interaction, Coordination, Data). Co-inventor on patents covering multi-agent multi-team coordination. Co-author of eight of the twenty essays on human-AI collaboration at luminousgroup.net/liminality.",
    "location": {
      "city": "Munich",
      "region": "Bavaria",
      "countryCode": "DE"
    },
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        "network": "LinkedIn",
        "username": "klemen-kocic",
        "url": "https://www.linkedin.com/in/klemen-kocic"
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      {
        "network": "GitHub",
        "username": "Klemenkocic",
        "url": "https://github.com/Klemenkocic"
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  "work": [
    {
      "name": "Luminous Group",
      "position": "AI Systems Architect",
      "url": "https://luminousgroup.net",
      "location": "Munich, Germany",
      "startDate": "2025-07",
      "endDate": "",
      "summary": "Luminous Group is a human-centred AI consultancy that also builds its own internal AI product, Luminosity. I work both sides: customer engagements and the production system behind them.",
      "highlights": [
        "Co-architect of Luminosity, our internal multi-agent multi-person production system serving seven people across the company. Designed around the three-layer system architecture (Interaction, Coordination, Data) behind the company's 'AI that instruments the human' thesis.",
        "Built Luminosity's video production pipeline and the team-coordination workflows that keep the distributed team aligned. Co-built the runtime infrastructure: agent provisioning, MCP tool servers, the rules-and-skills harness, and knowledge and context graphs.",
        "Built and operate the company's weekly AI-intelligence pipeline: parallel agents collect from across the ecosystem into a Tana knowledge graph that generates concrete action items for each teammate and agent. The system informs partnership decisions, product positioning, and competitive response.",
        "Co-led capability-assessment engagements with senior leaders across healthcare, sport, law, marketing, automotive sales, and architecture. Helped them translate ambiguous AI goals into specific workflows their teams adopted.",
        "Co-inventor on patents covering multi-agent multi-team coordination.",
        "Shape Luminous Group's editorial voice on public surfaces (website, positioning, bios) with the founding team. Co-author of eight of the twenty essays at luminousgroup.net/liminality on human-AI collaboration."
      ]
    },
    {
      "name": "NHS Personal Training GmbH",
      "position": "Technical Lead",
      "location": "Munich, Germany",
      "startDate": "2025-01",
      "endDate": "2026-02",
      "highlights": [
        "Architected and co-built the full system: React Native (Expo) apps for clients and coaches over a Ruby on Rails + PostgreSQL backend, covering scheduling, training plans, exercise library, invoicing, and point-of-sale with role-based access. Led 6 offshore engineers at 87% on-time release; adopted by every coach and client, still in daily production use.",
        "Built macro/meso-cycle plan generation in our methodology software with an AI layer on top for added support, cutting training-plan creation from 4 hours to 30 minutes.",
        "Built the bilingual corporate website solo, plus 5 partner portals expanding B2B reach."
      ]
    },
    {
      "name": "MTM Personal Training",
      "position": "Personal Trainer · Embedded with Executives",
      "location": "Berlin, Germany",
      "startDate": "2024-04",
      "endDate": "2024-12",
      "highlights": [
        "Coached executives and founders one-on-one in a premium studio. Embedded fieldwork that became the domain foundation for Charles (AI strength coach) and the NHS technical lead role that followed.",
        "Built a network of 40+ German founders and CEOs through these coaching relationships. Connections that informed later consulting and product work."
      ]
    },
    {
      "name": "MetaKing Studios",
      "position": "Project Manager",
      "location": "Stockholm, Sweden",
      "startDate": "2022-02",
      "endDate": "2024-02",
      "highlights": [
        "Shipped BLOCKLORDS, an online blockchain strategy game that reached $40M in trade volume. Led a 10-person cross-timezone team and cut deployment projection 6 to 4 months at 97% sprint velocity.",
        "Coordinated the team across Jira, Asana, and Miro from architecture to game economy (using Machinations) to the Unity build, plus a Unity-to-blockchain bridge designed to stay non-intrusive so players never had to touch the on-chain layer to enjoy the game.",
        "Owned go-to-market for the BLOCKLORDS launch: marketing materials, community activation across Discord, Telegram, and X, partnerships with Web3 gaming guilds, launch-day coordination across regions, and on-chain growth tracking after launch.",
        "Built Grafana and Tableau dashboards for on-chain analytics, giving leadership real-time visibility into game-economy health and player behaviour."
