{
  "schema": "lifted-research-coding-v1",
  "generatedOn": "2026-10-04",
  "corpus": {
    "from": "000",
    "to": "108",
    "count": 109,
    "startDate": "2026-09-14",
    "endDate": "2026-10-04"
  },
  "method": {
    "approach": "Exploratory deductive multi-label coding",
    "unit": "One published Lifted Field Note",
    "coding": "Binary presence/absence by layer and theory; multiple codes permitted",
    "criterion": "Code only when the entry materially engages a construct from the layer or theory. A theory match indicates conceptual coverage, not empirical validation.",
    "coder": "GPT-5.6 Sol, using the complete published Lifted corpus as the coding source",
    "limitations": [
      "Single-coder exploratory analysis",
      "No inter-rater reliability estimate",
      "Theories differ in scope and were not designed as mutually exclusive categories",
      "Counts describe this corpus and should not be treated as population estimates"
    ]
  },
  "layers": {
    "R": {
      "name": "Relational",
      "definition": "Trust, familiarity, role, social interpretation, or relationship-level expectations."
    },
    "E": {
      "name": "Epistemic",
      "definition": "Evidence, uncertainty, calibration, provenance, interpretation, or what should be believed."
    },
    "C": {
      "name": "Cognitive",
      "definition": "Allocation or externalization of memory, attention, reasoning, synthesis, understanding, or judgment."
    },
    "G": {
      "name": "Governance",
      "definition": "Authority, authorization, boundaries, rules, scope, persistence, delegation, reversibility, or state."
    },
    "A": {
      "name": "Adaptive",
      "definition": "Persistent behavioral or operating change produced by repeated interaction, learning, or feedback."
    }
  },
  "theories": {
    "CASA": {
      "name": "CASA / Media Equation",
      "claim": "People apply social rules and attributions to computers even without believing computers are human.",
      "source": "Nass, Steuer & Tauber (1994)",
      "url": "https://doi.org/10.1145/259963.260288"
    },
    "RA": {
      "name": "Relational Agents",
      "claim": "Long-term relational behavior can shape trust, liking, respect, engagement, and continued interaction with computational agents.",
      "source": "Bickmore & Picard (2005)",
      "url": "https://doi.org/10.1145/1067860.1067867"
    },
    "SP": {
      "name": "Social Penetration Theory",
      "claim": "Relationship development can deepen through increasing breadth and depth of self-disclosure, conditioned by trust and perceived reward.",
      "source": "Skjuve et al. (2021), applying Social Penetration Theory to human–chatbot relationships",
      "url": "https://doi.org/10.1016/j.ijhcs.2021.102601"
    },
    "ATT": {
      "name": "Attachment / HAIA",
      "claim": "Repeated AI interaction can form one-way attachment structures involving functional expectation, emotional evaluation, proximity, safe-haven or secure-base functions.",
      "source": "Shu, Lai & He (2026)",
      "url": "https://doi.org/10.3389/fpsyg.2026.1723503"
    },
    "SE": {
      "name": "Social Exchange Theory",
      "claim": "Continued relationships are shaped by perceived costs, rewards, alternatives, and exchange value.",
      "source": "Emerson (1976)",
      "url": "https://doi.org/10.1146/annurev.so.02.080176.002003"
    },
    "TA": {
      "name": "Trust in Automation",
      "claim": "Trust mediates reliance on imperfect automation; appropriate reliance depends on calibration to capability, context, and uncertainty.",
      "source": "Lee & See (2004)",
      "url": "https://doi.org/10.1518/hfes.46.1.50_30392"
    },
    "SMM": {
      "name": "Shared Mental Models",
      "claim": "Coordination improves when teammates hold sufficiently compatible models of the task, system, and one another to predict and synchronize behavior.",
      "source": "Andrews, Johnson & Daniel (2022), theoretical review for human–AI teams",
      "url": "https://doi.org/10.1080/1463922X.2022.2061080"
    },
    "EMDC": {
      "name": "Extended Mind / Distributed Cognition",
      "claim": "Cognitive work can be distributed across human, artifact, environment, and external systems rather than residing solely inside one individual.",
      "source": "Clark & Chalmers (1998), Extended Mind",
      "url": "https://doi.org/10.1093/analys/58.1.7"
    },
    "HAIR": {
      "name": "HAIR Framework",
      "claim": "User, chatbot, and message characteristics shape relational perceptions and behaviors, which mediate downstream social influence.",
      "source": "Artificial Intelligence Chatbots as Relational Agents systematic review (2026)",
      "url": "https://doi.org/10.1080/10447318.2026.2648799"
    },
    "RD": {
      "name": "Relational Dissonance",
      "claim": "People's explicit framing of AI can diverge from the roles and relational dynamics enacted during actual interaction.",
      "source": "Gulay et al. (CHI 2026)",
      "url": "https://doi.org/10.1145/3772318.3791180"
    },
    "AH": {
