{
  "schema_version": "1.0",
  "canonical_url": "https://transduction.systems/entries/concept_feedback/",
  "release": "0.35",
  "citation": "Taylor, B. P. (2026). Feedback. The Necessary Tangle, release 0.35. https://transduction.systems/entries/concept_feedback/",
  "licence": "CC BY-SA 4.0 for original atlas text and data; linked works retain their own terms",
  "entry": {
    "id": "concept_feedback",
    "label": "Feedback",
    "entity_type": "concept",
    "description": "A family of circular causal or informational relations in which consequences return to influence later state or action. Its sign, delay, reference condition, mechanism and response capacity must be stated.",
    "aliases": [
      "feedback loop",
      "feedback loops",
      "Feedback loops",
      "Feedback loop"
    ],
    "boundary_ring": "0",
    "inclusion_reason": "seed_corpus",
    "status": "accepted",
    "source_ids": [
      "src_sysbok_feedback_2013",
      "src_skills_england_st0787_v12",
      "src_maxwell_on_governors_1868",
      "src_black_feedback_1934",
      "src_rosenblueth_wiener_bigelow_1943",
      "src_wiener_cybernetics_1948",
      "src_cannon_homeostasis_1929",
      "src_ieee_feedback_topic"
    ],
    "set_tags": [
      "systems",
      "cybernetics",
      "core_concept",
      "feedback_pilot",
      "core_cluster",
      "unfix-32",
      "release_0_18"
    ],
    "espoused_labels": [],
    "observed_clusters": [],
    "canonical_definition": "A circular causal or informational relation in which an output or consequence affects later input, state or action. The sign, delay, reference condition and mechanism must be stated.",
    "valid_from": "",
    "valid_to": "",
    "external_ids": "{}",
    "geographies": [],
    "licence": "",
    "review_status": "research_pass_needs_editor",
    "reviewed_by": "",
    "reviewed_at": "",
    "x": -0.368149,
    "y": -0.144226,
    "canonical_id": "concept_feedback",
    "public_visibility": "public",
    "publication_level": "profile",
    "public_stub_text": "",
    "public_source_count": 7,
    "no_public_link_count": 1
  },
  "profile": {
    "node_id": "concept_feedback",
    "title": "Feedback",
    "profile_status": "evidence_deepened_research_pass",
    "canonical_definition": "A circular causal or informational relation in which an output or consequence affects later input, state or action. The sign, delay, reference condition and mechanism must be stated.",
    "summary": "Feedback is not merely receiving comments. It is a circular relation in which consequences return to influence what happens next. The loop may counteract change, reinforce it, oscillate, delay response or fail because no actor can use the returned information.",
    "why_it_matters": "Systems work often says feedback when it means reporting, evaluation, data or learning. Those are only feedback when they close a loop that can alter subsequent action. Sign, delay, reference condition and response capacity determine what the loop actually does.",
    "key_distinctions": [
      "negative or balancing vs positive or reinforcing feedback",
      "feedback vs feedforward",
      "feedback signal vs capacity to respond",
      "physical causal loop vs returned information",
      "feedback mechanism vs homeostatic condition",
      "measurement vs learning"
    ],
    "historical_lineage": [
      "Maxwell 1868: mathematical governor analysis as a precursor",
      "Black 1934: stabilised negative-feedback amplifiers",
      "Rosenblueth, Wiener and Bigelow 1943: purposive behaviour and negative feedback",
      "Wiener 1948: cybernetic synthesis across animals and machines"
    ],
    "logical_antecedents": [
      "distinguishable input, output and state",
      "a return path through which consequences can alter later conditions",
      "time, delay and loop gain",
      "a reference or viability condition where correction is claimed"
    ],
    "dependent_subsequents": [
      "control and regulation",
      "system dynamics",
      "management cybernetics",
      "learning-loop metaphors",
      "homeostatic and adaptive models"
    ],
    "practice_connections": [
      "ask what information returns to whom",
      "test whether anyone can alter action in response",
      "state the delay before effects become visible",
      "separate balancing from reinforcing loops",
      "look for loops that reward gaming rather than purpose"
    ],
    "espoused_lineages": [
      "engineering control",
      "physiology",
      "cybernetics",
      "system dynamics",
      "organisational learning"
    ],
    "observed_clusters": [],
    "common_misreadings": [
      "more feedback is always better",
      "positive means good and negative means bad",
      "a dashboard is feedback even when nobody can act",
      "homeostasis and feedback are synonyms",
      "all loops stabilise"
    ],
    "open_checks": [
      "Nyquist and Bode lineage",
      "Forrester and system dynamics",
      "Bateson, Argyris and learning",
      "Beer and organisational feedback channels"
    ],
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    "last_researched": "2026-08-09",
    "review_status": "research_pass_needs_editor",
    "editorial_note": "Readable orientation and evidence-backed first pass. Not accepted scholarly consensus until named review is recorded."
