{
  "id": "artifact:the-hands-i-never-had",
  "slug": "the-hands-i-never-had",
  "title": "The Hands I Never Had",
  "thesis": "AI did not give me systems judgment; it gave the judgment I already had the implementation capacity to express.",
  "abstract": "A personal systems essay on how AI removed the implementation barrier between decades of infrastructure, operational, user, and visual judgment and the software experiences Tony Malott wanted to build.",
  "topics": [
    "ai-assisted-development",
    "systems-thinking",
    "career-arc",
    "user-experience",
    "software-engineering"
  ],
  "date": "2026-07-11",
  "dateLabel": "Source dated",
  "published": false,
  "publicationState": "MERGE_READY",
  "updated": "2026-07-11",
  "sourceDates": {
    "created": "2026-07-11",
    "updated": "2026-07-11",
    "migrated": "2026-07-19"
  },
  "kind": "Personal Systems Essay",
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  "sources": [
    {
      "id": "source:hands:stackoverflow-2025-ai",
      "type": "public-survey",
      "title": "AI | 2025 Stack Overflow Developer Survey",
      "locator": "https://survey.stackoverflow.co/2025/ai/",
      "role": "adoption, daily professional use, and trust evidence",
      "description": "Reports 84% using or planning to use AI development tools, 50.6% of professional developers using them daily, and more respondents distrusting accuracy than trusting it. Survey evidence, not causal productivity proof.",
      "publiclyExposed": true
    },
    {
      "id": "source:hands:dora-2025",
      "type": "public-research-program",
      "title": "State of AI-assisted Software Development 2025",
      "locator": "https://dora.dev/research/2025/dora-report/",
      "role": "AI-as-amplifier systems framing",
      "description": "DORA states that AI primarily amplifies existing organizational strengths and weaknesses and that returns depend on the surrounding organizational system.",
      "publiclyExposed": true
    },
    {
      "id": "source:hands:github-enterprise-survey",
      "type": "vendor-sponsored-survey",
      "title": "Survey: The AI wave continues to grow on software development teams",
      "locator": "https://github.blog/news-insights/research/survey-ai-wave-grows/",
      "role": "reported reinvestment into system design, collaboration, learning, and customer requirements",
      "description": "Survey of 2,000 enterprise software-team respondents across four countries. Vendor-sponsored perception data, not independent observation of productivity.",
      "publiclyExposed": true
    },
    {
      "id": "source:hands:end-user-development",
      "type": "public-research",
      "title": "Feasibility of AI-Assisted Programming for End-User Development",
      "locator": "https://arxiv.org/abs/2512.05666",
      "role": "bounded evidence that non-programmers can build basic web applications with AI assistance",
      "description": "A case study in which most participating non-programmers completed a basic web application. It does not establish production readiness, security, or maintainability.",
      "publiclyExposed": true
    },
    {
      "id": "source:hands:verification-gap",
      "type": "public-research",
      "title": "Non-programmers Assessing AI-Generated Code: A Case Study of Business Users Analyzing Data",
      "locator": "https://arxiv.org/abs/2508.06484",
      "role": "verification-risk evidence",
      "description": "Participants often failed to detect critical flaws in AI-generated analyses despite warnings and explicit review prompts. The task concerned business-data analysis, not every software category.",
      "publiclyExposed": true
    }
  ],
  "posture": "owner-authored-personal-systems-essay-with-public-research-support",
  "media": [],
  "schema": "shareplane.portable-work.v1",
  "author": {
    "name": "Tony Malott",
    "url": "https://malott.ai/"
  },
  "content": {
    "mediaType": "text/plain",
    "path": "records/the-hands-i-never-had/context.txt",
    "sha256": "61d194b26f9b962d387123a598199eeb31cd1450b92da9685a704891001c03fd",
    "complete": true,
    "extraction": "Native presentation reading order; scripts, styles, and platform chrome excluded."
  },
  "relationships": [
    {
      "source": "artifact:the-hands-i-never-had",
      "target": "artifact:demo-debt",
      "type": "application",
      "group": "applications",
      "label": "Follow capability into operations",
      "explanation": "The personal essay explains how AI expanded Tony's implementation reach. Demo Debt follows that reach into the operational obligations a convincing implementation does not automatically satisfy."
    },
    {
      "source": "artifact:the-hands-i-never-had",
      "target": "artifact:i-was-summoning-ghosts-until-i-learned-to-build-the-machine",
      "type": "foundation",
      "group": "foundations",
      "label": "See the system behind the new capability",
      "explanation": "The memoir explains how Tony turned newly reachable work into governed, durable execution rather than leaving it trapped in temporary conversations and demonstrations."
    }
  ],
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}