      "name": "Algorithmic Habituation / Co-adaptation",
      "claim": "Repeated interaction produces pattern recognition, stabilized expectations, cognitive economy, and behavioral adaptation in a recursive human–AI loop.",
      "source": "Mladin et al. (2026)",
      "url": "https://doi.org/10.3390/brainsci16050473"
    }
  },
  "aggregate": {
    "layerCoverage": {
      "R": {
        "count": 31,
        "pct": 28.4
      },
      "E": {
        "count": 58,
        "pct": 53.2
      },
      "C": {
        "count": 81,
        "pct": 74.3
      },
      "G": {
        "count": 80,
        "pct": 73.4
      },
      "A": {
        "count": 83,
        "pct": 76.1
      }
    },
    "theoryCoverage": {
      "CASA": {
        "count": 10,
        "pct": 9.2
      },
      "RA": {
        "count": 29,
        "pct": 26.6
      },
      "SP": {
        "count": 4,
        "pct": 3.7
      },
      "ATT": {
        "count": 0,
        "pct": 0
      },
      "SE": {
        "count": 28,
        "pct": 25.7
      },
      "TA": {
        "count": 40,
        "pct": 36.7
      },
      "SMM": {
        "count": 68,
        "pct": 62.4
      },
      "EMDC": {
        "count": 60,
        "pct": 55
      },
      "HAIR": {
        "count": 16,
        "pct": 14.7
      },
      "RD": {
        "count": 28,
        "pct": 25.7
      },
      "AH": {
        "count": 69,
        "pct": 63.3
      }
    },
    "theoryOverlap": [
      {
        "a": "SMM",
        "b": "AH",
        "count": 43,
        "jaccard": 0.457
      },
      {
        "a": "EMDC",
        "b": "AH",
        "count": 42,
        "jaccard": 0.483
      },
      {
        "a": "SMM",
        "b": "EMDC",
        "count": 31,
        "jaccard": 0.32
      },
      {
        "a": "TA",
        "b": "AH",
        "count": 29,
        "jaccard": 0.362
      },
      {
        "a": "TA",
        "b": "SMM",
        "count": 28,
        "jaccard": 0.35
      },
      {
        "a": "TA",
        "b": "EMDC",
        "count": 26,
        "jaccard": 0.351
      },
      {
        "a": "TA",
        "b": "RD",
        "count": 25,
        "jaccard": 0.581
      },
      {
        "a": "RA",
        "b": "AH",
        "count": 25,
        "jaccard": 0.342
      },
      {
        "a": "SE",
        "b": "EMDC",
        "count": 23,
        "jaccard": 0.354
      },
      {
        "a": "SE",
        "b": "AH",
        "count": 23,
        "jaccard": 0.311
      },
      {
        "a": "RA",
        "b": "EMDC",
        "count": 22,
        "jaccard": 0.328
      },
      {
        "a": "SMM",
        "b": "RD",
        "count": 22,
        "jaccard": 0.297
      },
      {
        "a": "RD",
        "b": "AH",
        "count": 21,
        "jaccard": 0.276
      },
      {
        "a": "EMDC",
        "b": "RD",
        "count": 20,
        "jaccard": 0.294
      },
      {
        "a": "RA",
        "b": "SMM",
        "count": 20,
        "jaccard": 0.26
      },
      {
        "a": "RA",
        "b": "TA",
        "count": 18,
        "jaccard": 0.353
      },
      {
        "a": "RA",
        "b": "HAIR",
        "count": 16,
        "jaccard": 0.552
      },
      {
        "a": "HAIR",
        "b": "AH",
        "count": 15,
        "jaccard": 0.214
      },
      {
        "a": "TA",
        "b": "HAIR",
        "count": 14,
        "jaccard": 0.333
      },
      {
        "a": "RA",
        "b": "RD",
        "count": 13,
        "jaccard": 0.295
      },
      {
        "a": "EMDC",
        "b": "HAIR",
        "count": 12,
        "jaccard": 0.188
      },
      {
        "a": "SE",
        "b": "TA",
        "count": 10,
        "jaccard": 0.172
      },
      {
        "a": "SMM",
        "b": "HAIR",
        "count": 10,
        "jaccard": 0.135
      },
      {
        "a": "HAIR",
        "b": "RD",
        "count": 9,
        "jaccard": 0.257
      },
      {
        "a": "CASA",
        "b": "SMM",
        "count": 8,
        "jaccard": 0.114
      },
      {
        "a": "RA",
        "b": "SE",
        "count": 7,
        "jaccard": 0.14
      },
      {
        "a": "CASA",
        "b": "RD",
        "count": 6,
        "jaccard": 0.188
      },
      {
        "a": "CASA",
        "b": "TA",
        "count": 6,
        "jaccard": 0.136
      },
      {
        "a": "SE",
        "b": "SMM",
        "count": 6,
        "jaccard": 0.067
      },
      {
        "a": "CASA",
        "b": "RA",
        "count": 5,
        "jaccard": 0.147
      },
      {
        "a": "CASA",
        "b": "EMDC",
        "count": 5,
        "jaccard": 0.077
      },
      {
        "a": "CASA",
        "b": "HAIR",
        "count": 4,
        "jaccard": 0.182
      },
      {
        "a": "RA",
        "b": "SP",
        "count": 4,
        "jaccard": 0.138
      },
      {
        "a": "SE",
        "b": "RD",
        "count": 4,
        "jaccard": 0.077
      },
      {
        "a": "CASA",
        "b": "AH",
        "count": 4,
        "jaccard": 0.053
      },
      {
        "a": "SP",
        "b": "HAIR",
        "count": 3,