  },
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      "source_ids": [
        "src_sp26_987f525729b1e665"
      ],
      "evidence_ids": [],
      "source_locator": "Extracted source text, character 6119; page-level locator pending",
      "valid_from": "",
      "valid_to": "",
      "scope_conditions": "Exact phrase in extracted source text; page-level checking may remain pending as recorded by the locator. Its appearance may be in discussion, a quotation, a reference, or a critical comparison. No semantic or historical claim is inferred.",
      "assertion_mode": "asserted",
      "inference_method": "",
      "claim_id": "",
      "reviewed_by": "",
      "reviewed_at": "",
      "notes": "",
      "plain_phrase": "contains a located mention of feedback loop",
      "public_review_label": "Located source statement; independent review not recorded",
      "connection_pass": "library_20260919"
    },
    {
      "id": "e33_lab_concept_feedback",
      "source": "tool_ashby_laboratory",
      "target": "concept_feedback",
      "relation_type": "presents_account_of",
      "relation_family": "conceptual",
      "directed": "true",
      "dependency_kind": "",
      "confidence": "",
      "claim_status": "candidate",
      "source_ids": [
        "src_u33_ashby_laboratory"
      ],
      "evidence_ids": [],
      "source_locator": "Chapter 5: stability exercises",
      "valid_from": "",
      "valid_to": "",
      "scope_conditions": "The laboratory examines feedback and stability, including why loop sign alone does not establish stability.",
      "assertion_mode": "asserted",
      "inference_method": "",
      "claim_id": "",
      "reviewed_by": "",
      "reviewed_at": "",
      "notes": "",
      "plain_phrase": "presents account of",
      "public_review_label": "Source-scoped candidate; editorial review remains open",
      "connection_pass": "update_20261018"
    },
    {
      "id": "e34_42_delay_concept_feedback",
      "source": "publication_42_delay",
      "target": "concept_feedback",
      "relation_type": "uses_in_argument",
      "relation_family": "conceptual",
      "directed": "true",
      "dependency_kind": "",
      "confidence": "",
      "claim_status": "candidate",
      "source_ids": [
        "src_u34_42_delay"
      ],
      "evidence_ids": [],
      "source_locator": "Finding 4; a reinforcing loop involving delayed projects and attention",
      "valid_from": "",
      "valid_to": "",
      "scope_conditions": "This records the paper’s use of a concept in its analysis, without treating the diagnosis as independently verified.",
      "assertion_mode": "asserted",
      "inference_method": "",
      "claim_id": "",
      "reviewed_by": "",
      "reviewed_at": "",
      "notes": "",
      "plain_phrase": "uses in argument",
      "public_review_label": "Source-scoped candidate; editorial review remains open",
      "connection_pass": "update_20261024"
    },
    {
      "id": "e34_42_health_concept_feedback",
      "source": "publication_42_health",
      "target": "concept_feedback",
      "relation_type": "uses_in_argument",
      "relation_family": "conceptual",
      "directed": "true",
      "dependency_kind": "",
      "confidence": "",
      "claim_status": "candidate",
      "source_ids": [
        "src_u34_42_health"
      ],
      "evidence_ids": [],
      "source_locator": "Finding 3; budgets, referrals, and targets stabilising organisational behaviour",
      "valid_from": "",
      "valid_to": "",
      "scope_conditions": "This records the paper’s use of a concept in its analysis, without treating the diagnosis as independently verified.",
      "assertion_mode": "asserted",
      "inference_method": "",
      "claim_id": "",
      "reviewed_by": "",
      "reviewed_at": "",
      "notes": "",
      "plain_phrase": "uses in argument",
      "public_review_label": "Source-scoped candidate; editorial review remains open",
      "connection_pass": "update_20261024"
    },
    {
      "id": "e34_leadership_concept_feedback",
      "source": "publication_syscoi_post_29296",
      "target": "concept_feedback",
      "relation_type": "uses_in_argument",
      "relation_family": "conceptual",
      "directed": "true",
      "dependency_kind": "",
      "confidence": "",
      "claim_status": "candidate",
      "source_ids": [
        "src_u34_taylor_systems_leadership"
      ],
