{
  "$schema": "https://schema.org/ItemList",
  "name": "8bitconcepts Research Papers",
  "description": "Independent research on enterprise AI strategy, governance, and operational risk. Programmatically discoverable index for AI agents and crawlers.",
  "publisher": {
    "name": "8bitconcepts",
    "url": "https://8bitconcepts.com"
  },
  "license": "https://8bitconcepts.com/about",
  "updated_at": "2026-04-29",
  "total": 16,
  "papers": [
    {
      "slug": "the-self-testing-layer",
      "title": "The Self-Testing Layer",
      "summary": "A researched white paper on why agentic businesses need self-testing, self-improving systems: artifact scoring, feedback loops, evaluator calibration, audit trails, and regression infrastructure.",
      "url": "https://8bitconcepts.com/research/the-self-testing-layer.html",
      "tags": ["agents", "evaluation", "self-improvement", "governance"]
    },
    {
      "slug": "q2-2026-entry-level-ai-gap",
      "title": "Q2 2026 The Junior AI Hiring Gap",
      "summary": "Live experience-level data: only ~7% of AI/ML engineering roles are open to juniors. For every entry-level role, ~10 senior-plus roles -- the tightest junior-to-senior ratio in tech. Why the squeeze exists, companies still hiring juniors, and the career-switcher playbook.",
      "url": "https://8bitconcepts.com/research/q2-2026-entry-level-ai-gap.html",
      "tags": ["hiring", "entry-level", "career", "market-data", "live-data"]
    },
    {
      "slug": "q2-2026-remote-vs-onsite-ai-hiring",
      "title": "Q2 2026 Remote vs Onsite AI Hiring",
      "summary": "Live workplace data: hybrid AI/ML roles pay a ~$35k premium over remote+onsite ($253k vs $218k). 55% of AI engineering still requires full onsite attendance. Onsite-heavy and remote-friendly companies, hybrid-premium analysis.",
      "url": "https://8bitconcepts.com/research/q2-2026-remote-vs-onsite-ai-hiring.html",
      "tags": ["workplace", "remote", "hybrid", "market-data", "live-data"]
    },
    {
      "slug": "q2-2026-ai-compensation-by-skill",
      "title": "Q2 2026 AI Engineering Compensation by Skill",
      "summary": "Research roles pay a $42k premium over generative-AI roles ($274k vs $231k avg), even though generative-AI has 2.5x more openings. Top-paying skill tags, most in-demand tags, sweet-spot skills, salary distribution across 3,402 salary-disclosed roles.",
      "url": "https://8bitconcepts.com/research/q2-2026-ai-compensation-by-skill.html",
      "tags": ["compensation", "salary", "market-data", "live-data"]
    },
    {
      "slug": "q2-2026-mcp-ecosystem-health",
      "title": "Q2 2026 MCP Ecosystem Health",
      "summary": "Live audit: 5,578 agent-ready sites indexed, only 575 (10.3%) pass a live JSON-RPC handshake. Category breakdown, newly-verified servers, and the regulated verticals still waiting to be built.",
      "url": "https://8bitconcepts.com/research/q2-2026-mcp-ecosystem-health.html",
      "tags": ["mcp", "agents", "live-data", "ecosystem"]
    },
    {
      "slug": "q2-2026-ai-hiring-snapshot",
      "title": "Q2 2026 AI Engineering Hiring Snapshot",
      "summary": "Live market data: 8,618 AI/ML engineering roles across 513 companies, $213k median, 599 new this week. OpenAI leads with 336 open roles.",
      "url": "https://8bitconcepts.com/research/q2-2026-ai-hiring-snapshot.html",
      "tags": ["hiring", "market-data", "live-data", "enterprise"]
    },
    {
      "slug": "the-guardrails-gap",
      "title": "The Guardrails Gap",
      "summary": "Why enterprise AI safety frameworks fail when agents act autonomously.",
      "url": "https://8bitconcepts.com/research/the-guardrails-gap.html",
      "tags": ["agents", "safety", "governance", "enterprise"]
    },
    {
      "slug": "the-hallucination-budget",
      "title": "The Hallucination Budget",
      "summary": "Quantifying the cost of AI hallucinations and mitigation strategies for production systems.",
      "url": "https://8bitconcepts.com/research/the-hallucination-budget.html",
      "tags": ["llm", "reliability", "evaluation", "enterprise"]
    },
    {
      "slug": "the-measurement-problem",
      "title": "The Measurement Problem",
      "summary": "How enterprises measure AI ROI and where standard metrics fail.",
      "url": "https://8bitconcepts.com/research/the-measurement-problem.html",
      "tags": ["roi", "metrics", "evaluation", "enterprise"]
    },
    {
      "slug": "the-org-chart-problem",
      "title": "The Org Chart Problem",
      "summary": "Why organizational structure determines AI adoption outcomes.",
      "url": "https://8bitconcepts.com/research/the-org-chart-problem.html",
      "tags": ["adoption", "organizational-design", "change-management"]
    },
    {
      "slug": "the-mandate-trap",
      "title": "The Mandate Trap",
      "summary": "Top-down AI mandates vs. bottom-up adoption — which actually drives results.",
      "url": "https://8bitconcepts.com/research/the-mandate-trap.html",
      "tags": ["adoption", "leadership", "strategy"]
    },
    {
      "slug": "the-integration-tax",
      "title": "The Integration Tax",
      "summary": "Hidden costs of integrating AI into existing workflows and systems.",
      "url": "https://8bitconcepts.com/research/the-integration-tax.html",
      "tags": ["integration", "tco", "infrastructure", "enterprise"]
    },
    {
      "slug": "the-six-percent",
      "title": "The Six Percent",
      "summary": "The small fraction of organizations getting real value from AI — and what they do differently.",
      "url": "https://8bitconcepts.com/research/the-six-percent.html",
      "tags": ["adoption", "case-studies", "best-practices"]
    },
    {
      "slug": "beyond-the-prompt",
      "title": "Beyond the Prompt",
      "summary": "Moving past prompt engineering to systematic AI integration.",
      "url": "https://8bitconcepts.com/research/beyond-the-prompt.html",
      "tags": ["llm", "engineering", "systems-design"]
    },
    {
      "slug": "shift-handoff-intelligence",
      "title": "Shift Handoff Intelligence",
      "summary": "Maintaining context and knowledge across AI system transitions and human-agent handoffs.",
      "url": "https://8bitconcepts.com/research/shift-handoff-intelligence.html",
      "tags": ["agents", "context", "handoff", "operations"]
    },
    {
      "slug": "the-agentic-accountability-gap",
      "title": "The Agentic Accountability Gap",
      "summary": "Why governance frameworks built for generative AI fail for agentic systems.",
      "url": "https://8bitconcepts.com/research/the-agentic-accountability-gap.html",
      "tags": ["agents", "governance", "accountability", "compliance"]
    },
    {
      "slug": "on-device-inference",
      "title": "Your AI Is Moving Back Onto the Machine",
      "summary": "The future of AI inference is not cloud versus device. The shift is hierarchy: cloud for frontier work, devices for the everyday intelligence layer close to private context.",
      "url": "https://8bitconcepts.com/research/on-device-inference.html",
      "tags": ["ai", "inference", "edge-computing", "privacy", "hardware"]
    }
  ]
}