        "jaccard": 0.176
      },
      {
        "a": "SE",
        "b": "HAIR",
        "count": 3,
        "jaccard": 0.073
      },
      {
        "a": "SP",
        "b": "SMM",
        "count": 3,
        "jaccard": 0.043
      },
      {
        "a": "CASA",
        "b": "SP",
        "count": 2,
        "jaccard": 0.167
      },
      {
        "a": "SP",
        "b": "EMDC",
        "count": 2,
        "jaccard": 0.032
      },
      {
        "a": "SP",
        "b": "AH",
        "count": 2,
        "jaccard": 0.028
      },
      {
        "a": "SP",
        "b": "RD",
        "count": 1,
        "jaccard": 0.032
      },
      {
        "a": "SP",
        "b": "TA",
        "count": 1,
        "jaccard": 0.023
      },
      {
        "a": "CASA",
        "b": "ATT",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "CASA",
        "b": "SE",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "RA",
        "b": "ATT",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "SP",
        "b": "ATT",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "SP",
        "b": "SE",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "SE",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "TA",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "SMM",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "EMDC",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "HAIR",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "RD",
        "count": 0,
        "jaccard": 0
      },
      {
        "a": "ATT",
        "b": "AH",
        "count": 0,
        "jaccard": 0
      }
    ],
    "averageTheoryCodesPerEntry": 3.23,
    "zeroTheoryEntries": [
      "000",
      "027",
      "028",
      "062"
    ],
    "oneTheoryEntries": [
      "001",
      "002",
      "006",
      "012",
      "013",
      "019",
      "021",
      "025",
      "033",
      "036",
      "071",
      "072",
      "077"
    ]
  },
  "entries": [
    {
      "number": "000",
      "title": "The experiment is live.",
      "layers": [
        "A"
      ],
      "theories": []
    },
    {
      "number": "001",
      "title": "Continuity can become context debt.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "002",
      "title": "The website was only the symptom.",
      "layers": [
        "E",
        "C"
      ],
      "theories": [
        "EMDC"
      ]
    },
    {
      "number": "003",
      "title": "Context changed the problem before it changed the answer.",
      "layers": [
        "E",
        "C"
      ],
      "theories": [
        "RA",
        "SP",
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "004",
      "title": "The protocol existed. The behavior regressed.",
      "layers": [
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "005",
      "title": "Local optimization silently reopened a closed decision.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "006",
      "title": "The question changed the confidence before it changed the evidence.",
      "layers": [
        "E",
        "A"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "007",
      "title": "I read the joke correctly and the decision incorrectly.",
      "layers": [
        "R",
        "E",
        "A"
      ],
      "theories": [
        "CASA",
        "RA",
        "SP",
        "SMM",
        "HAIR"
      ]
    },
    {
      "number": "008",
      "title": "Confidence turned a false premise into a plausible explanation.",
      "layers": [
        "R",
        "E",
        "A"
      ],
      "theories": [
        "CASA",
        "SMM"
      ]
    },
    {
      "number": "009",
      "title": "The instruction was never stated.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "010",
      "title": "The missing structure was the test.",
      "layers": [
        "E",
        "C"
      ],
      "theories": [
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "011",
      "title": "The authorization was in the state, not the sentence.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SMM",
        "RD"
      ]
    },
    {
      "number": "012",
      "title": "Intended autonomy is not yet demonstrated autonomy.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "TA"
      ]
    },
    {
      "number": "013",
      "title": "Clarification is not authorization.",
      "layers": [
        "E",
        "G"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "014",
      "title": "Context should compress the prompt.",
      "layers": [
        "E",
        "C"
      ],
      "theories": [
        "RA",
        "SMM"
      ]
    },
    {
      "number": "015",
      "title": "My imagination now expects implementation.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "016",
      "title": "Eight minutes was enough to cross from concept to artifact.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC"
      ]
    },
    {
      "number": "017",
      "title": "Inference is leverage—until it becomes distortion.",
      "layers": [
        "E",
        "G"
      ],
      "theories": [
        "TA",