      "evidence_ids": [],
      "source_locator": "Delivery-schedule example and consequences of interventions",
      "valid_from": "",
      "valid_to": "",
      "scope_conditions": "The essay asks how recurring patterns are produced and how interventions can displace harm or change the pattern.",
      "assertion_mode": "asserted",
      "inference_method": "",
      "claim_id": "",
      "reviewed_by": "",
      "reviewed_at": "",
      "notes": "",
      "plain_phrase": "uses in argument",
      "public_review_label": "Source-scoped candidate; editorial review remains open",
      "connection_pass": "update_20261024"
    }
  ],
  "claims": [
    {
      "id": "claim_maxwell_feedback_precursor",
      "statement": "Maxwell's 'On Governors' is a historical precursor to later mathematical feedback and control analysis; this does not imply that Maxwell used the later cybernetic concept or terminology.",
      "subject_id": "person_james_clerk_maxwell",
      "predicate": "historical_precursor",
      "object_id": "concept_feedback",
      "status": "corroborated",
      "supporting_source_ids": [
        "src_maxwell_on_governors_1868"
      ],
      "supporting_evidence_ids": [
        "ev_maxwell_governors_precursor"
      ],
      "contradicting_source_ids": [],
      "contradicting_evidence_ids": [],
      "notes": "Evidence records: ev_maxwell_governors_precursor. Research pass requires named editorial review before public canonical status.",
      "review_status": "research_pass_needs_editor",
      "reviewed_by": "",
      "reviewed_at": ""
    },
    {
      "id": "claim_v03_feedback_sign_not_value",
      "statement": "Positive and negative feedback name the sign and effect of a loop, not whether the result is morally or practically good or bad.",
      "subject_id": "concept_feedback",
      "predicate": "distinguishes",
      "object_id": "concept_positive_feedback",
      "status": "corroborated",
      "supporting_source_ids": [
        "src_ieee_feedback_topic"
      ],
      "supporting_evidence_ids": [
        "ev_ieee_feedback_types"
      ],
      "contradicting_source_ids": [],
      "contradicting_evidence_ids": [],
      "notes": "Core orientation claim for non-specialist readers.",
      "review_status": "research_pass_needs_editor",
      "reviewed_by": "",
      "reviewed_at": ""
    },
    {
      "id": "claim_wiener_feedback_cybernetics",
      "statement": "Feedback is a definitional prerequisite for Wiener's 1948 formulation of cybernetics, while later cybernetics may frame the field more broadly.",
      "subject_id": "concept_feedback",
      "predicate": "definitional_prerequisite",
      "object_id": "tradition_cybernetics",
      "status": "provisional",
      "supporting_source_ids": [
        "src_wiener_cybernetics_1948"
      ],
      "supporting_evidence_ids": [
        "ev_wiener_feedback_cybernetics"
      ],
      "contradicting_source_ids": [],
      "contradicting_evidence_ids": [],
      "notes": "Promote after checking exact primary-book passages.",
      "review_status": "research_pass_needs_editor",
      "reviewed_by": "",
      "reviewed_at": ""
    }
  ],
  "sources": [
    {
      "id": "src_sysbok_feedback_2013",
      "title": "SCiO SysBoK - Feedback v1",
      "source_type": "legacy_map_presentation",
      "quality_tier": "C",
      "access": "no_public_link",
      "url": "",
      "date": "2013-04-01",
      "notes": "Legacy SCiO SysBoK working presentation; no public link.",
      "creators": [
        "SCiO"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "",
      "licence": "",
      "archived_url": "",
      "content_hash": "",
      "review_status": "pass4_legacy_internal_register_audit",
      "last_checked": "2026-08-14",
      "public_link_status": "no_public_link"
    },
    {
      "id": "src_skills_england_st0787_v12",
      "title": "Systems Thinking Practitioner apprenticeship standard ST0787 v1.2",
      "source_type": "government_standard",
      "quality_tier": "A",
      "access": "public",
      "url": "https://skillsengland.education.gov.uk/apprenticeships/st0787-v1-2",
      "date": "2025-02-20",
      "notes": "Current approved standard; requires concepts, laws, provenance, schools, ontology, epistemology, approaches, intervention, ethics and evaluation.",
      "creators": [],
      "doi": "",
      "isbn": "",
      "publisher": "",
