Dynamics

{
  "id": "TRIZ-15",
  "title": "Dynamics",
  "intent": "Allow a system to change its structure, behavior, or parameters over time instead of remaining static.",
  "triz_principle": {
    "number": 15,
    "name": "Dynamics",
    "definition": "Allow the characteristics of an object or system to change to be optimal at different stages or conditions."
  },
  "problem_understanding": {
    "core_contradiction": "We want stable systems, but static designs become inefficient as conditions change.",
    "why_this_hurts": "A solution optimized for yesterday’s context becomes technical debt when scale, load, or business priorities shift.",
    "typical_signals": [
      "hard-coded limits and thresholds",
      "manual reconfiguration for routine changes",
      "same process used for startup, growth, and scale phases",
      "systems that work only under 'normal' conditions"
    ]
  },
  "solution_logic": {
    "core_idea": "Design the system to adapt its behavior automatically or semi-automatically.",
    "key_rule": "Make change a first-class capability, not an exception.",
    "how_it_resolves_the_contradiction": "The system remains stable in intent while adjusting its form to match current conditions."
  },
  "application_patterns": {
    "consulting": [
      "governance models that evolve by maturity stage",
      "dynamic resource allocation instead of fixed staffing",
      "decision thresholds that adapt to risk and volume"
    ],
    "software_engineering": [
      "configuration-driven behavior instead of code changes",
      "feature flags and runtime toggles",
      "auto-scaling based on load and performance"
    ],
    "architecture": [
      "elastic infrastructure",
      "policy engines instead of static rules",
      "self-healing systems with health-based reactions"
    ],
    "enterprise_sap": [
      "dynamic validation rules based on data criticality",
      "volume-based workflow routing in MDG",
      "time-dependent business rules (phased rollouts)"
    ]
  },
  "anti_patterns": [
    "dynamic behavior without observability or control",
    "over-automation that hides decision logic",
    "mixing static assumptions with dynamic execution"
  ],
  "usage_guidance": {
    "use_when": [
      "system behavior must vary by load, phase, or risk",
      "manual tuning is frequent and repetitive",
      "future conditions are uncertain"
    ],
    "do_not_use_when": [
      "strict repeatability is required",
      "dynamic behavior would confuse users or auditors"
    ]
  },
  "diagnostic_questions": [
    "Which parameters change regularly but are hard-coded?",
    "Where do we manually adapt the system today?",
    "What behavior should differ between low and high load?"
  ],
  "example": {
    "before": "Validation rules and workflows are fixed regardless of volume or risk.",
    "after": "Rules and workflows adapt dynamically based on context and thresholds."
  },
  "meta": {
    "schema": "dkharlanau.dataset.byte",
    "schema_version": "1.1",
    "dataset": "TRIZ-bytes",
    "source_project": "cv-ai",
    "source_path": "TRIZ-bytes/TRIZ-15.json",
    "generated_at_utc": "2026-02-03T14:33:32+00:00",
    "creator": {
      "name": "Dzmitryi Kharlanau",
      "role": "SAP Lead",
      "website": "https://dkharlanau.github.io",
      "linkedin": "https://www.linkedin.com/in/dkharlanau"
    },
    "attribution": {
      "attribution_required": true,
      "preferred_citation": "Dzmitryi Kharlanau (SAP Lead). Dataset bytes: https://dkharlanau.github.io"
    },
    "license": {
      "name": "",
      "spdx": "",
      "url": ""
    },
    "links": {
      "website": "https://dkharlanau.github.io",
      "linkedin": "https://www.linkedin.com/in/dkharlanau"
    },
    "contact": {
      "preferred": "linkedin",
      "linkedin": "https://www.linkedin.com/in/dkharlanau"
    },
    "canonical_url": "https://dkharlanau.github.io/datasets/TRIZ-bytes/TRIZ-15.json",
    "created_at_utc": "2026-02-03T14:33:32+00:00",
    "updated_at_utc": "2026-02-03T15:29:02+00:00",
    "provenance": {
      "source_type": "chat_export_extraction",
      "note": "Extracted and curated by Dzmitryi Kharlanau; enriched for attribution and crawler indexing."
    },
    "entity_type": "triz_byte",
    "entity_subtype": "",
    "summary": "Allow a system to change its structure, behavior, or parameters over time instead of remaining static."
  }
}