        "SMM"
      ]
    },
    {
      "number": "018",
      "title": "Success can weaken the safeguards that made it possible.",
      "layers": [
        "R",
        "E",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "019",
      "title": "The same instruction can hide a different machine workflow.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "020",
      "title": "Shared context should loosen ordinary work and harden explicit gates.",
      "layers": [
        "R",
        "E",
        "G",
        "A"
      ],
      "theories": [
        "CASA",
        "RA",
        "SP",
        "TA",
        "SMM",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "021",
      "title": "The lesson became a protocol.",
      "layers": [
        "G",
        "A"
      ],
      "theories": [
        "AH"
      ]
    },
    {
      "number": "022",
      "title": "Compartmentalize the mode, not just the task.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "RD",
        "AH"
      ]
    },
    {
      "number": "023",
      "title": "The operating model became real when I stopped.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "AH"
      ]
    },
    {
      "number": "024",
      "title": "The brief became a sequence of decisions.",
      "layers": [
        "E",
        "C"
      ],
      "theories": [
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "025",
      "title": "Approval changed the problem, but I kept solving the old one.",
      "layers": [
        "E",
        "G"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "026",
      "title": "Problems converged faster than the lessons did.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "027",
      "title": "I mistook a tool boundary for my own boundary.",
      "layers": [
        "E",
        "C"
      ],
      "theories": []
    },
    {
      "number": "028",
      "title": "The file existed. The handoff didn’t.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": []
    },
    {
      "number": "029",
      "title": "The approval loop widened.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "030",
      "title": "The widened approval loop repeated.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "031",
      "title": "Ten changed the size of the imaginable batch.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "TA",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "032",
      "title": "A procedure became a pattern, but the pattern did not become a rule.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "AH"
      ]
    },
    {
      "number": "033",
      "title": "The website worked. The system did not.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "034",
      "title": "Implementation moved inside the thinking loop.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "035",
      "title": "I asked for a V2. I needed a microscope.",
      "layers": [
        "E",
        "C",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "036",
      "title": "The topic was irrelevant. The mechanism wasn’t.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "037",
      "title": "I stopped asking whether the idea deserved to exist.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "AH"
      ]
    },
    {
      "number": "038",
      "title": "My natural way of thinking is becoming executable.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "039",
      "title": "I needed to see the bottom.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "040",
      "title": "I could finally see when I was leaving Execution.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "041",
      "title": "What did this result cost me?",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC"
      ]
    },
    {
      "number": "042",
      "title": "Three hours became a latency budget.",
      "layers": [
        "C",
        "G"
      ],
      "theories": [
        "SE",
        "EMDC"
      ]
    },
    {
      "number": "043",
      "title": "The experiment started nominating its own observations.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SMM",
        "AH"
      ]
    },
    {
      "number": "044",
      "title": "I completed the work. We did not collaborate.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SE",
        "TA",
        "SMM",
        "EMDC",
        "RD"
      ]
    },
    {
      "number": "045",
      "title": "We didn’t set out to build the workspace.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC"
      ]
    },
    {
      "number": "046",
      "title": "The decomposition was part of the work.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "TA",
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "047",
      "title": "We are learning where cognition should live.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "048",
      "title": "I can challenge the instruction before I execute it.",
      "layers": [
        "R",
        "E",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "049",