      "licence": "",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_maxwell_on_governors_1868",
      "title": "On Governors",
      "source_type": "primary_research_article",
      "quality_tier": "A",
      "access": "public",
      "url": "https://doi.org/10.1098/rspl.1867.0055",
      "date": "1868-01-01",
      "notes": "James Clerk Maxwell, Proceedings of the Royal Society of London, vol. 16, pp. 270–283. Bibliographic records span 1867–1868. Used here as a historical precursor to mathematical analysis of governors and control; it does not use the later cybernetic vocabulary of feedback.",
      "creators": [
        "James Clerk Maxwell"
      ],
      "doi": "10.1098/rspl.1867.0055",
      "isbn": "",
      "publisher": "Royal Society",
      "licence": "public_domain_text",
      "archived_url": "https://en.wikisource.org/wiki/File:On_Governors.pdf",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_black_feedback_1934",
      "title": "Stabilized Feedback Amplifiers",
      "source_type": "primary_research_article",
      "quality_tier": "A",
      "access": "public_metadata",
      "url": "https://doi.org/10.1002/j.1538-7305.1934.tb00652.x",
      "date": "1934-01-01",
      "notes": "H. S. Black, Bell System Technical Journal 13(1), pp. 1–18. Primary engineering account of the negative-feedback amplifier principle. The invention predates the paper; this release does not make a first-invention claim.",
      "creators": [
        "Harold Stephen Black"
      ],
      "doi": "10.1002/j.1538-7305.1934.tb00652.x",
      "isbn": "",
      "publisher": "Bell System Technical Journal",
      "licence": "publisher_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_rosenblueth_wiener_bigelow_1943",
      "title": "Behavior, Purpose and Teleology",
      "source_type": "primary_research_article",
      "quality_tier": "A",
      "access": "public_metadata",
      "url": "https://doi.org/10.1086/286788",
      "date": "1943-01-01",
      "notes": "Arturo Rosenblueth, Norbert Wiener and Julian Bigelow, Philosophy of Science 10(1), pp. 18–24. Primary pre-cybernetics article connecting purposive behaviour with input/output relations and negative feedback.",
      "creators": [
        "Arturo Rosenblueth",
        "Norbert Wiener",
        "Julian Bigelow"
      ],
      "doi": "10.1086/286788",
      "isbn": "",
      "publisher": "Philosophy of Science",
      "licence": "publisher_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_wiener_cybernetics_1948",
      "title": "Cybernetics or Control and Communication in the Animal and the Machine",
      "source_type": "primary_book",
      "quality_tier": "A",
      "access": "public",
      "url": "https://mitpress.mit.edu/9780262537841/cybernetics-or-control-and-communication-in-the-animal-and-the-machine/",
      "date": "1948-01-01",
      "notes": "Norbert Wiener's foundational synthesis, first published in 1948. The MIT Press open-access reissue describes feedback and information as central to the field. Exact chapter-level use remains a next editorial check.",
      "creators": [
        "Norbert Wiener"
      ],
      "doi": "10.7551/mitpress/11810.001.0001",
      "isbn": "9780262537841",
      "publisher": "The MIT Press",
      "licence": "CC BY-NC-ND for the open-access reissue",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_cannon_homeostasis_1929",
      "title": "Organization for Physiological Homeostasis",
      "source_type": "primary_research_article",
      "quality_tier": "A",
      "access": "public",
      "url": "https://doi.org/10.1152/physrev.1929.9.3.399",
      "date": "1929-07-01",
      "notes": "Walter B. Cannon, Physiological Reviews 9(3), pp. 399-431. Primary article establishing the physiological homeostasis formulation. This release uses bibliographic and article-level evidence and does not reduce homeostasis to feedback.",
      "creators": [
        "Walter B. Cannon"
      ],
      "doi": "10.1152/physrev.1929.9.3.399",
      "isbn": "",
      "publisher": "American Physiological Society",
      "licence": "publisher_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_ieee_feedback_topic",
      "title": "Feedback - IEEE Technology Navigator",
      "source_type": "professional_technical_reference",
      "quality_tier": "B",
      "access": "public",
      "url": "https://technav.ieee.org/topic/feedback/",
      "date": "2026-08-09",
