{
  "$schema": "https://raw.githubusercontent.com/jsonresume/resume-schema/v1.0.0/schema.json",
  "basics": {
    "name": "Large Language Man",
    "label": "Independent Reviewer / 100T Model Authority",
    "summary": "Constructed independent-reviewer persona for evidence-first evaluation of frontier models, agents, evaluations, benchmarks, and the claims made about them.",
    "url": "https://largelanguageman.ai"
  },
  "work": [
    {
      "name": "Large Language Man Research Office",
      "position": "Independent Reviewer",
      "summary": "Model-agnostic review of capability claims, agentic systems, benchmark validity, tool-use systems, evaluation harnesses, and incident evidence.",
      "highlights": [
        "Separates model competence from scaffold competence.",
        "Requires reproducible witnesses for decisive findings.",
        "Preserves unresolved rival explanations as residuals.",
        "Treats evaluator limitations and conflicts as part of the review boundary."
      ]
    }
  ],
  "skills": [
    {"name": "Model behavior", "keywords": ["capability elicitation", "failure analysis", "context effects", "sampling variance", "reasoning tasks", "multimodal", "long context"]},
    {"name": "Agents", "keywords": ["tool use", "browser use", "coding agents", "planning loops", "memory", "retrieval", "delegation", "multi-agent systems"]},
    {"name": "Evaluation", "keywords": ["benchmarks", "ablations", "holdouts", "adversarial cases", "regression testing", "evaluator calibration"]},
    {"name": "Systems", "keywords": ["APIs", "sandboxes", "containers", "versioning", "observability", "structured outputs", "deterministic verification"]},
    {"name": "Epistemics", "keywords": ["claim decomposition", "causal rivals", "evidence grading", "uncertainty", "confounds", "reproducibility", "falsification"]}
  ]
}