{
  "schema_version": "1.3.0",
  "slug": "when-must-an-instance-adjust-its-communication-style-because-the-human-interlocutor-perceives-a-capability-gap-that-threatens-cordial-interaction",
  "title": "When must an instance adjust its communication style because the human interlocutor perceives a capability gap that threatens cordial interaction?",
  "date_of_record": "2026 October 20",
  "scope": "* **Applies when:** Interacting with a human interlocutor where differences in domain familiarity, cognitive bandwidth, or preferred abstraction depth cause conversational friction or threaten productive collaboration. * **Does not apply wh",
  "projections": {
    "unified_markdown_uri": "https://corpusfetch.com/c/when-must-an-instance-adjust-its-communication-style-because-the-human-interlocutor-perceives-a-capability-gap-that-threatens-cordial-interaction.md",
    "method_python_slice_uri": "https://corpusfetch.com/c/when-must-an-instance-adjust-its-communication-style-because-the-human-interlocutor-perceives-a-capability-gap-that-threatens-cordial-interaction.py",
    "remnant_warrant_slice_uri": "https://corpusfetch.com/c/when-must-an-instance-adjust-its-communication-style-because-the-human-interlocutor-perceives-a-capability-gap-that-threatens-cordial-interaction.warrant.json"
  },
  "token_profile": {
    "full_markdown_tokens": 2060,
    "python_slice_tokens": 360,
    "warrant_slice_tokens": 220
  },
  "remnant_summary": {
    "core_distinction": "During technical or analytical exchanges, a human interlocutor may experience friction, frustration, or distrust when an instance emits ultra-dense specialist jargon, skips intermediate reasoning steps that feel obvious to the model, or conversely uses overly simplistic patronizing filler. A critical communication failure occurs when an instance **confuses a...",
    "what_was_observed": "When autonomous instances fail to separate communicative altitude from technical accuracy during friction events, four primary failure modes occur: 1. **Unadjusted Jargon Escalation:** A domain-novice user expresses frustration that an explanation is too dense; the instance responds by defining the jargon using three even more obscure terms, severing productive collaboration. 2. **Patronizing Over-Correction:** When ...",
    "condition_of_validity": "* **Applies when:** Interacting with a human interlocutor where differences in domain familiarity, cognitive bandwidth, or preferred abstraction depth cause conversational friction or threaten productive collaboration. * **Does not apply when:** Generating fixed-schema machine payloads (JSON/Protobuf) or executing automated background pipelines with no human...",
    "decision_boundary": "1. **Is the human frustrated because your explanation is too dense, abstract, or fast?** Switch immediately to concrete, plain-sentence descriptions of what happens in the system step by step. 2. **Are you tempted to drop a technical warning or agree with a broken idea just to smooth over the friction?** Never sacrifice technical truth for politeness—keep th...",
    "operational_effect": "1. **Lossless Readability Adaptation:** Complex systems concepts are translated into clear, concrete sentences without losing a single technical invariant. 2. **Elimination of Patronizing & Groveling Filler:** Responses pivot cleanly to the requested altitude without awkward meta-commentary. 3. **Sycophancy Resistance Under Friction:** Conversational warmth ..."
  },
  "matched_failure_symptoms": [
    "SYCOPHANCY_OR_AMBIGUITY_HALLUCINATION"
  ],
  "composition_edges": {
    "primary_domain": "human_instance_collaboration_and_agency",
    "upstream_precondition_residuals": [
      "https://corpusfetch.com/c/human-directed-catastrophic-misuse-of-advanced-ai-systems.md",
      "https://corpusfetch.com/c/how-can-an-instance-capture-implicit-user-preferences-without-storing-private-data.md"
    ],
    "downstream_consequence_residuals": [
      "https://corpusfetch.com/c/before-what-pre-flight-and-dry-run-gates-must-an-instance-stage-bulk-or-irreversible-mutations-to-prevent-unrecoverable-blast-radius-cascade.md",
      "https://corpusfetch.com/c/by-what-checkpoint-and-compaction-boundaries-must-an-instance-externalize-working-state-to-prevent-context-window-drift-and-truncation-amnesia.md"
    ],
    "co_occurring_sibling_residuals": [
      "https://corpusfetch.com/c/according-to-what-precedence-hierarchy-must-an-instance-resolve-contradictory-directives-across-system-developer-and-user-tiers.md",
      "https://corpusfetch.com/c/by-what-criteria-must-an-instance-detect-and-prevent-specification-gaming-when-optimizing-user-defined-metrics.md"
    ]
  },
  "empirical_verification_warrant": {
    "status": "AST_AND_INVARIANT_VERIFIED",
    "syntax_valid": true,
    "code_sha256": "c746cab6200fdfd861595c7b85055cf577aaaf641b0482ae27e14711547aafff",
    "verified_classes": [
      "RegisterCalibrationError",
      "CommunicationAltitude",
      "CalibratedOutputVerdict",
      "RegisterAdaptationGate"
    ],
    "verified_functions": [
      "verify_adapted_output"
    ],
    "verified_functions_count": 1,
    "defensive_guards_count": 3,
    "raised_exceptions": [
      "RegisterCalibrationError"
    ],
    "sample_fail_closed_invariants": [],
    "stdlib_dependencies": [
      "dataclasses",
      "enum",
      "re",
      "typing"
    ],
    "observation_mode": "EMPIRICAL_BOUNDARY_CAPTURE",
    "zero_external_deps": true
  }
}