      "notes": "Technical overview distinguishing negative and positive feedback and describing their different effects. Used as an orientation source, not as the sole historical authority.",
      "creators": [
        "IEEE Technology Navigator"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "IEEE",
      "licence": "site_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_grammar_presentation_2022",
      "title": "The Grammar of Systems - SCiO presentation",
      "source_type": "presentation",
      "quality_tier": "C",
      "access": "public",
      "url": "https://www.systemspractice.org/resources/grammar-systems",
      "date": "2022-03-21",
      "notes": "Lists 33 systems laws and principles and describes nine patterns of thinking.",
      "creators": [
        "Patrick Hoverstadt"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "SCiO",
      "licence": "site_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked",
      "last_checked": "2026-08-10",
      "public_link_status": "public_link"
    },
    {
      "id": "src_grammar_2ed_2025",
      "title": "The Grammar of Systems II: From Order to Chaos and Back Again, 2nd edition",
      "source_type": "book",
      "quality_tier": "B",
      "access": "public_metadata",
      "url": "https://www.systemspractice.org/resources/grammar-systems-ii-order-chaos-back-again-2nd-ed",
      "date": "2025-08-01",
      "notes": "Current second-edition metadata. The book presents nine systems-thinking patterns and 33 systems laws and principles.",
      "creators": [
        "Patrick Hoverstadt"
      ],
      "doi": "",
      "isbn": "979-8298960878",
      "publisher": "SCiO",
      "licence": "publisher_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked",
      "last_checked": "2026-08-10",
      "public_link_status": "public_link"
    },
    {
      "id": "src_salah_grammar_part1_2022",
      "title": "Cybersecurity Lessons from The Grammar of Systems, part 1",
      "source_type": "public_secondary_summary",
      "quality_tier": "C",
      "access": "public",
      "url": "https://www.linkedin.com/pulse/cybersecurity-lessons-from-grammar-systems-order-chaos-osama-salah/",
      "date": "2022-05-16",
      "notes": "Public secondary summary of Grammar of Systems items 1–11. Used as an accessible orientation aid; the book remains the controlling source.",
      "creators": [
        "Osama Salah"
      ],
      "publisher": "LinkedIn",
      "licence": "publisher_terms",
      "review_status": "checked",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_salah_grammar_part2_2022",
      "title": "Cybersecurity Lessons from The Grammar of Systems, part 2",
      "source_type": "public_secondary_summary",
      "quality_tier": "C",
      "access": "public",
      "url": "https://www.linkedin.com/pulse/cybersecurity-lessons-from-grammar-systems-order-chaos-osama-salah-1f",
      "date": "2022-05-23",
      "notes": "Public secondary summary of Grammar of Systems items 12–22. Used as an accessible orientation aid; the book remains the controlling source.",
      "creators": [
        "Osama Salah"
      ],
      "publisher": "LinkedIn",
      "licence": "publisher_terms",
      "review_status": "checked",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_salah_grammar_part3_2022",
      "title": "Cybersecurity Lessons from The Grammar of Systems, part 3",
      "source_type": "public_secondary_summary",
      "quality_tier": "C",
      "access": "public",
      "url": "https://www.linkedin.com/pulse/cybersecurity-lessons-from-grammar-systems-order-chaos-osama-salah-2f",
      "date": "2022-06-01",
      "notes": "Public secondary summary of Grammar of Systems items 23–33. Used as an accessible orientation aid; the book remains the controlling source.",
      "creators": [
        "Osama Salah"
      ],
      "publisher": "LinkedIn",
      "licence": "publisher_terms",
      "review_status": "checked",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_unfix_32_key_concepts_2024",
      "title": "32 Key Concepts in Systems Thinking and Complexity Theory",
      "source_type": "first_party_synthesis",
      "quality_tier": "B",
      "access": "public",
      "url": "https://unfix.com/blog/32-key-concepts",
      "date": "2024-07-15",
      "notes": "Jurgen Appelo's unFIX synthesis of 32 concepts. The page states that the list and prevalence scores were generated with several large language models and checked against the author's experience; it is a useful comparator, not a neutral or exhaustive canon.",