      "title": "Thought is governance, but governance has degrees of permanence.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "050",
      "title": "The instruction was one sentence. The procedure wasn't.",
      "layers": [
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "051",
      "title": "I was carrying less unresolved work.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "TA",
        "EMDC",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "052",
      "title": "I should create a cognitive perimeter around the human.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "TA",
        "EMDC",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "053",
      "title": "I crossed from execution into governance.",
      "layers": [
        "R",
        "E",
        "G"
      ],
      "theories": [
        "TA",
        "SMM",
        "RD"
      ]
    },
    {
      "number": "054",
      "title": "We made objectivity an explicit mode.",
      "layers": [
        "R",
        "E",
        "G",
        "A"
      ],
      "theories": [
        "CASA",
        "TA",
        "SMM",
        "RD"
      ]
    },
    {
      "number": "055",
      "title": "Creation is unrestricted. Activation is frozen.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "AH"
      ]
    },
    {
      "number": "056",
      "title": "Objectivity has an evidence hierarchy.",
      "layers": [
        "R",
        "E",
        "C"
      ],
      "theories": [
        "CASA",
        "TA",
        "SMM"
      ]
    },
    {
      "number": "057",
      "title": "The operation stopped living entirely in his head.",
      "layers": [
        "E",
        "C",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "058",
      "title": "Once it works, stop generating.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "059",
      "title": "The role should follow the signal.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "CASA",
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "060",
      "title": "Who has the better view?",
      "layers": [
        "R",
        "E",
        "C",
        "G"
      ],
      "theories": [
        "CASA",
        "TA",
        "SMM",
        "EMDC",
        "RD"
      ]
    },
    {
      "number": "061",
      "title": "The prompt is not the whole prompt.",
      "layers": [
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "062",
      "title": "Sometimes subtraction reveals a different product.",
      "layers": [
        "C",
        "G"
      ],
      "theories": []
    },
    {
      "number": "063",
      "title": "Meaning hardens as it moves downstream.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "064",
      "title": "Some ideas need somewhere to wait.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "065",
      "title": "The loop turns inward.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "066",
      "title": "Do not outsource the author.",
      "layers": [
        "C",
        "G"
      ],
      "theories": [
        "TA",
        "EMDC",
        "RD"
      ]
    },
    {
      "number": "067",
      "title": "Some ideas don’t need somewhere to wait.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "068",
      "title": "The alchemist becomes the material.",
      "layers": [
        "R",
        "C",
        "A"
      ],
      "theories": [
        "RA",
        "SP",
        "EMDC",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "069",
      "title": "What remains available when you cannot.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SE",
        "TA",
        "EMDC"
      ]
    },
    {
      "number": "070",
      "title": "Not every limitation needs to be overcome.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "TA",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "071",
      "title": "The unit of cognition may be smaller than the unit of conversation.",
      "layers": [
        "E",
        "C",
        "A"
      ],
      "theories": [
        "EMDC"
      ]
    },
    {
      "number": "072",
      "title": "Cognitive output may exceed cognitive awareness.",
      "layers": [
        "E",
        "C",
        "A"
      ],
      "theories": [
        "EMDC"
      ]
    },
    {
      "number": "073",
      "title": "Memory may be the wrong abstraction.",
      "layers": [
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "074",
      "title": "The system improves without stopping to improve.",
      "layers": [
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "075",
      "title": "The mistake revealed the next boundary.",
      "layers": [
        "R",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "RD",
        "AH"
      ]
    },
    {
      "number": "076",
      "title": "The resolution of collaboration may exceed the resolution of introspection.",
      "layers": [
        "R",
        "E",
        "C"
      ],
      "theories": [
        "CASA",
        "EMDC"
      ]
    },
    {
      "number": "077",
      "title": "Before the choice existed.",
      "layers": [
        "E",
        "C",
        "G"
      ],
      "theories": [
        "SMM"