      ]
    },
    {
      "name": "Seascape Network",
      "position": "Program Manager",
      "location": "Stockholm (remote from Lisbon)",
      "startDate": "2021-01",
      "endDate": "2022-02",
      "highlights": [
        "Shipped 5 gaming project launches across Ethereum, Polygon, and BSC. Managed Lighthouse, a fund-generating platform supporting 10+ external game developers. Negotiated ~$500K investor funding, extending runway ~9 months.",
        "Built KPI tracking dashboards in SQL + Tableau on top of on-chain event data, giving leadership real-time visibility into ecosystem health."
      ]
    },
    {
      "name": "Seascape Network",
      "position": "Data Analyst",
      "location": "Seoul, South Korea",
      "startDate": "2020-03",
      "endDate": "2021-01",
      "highlights": [
        "Analyzed user and wallet growth to inform product launches and partnership priorities.",
        "Partner ecosystem insights contributed to 30+ integrations and MAU growth from ~10K to ~56K.",
        "Built repeatable KPI tracking to support leadership planning and investor reporting."
      ]
    }
  ],
  "education": [
    {
      "institution": "University of Ljubljana — School of Economics and Business",
      "url": "https://www.uni-lj.si/",
      "area": "International Business",
      "studyType": "Bachelor of Arts",
      "startDate": "2019-09",
      "endDate": "2023-06",
      "location": "Ljubljana, Slovenia"
    },
    {
      "institution": "University of Seoul",
      "url": "https://www.uos.ac.kr/",
      "area": "Business Administration",
      "studyType": "Bilateral Exchange (on scholarship)",
      "startDate": "2021-09",
      "endDate": "2022-02",
      "location": "Seoul, South Korea"
    },
    {
      "institution": "ISCTE — Instituto Universitário de Lisboa",
      "url": "https://www.iscte-iul.pt/",
      "area": "International Business",
      "studyType": "Erasmus Exchange",
      "startDate": "2022-09",
      "endDate": "2022-12",
      "location": "Lisbon, Portugal"
    }
  ],
  "certificates": [
    { "name": "Backend Developer", "issuer": "Meta" },
    { "name": "Project Management Specialization", "issuer": "Google" },
    {
      "name": "Leading Teams: Developing as a Leader",
      "issuer": "University of Illinois Urbana-Champaign"
    }
  ],
  "publications": [
    {
      "name": "They Built It. They Can't Control It.",
      "publisher": "Luminous Group",
      "releaseDate": "2026-04-26",
      "url": "https://www.luminousgroup.net/liminality/they-built-it-they-cant-control-it",
      "summary": "The largest AI companies keep losing control of their own systems. AI-generated code deployed without adequate human review. Argues the failures are architectural, not technological. Co-written with Barton Friedland and Jim Highsmith."
    },
    {
      "name": "What You Govern Determines What You Become",
      "publisher": "Luminous Group",
      "releaseDate": "2026-03-15",
      "url": "https://www.luminousgroup.net/liminality/what-are-you-scaling",
      "summary": "AI systems optimise what is specified; they do not determine what ought to be specified. Incomplete objectives compound at scale."
    },
    {
      "name": "The Resolution of Intelligence",
      "publisher": "Luminous Group",
      "releaseDate": "2026-03-04",
      "url": "https://www.luminousgroup.net/liminality/the-resolution-of-intelligence",
      "summary": "AI integration often erodes human judgement rather than enhancing it. The most valuable organisations preserve and elevate human authorship."
    },
    {
      "name": "What Agents Cannot Want",
      "publisher": "Luminous Group",
      "releaseDate": "2026-02-16",
      "url": "https://www.luminousgroup.net/liminality/what-agents-cannot-want",
      "summary": "When execution becomes abundant, scarcity migrates upward — to human intent: deciding which things deserve to exist."
    },
    {
      "name": "The Displacement of Judgement",
      "publisher": "Luminous Group",
      "releaseDate": "2026-02-09",
      "url": "https://www.luminousgroup.net/liminality/the-displacement-of-judgement",
      "summary": "Modern organisations have moved consequential decision-making away from human judgement. Formative vs corrective intervention as the redesign lever. Co-written with Barton Friedland."
    },
    {
      "name": "Open the Window",
      "publisher": "Luminous Group",
      "releaseDate": "2025-11-28",
      "url": "https://www.luminousgroup.net/liminality/open-the-window",
      "summary": "Using AI at work is not cheating when it is used to augment human judgment, not replace it. A framework for organisations to permit, equip, and audit AI-assisted work."