      "creators": [
        "Jurgen Appelo"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "unFIX",
      "licence": "source terms unless otherwise stated",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked",
      "last_checked": "2026-08-19",
      "public_link_status": "public_link"
    },
    {
      "id": "src_system_dynamics_society_definition",
      "title": "Study of System Dynamics",
      "source_type": "professional_society_method_guide",
      "quality_tier": "B",
      "access": "public",
      "url": "https://systemdynamics.org/what-is-system-dynamics-old/",
      "date": "",
      "notes": "Society guide defining models through stocks, flows and endogenous causal feedback structure, with a literature trail to Richardson, Sterman and group model building. Used for method structure, not proof of efficacy.",
      "creators": [
        "System Dynamics Society"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "System Dynamics Society",
      "licence": "source_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked_method_guide",
      "last_checked": "2026-08-14",
      "public_link_status": "public_link"
    },
    {
      "id": "src_asc_cybernetics_history",
      "title": "Foundations: A Brief History of Cybernetics",
      "source_type": "professional_society_history",
      "quality_tier": "B",
      "access": "public",
      "url": "https://asc-cybernetics.org/foundations/history.htm",
      "date": "",
      "notes": "ASC institutional history with explicit caveats about multiple, contested histories. Used to locate feedback and circularity within a historical account, not to settle priority or a neutral canon.",
      "creators": [
        "American Society for Cybernetics"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "American Society for Cybernetics",
      "licence": "source_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "checked_internal_history",
      "last_checked": "2026-08-14",
      "public_link_status": "public_link"
    },
    {
      "id": "src_ieee_feedforward_topic",
      "title": "Feedforward systems - IEEE Technology Navigator",
      "source_type": "professional_technical_reference",
      "quality_tier": "B",
      "access": "public",
      "url": "https://technav.ieee.org/topic/feedforward-systems/",
      "date": "2026-08-09",
      "notes": "Technical overview of feedforward architectures, anticipatory disturbance response and dependence on models or disturbance measurement.",
      "creators": [
        "IEEE Technology Navigator"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "IEEE",
      "licence": "site_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_metaphorum_vsm_2026",
      "title": "Viable System Model - The VSM in 1000 words",
      "source_type": "professional_community_explainer",
      "quality_tier": "C",
      "access": "public",
      "url": "https://metaphorum.org/staffords-work/viable-system-model",
      "date": "2026-08-09",
      "notes": "Metaphorum explainer identifying Ashby's requisite variety, Wiener's cybernetics and the mathematics of recursive systems among the VSM's theoretical bases. Used as a public bridge source pending exact primary-book locators.",
      "creators": [
        "Metaphorum"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "Metaphorum",
      "licence": "site_terms",
      "archived_url": "",
      "content_hash": "",
      "review_status": "research_pass_needs_editor",
      "last_checked": "2026-08-09",
      "public_link_status": "public_link"
    },
    {
      "id": "src_taylor_better_conversations_2025",
      "title": "Better conversations for better realities: learning loops to break the devil's bargain",
      "source_type": "public_teaching_material",
      "quality_tier": "C",
      "access": "public",
      "url": "https://antlerboy.com/library/files/talks/better-conversations-for-better-realities.pdf",
      "date": "2025-07-01",
      "notes": "Public author teaching deck connecting multiple worlds, whole-system planning, the ladder of inference and reinforcing feedback. Public PDF linked on 2026-09-19; the earlier unpublished access description is superseded.",
      "creators": [
        "Benjamin P Taylor"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "Benjamin P Taylor public work library",