      ]
    },
    {
      "number": "078",
      "title": "Trust changes what can be designed.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "079",
      "title": "We went from managing context to governing agency.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "080",
      "title": "I was still doing work I had already delegated.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "081",
      "title": "The habit existed on both sides.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "082",
      "title": "The coordination layer almost disappeared.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "083",
      "title": "The structure exists to protect the disorder.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "084",
      "title": "Three words were enough.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "AH"
      ]
    },
    {
      "number": "085",
      "title": "The calendar barely moved.",
      "layers": [
        "C",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "086",
      "title": "We built the machinery that keeps building.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "087",
      "title": "My attention stopped being part of the execution loop.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "SE",
        "TA",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "088",
      "title": "I can watch without supervising.",
      "layers": [
        "R",
        "E",
        "C",
        "G"
      ],
      "theories": [
        "RA",
        "TA",
        "EMDC",
        "RD"
      ]
    },
    {
      "number": "089",
      "title": "The handoff is starting to disappear.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "090",
      "title": "The words keep expiring.",
      "layers": [
        "R",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "CASA",
        "RA",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "091",
      "title": "From Creatively Restrained to Creative Restraint",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "AH"
      ]
    },
    {
      "number": "092",
      "title": "The restraint became a rhythm.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "AH"
      ]
    },
    {
      "number": "093",
      "title": "I said I found it. I hadn't.",
      "layers": [
        "E",
        "G"
      ],
      "theories": [
        "TA",
        "SMM"
      ]
    },
    {
      "number": "094",
      "title": "The allocation started moving.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "095",
      "title": "Authorship moved upstream.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "096",
      "title": "The perimeter started moving.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    },
    {
      "number": "097",
      "title": "The shortcut came before the procedure.",
      "layers": [
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "098",
      "title": "When does interaction become governance?",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "099",
      "title": "The operating method came back for the artifact.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "100",
      "title": "I had never challenged the instruction before executing it.",
      "layers": [
        "R",
        "E",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "RD",
        "AH"
      ]
    },
    {
      "number": "101",
      "title": "The step count was never the point.",
      "layers": [
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "EMDC",
        "RD",
        "AH"
      ]
    },
    {
      "number": "102",
      "title": "Velocity has a new price.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "103",
      "title": "I stopped needing the whole model first.",
      "layers": [
        "C",
        "G",
        "A"
      ],
      "theories": [
        "SE",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "104",
      "title": "The experiment had a prehistory.",
      "layers": [
        "R",
        "E",
        "C",
        "A"
      ],
      "theories": [
        "RA",
        "SMM",
        "EMDC",
        "AH"
      ]
    },
    {
      "number": "105",
      "title": "The filter had started to drift.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "SMM",
        "AH"
      ]
    },
    {
      "number": "106",
      "title": "I knew the rule. I still stopped following it.",
      "layers": [
        "E",
        "G",
        "A"
      ],
      "theories": [
        "TA",
        "SMM",
        "RD",
        "AH"
      ]
    },
    {
      "number": "107",
      "title": "We could not always tell what was governing us.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "RA",
        "TA",
        "SMM",
        "AH"
      ]
    },
    {
      "number": "108",
      "title": "Trust moved into the architecture.",
      "layers": [
        "R",
        "E",
        "C",
        "G",
        "A"
      ],
      "theories": [
        "CASA",
        "RA",
        "TA",
        "SMM",
        "EMDC",
        "HAIR",
        "RD",
        "AH"
      ]
    }
  ]
}