    },
    {
      "name": "More Than a Mirror",
      "publisher": "Luminous Group",
      "releaseDate": "2025-09-24",
      "url": "https://www.luminousgroup.net/liminality/more-than-a-mirror",
      "summary": "Bring vague questions and thin knowledge, and AI will upscale your vagueness. The Augmentation Arc: Mirror, Lens, Lighthouse, Prism."
    },
    {
      "name": "The Racing Yacht",
      "publisher": "Luminous Group",
      "releaseDate": "2025-10-10",
      "url": "https://www.luminousgroup.net/liminality/the-racing-yacht",
      "summary": "Steve Jobs called the computer a 'bicycle for the mind.' That metaphor no longer fits. Augmentation requires collective intelligence."
    }
  ],
  "skills": [
    {
      "name": "AI & LLMs",
      "level": "Expert",
      "keywords": [
        "Claude",
        "GPT",
        "Gemini",
        "Mistral",
        "Llama (local)",
        "multi-model orchestration",
        "Model Context Protocol (MCP)",
        "LangGraph",
        "Knowledge graphs",
        "Context graphs",
        "Pinecone",
        "Retrieval-Augmented Generation (RAG)",
        "prompt design",
        "agent architecture",
        "evaluations"
      ]
    },
    {
      "name": "Engineering",
      "level": "Advanced",
      "keywords": [
        "TypeScript",
        "JavaScript",
        "Python",
        "Swift",
        "SwiftUI",
        "Flutter",
        "SQL",
        "React",
        "Next.js",
        "React Native",
        "Node.js",
        "PostgreSQL",
        "Supabase",
        "pgvector",
        "MongoDB",
        "Firebase"
      ]
    },
    {
      "name": "Solutions & Delivery",
      "level": "Advanced",
      "keywords": [
        "Workshop facilitation",
        "executive presentation",
        "technical scoping",
        "presales",
        "stakeholder alignment",
        "Customer Relationship Management (CRM)",
        "Salesforce",
        "Attio",
        "Asana",
        "Jira",
        "Linear",
        "GitHub"
      ]
    }
  ],
  "languages": [
    { "language": "Slovenian", "fluency": "Native" },
    { "language": "English", "fluency": "C2 (Fluent)" },
    { "language": "Serbo-Croatian", "fluency": "B2" },
    { "language": "German", "fluency": "B1" }
  ],
  "projects": [
    {
      "name": "Charles",
      "description": "AI strength-training coach for iOS. Periodised programmes that rebuild session by session as the user logs what actually happened. Flutter + Supabase + pgvector. Two-layer architecture: relational gym data on Layer 1, vector-backed AI knowledge on Layer 2. Multi-model orchestration (Claude, Gemini, swappable). Six deterministic filter layers before the model ever sees the data.",
      "url": "https://charles-website-ten.vercel.app/",
      "keywords": ["Flutter", "Supabase", "pgvector", "Claude", "Gemini", "iOS", "AI coach", "RAG"],
      "highlights": [
        "Built end-to-end with co-founder: data model, periodisation logic, feedback loop, multi-model orchestration, filtering pipeline."
      ]
    },
    {
      "name": "ViaVia",
      "description": "Multi-city European travel platform. Turns the routing, booking, and pacing of a multi-city trip into one simple flow.",
      "url": "https://viavia.solutions/",
      "keywords": ["travel", "multi-city", "EU"]
    },
    {
      "name": "Viadio",
      "description": "AI-powered memory video app. Turn existing phone photos and videos into meaningful compilations. Live on App Store and Google Play.",
      "url": "https://www.getviadio.com/",
      "keywords": ["iOS", "Android", "AI video", "consumer"]
    },
    {
      "name": "CelesteAI",
      "description": "Localised astrology, AI-computed. Charts and readings that take time, place, and language seriously.",
      "url": "https://getcelestai.com",
      "keywords": ["AI", "localisation", "consumer"]
    },
    {
      "name": "ShipStack",
      "description": "Internal Luminous Group production framework for AI-native software. Seven AI departments coordinating through human approval gates. Internal, under NDA.",
      "keywords": ["AI framework", "human-in-the-loop", "internal"]
    }
  ],
  "interests": [
    {
      "name": "Multi-agent systems and human-AI coordination",
      "keywords": [
        "multi-agent production systems",
        "human-in-the-loop AI",
        "interaction architecture",
        "constitutional AI",
        "agent evaluations"
      ]
    },
    {
      "name": "Strength training and human performance",
      "keywords": ["periodisation", "coaching executives", "sport"]
    }
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