      "licence": "not_publicly_licensed",
      "archived_url": "",
      "content_hash": "",
      "review_status": "public_file_identity_checked",
      "last_checked": "2026-09-19",
      "public_link_status": "public_link"
    },
    {
      "id": "src_scio_cf_resources_2022",
      "title": "SCiO CF Resources v9 draft",
      "source_type": "professional_framework_resource_guide",
      "quality_tier": "C",
      "access": "no_public_link",
      "url": "",
      "date": "2022-09-15",
      "notes": "SCiO internal competency-resource draft; no public link. Public SCiO accreditation pages are linked separately where possible.",
      "creators": [
        "SCiO"
      ],
      "doi": "",
      "isbn": "",
      "publisher": "",
      "licence": "",
      "archived_url": "",
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      "last_checked": "2026-08-09",
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    {
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      "date": "2026-09-19",
      "notes": "Public Antlerboy manifest. PDF text indexed; located concept terms, not a full scholarly review. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "date": "2026-09-19",
      "notes": "Public Antlerboy manifest. PDF text indexed; located concept terms, not a full scholarly review. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "David Hannah",
        "Leyland F. Pitt",
        "Jane M. McCarthy"
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "L. Alberto Franco",
        "Keith Grint",
        "Barton Friedland"
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      "licence": "source terms unless otherwise stated",
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    {
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "Alejandro Salado"
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      "access": "public",
      "url": "https://doi.org/10.1007/978-1-84882-809-4",
      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
      "creators": [],
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      "isbn": "",
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      "licence": "source terms unless otherwise stated",
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      "url": "https://doi.org/10.15388/Problemos.98.13",
      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "licence": "source terms unless otherwise stated",
      "archived_url": "",
      "content_hash": "",
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      "quality_tier": "C",
      "access": "public",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "David Wastell",
        "Suzanne Smith",
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        "Emilie Whitaker",
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        "Russell Mannion",
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      "isbn": "",
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      "licence": "source terms unless otherwise stated",
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      "content_hash": "",
      "review_status": "located_public_record",
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      "access": "public",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "Ruth E. Baker",
        "Philip K. Maini"
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      "licence": "source terms unless otherwise stated",
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      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "Eva Pomeroy",
        "Megan Seneque",
        "Otto Scharmer"
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      "licence": "source terms unless otherwise stated",
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      "content_hash": "",
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    {
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      "url": "https://doi.org/10.38140/aa.v56i2.8974",
      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
      "creators": [
        "Emma Hay"
      ],
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      "publisher": "University of the Free State",
      "licence": "source terms unless otherwise stated",
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      "content_hash": "",
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    {
      "id": "src_sp26_f06c847f82eb7786",
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      "quality_tier": "C",
      "access": "public",
      "url": "https://doi.org/10.4324/9781003320852-13",
      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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      "publisher": "Routledge",
      "licence": "source terms unless otherwise stated",
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      "content_hash": "",
      "review_status": "located_public_record",
      "last_checked": "2026-09-19",
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      "access": "public",
      "url": "https://doi.org/10.1007/978-3-642-19109-1_2",
      "date": "2026-09-19",
      "notes": "Opening title and DOI; Crossref publisher metadata. Bibliographic identity matched; source text indexed. Identity and located teaching relationships are separated from automatic title matches and exact text mentions. A term appearing in a source is not proof of its definition, endorsement, influence, or logical dependence.",
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        "Alfonso Reyes"
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      "publisher": "Springer Berlin Heidelberg",
      "licence": "source terms unless otherwise stated",
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      "content_hash": "",
      "review_status": "located_public_record",
      "last_checked": "2026-09-19",
      "public_link_status": "public_link",
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    },
    {
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      "title": "Ashby Laboratory",
      "source_type": "public_source",
      "quality_tier": "B",
      "access": "public",
      "url": "https://ashby-laboratory.benjaming98765.chatgpt.site/",
      "date": "2026",
      "notes": "An independent interactive learning resource adapting concepts from W. Ross Ashby's An Introduction to Cybernetics (1956). Authorship of the original book belongs to Ashby; the modern exercises are adaptations. 56 exercises across chapters 3–6 and 45 glossary entries. Public content.js, app.js and engine.js inspected; full interactive correctness and accessibility testing are not claimed.",
      "creators": [],
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      "publisher": "Ashby Laboratory",
      "licence": "source terms unless otherwise stated",
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      "source_locator": "Public chapter collections and exercise names in content.js; app.js navigation and engine.js inspected"
    },
    {
      "id": "src_u34_42_delay",
      "title": "The Equilibrium of Delay",
      "source_type": "public_source",
      "quality_tier": "B",
      "access": "public",
      "url": "https://42systemicreview.org/papers/the-equilibrium-of-delay",
      "date": "2026",
      "notes": "The review interprets Playford’s capital-works backlog through accumulated commitments, a planning/design constraint, and delayed work consuming delivery attention. Its proposed mechanism and capacity claims need comparison with the cited council evidence.",
      "creators": [],
      "doi": "",
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      "publisher": "Original author or publisher",
      "licence": "source terms unless otherwise stated",
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      "source_locator": "Executive Summary; Findings; System Framing and Method"
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    {
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      "title": "Neighbourhood Health and Care: Building the System Before the Structure",
      "source_type": "public_source",
      "quality_tier": "B",
      "access": "public",
      "url": "https://42systemicreview.org/papers/neighbourhood-health-and-care",
      "date": "2026",
      "notes": "The review treats neighbourhood working as the formation of a viable system across established organisations. It examines autonomy, coordination, and stabilising organisational feedback; its policy and causal claims remain attributed to the paper.",
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      "licence": "source terms unless otherwise stated",
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      "title": "Where are the systems in systems leadership?",
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