{"query": "Reservoir computing — a fixed substrate, a trained readout", "count": 20, "results": [{"id": "card_tool_reservoir_computing", "title": "Reservoir computing — a fixed substrate, a trained readout; our use of it", "shelf": "codex", "surface": "secular", "snippet": "A reservoir computer never trains its dynamical system. A FIXED, random, high-dimensional substrate is driven by the input and only a LINEAR READOUT y = sum w_i x_i learns, by one closed-form regressi", "authority_tier": "engine_derived", "source": "Narrow Highway — the instruments", "readable": false, "generated": false}, {"id": "card_ncs_l5_allostatic_interoception", "title": "Predictive Allostatic Interoception", "shelf": "regulation", "surface": "secular", "snippet": "Level 5 of the Nested Control-Systems stack. The dashboard & feedback: the brain predicts bodily energy needs by interoceptive inference; the gut is a load READOUT, not primary causation — gut dysregu", "authority_tier": "reference", "source": "Barrett & Simmons (2015), Nat. Rev. Neurosci. 16:419; Stephan et al. (2023), Front. Hum. Neurosci. 16:1032319 (allostatic self-efficacy).", "readable": false, "generated": false}, {"id": "card_src_pron_readout", "title": "readout", "shelf": "pronunciation", "surface": "secular", "snippet": "readout: pronounced (ARPABET) R IY1 D AW2 T. From the CMU Pronouncing Dictionary — the standard machine-readable pronunciations of North American English.", "authority_tier": "reference", "source": "CMU Pronouncing Dictionary (cmudict) — BSD-2-Clause, Carnegie Mellon", "readable": false, "generated": false}, {"id": "card_src_word_read_out", "title": "read-out", "shelf": "dictionary", "surface": "secular", "snippet": "read-out: (noun) the output of a computer in readable form — syn: readout · (noun) the information displayed or recorded on an electronic device — syn: readout · (noun) an electronic device the displa", "authority_tier": "reference", "source": "WordNet 3.0, Princeton University (WordNet License)", "readable": false, "generated": false}, {"id": "card_src_word_readout", "title": "readout", "shelf": "dictionary", "surface": "secular", "snippet": "readout: (noun) the output of a computer in readable form — syn: read-out · (noun) the information displayed or recorded on an electronic device — syn: read-out · (noun) an electronic device the displ", "authority_tier": "reference", "source": "WordNet 3.0, Princeton University (WordNet License)", "readable": false, "generated": false}, {"id": "card_seal_c22bc450e98f7d8c8568a16714cd4b757c44ed0d851b970fd14e0ec619b1fd14", "title": "Receipt c22bc450e98f… — sealed: record", "shelf": "seals", "surface": "secular", "snippet": "{\n \"anchors\": [],\n \"axis_coords\": {\n  \"axis\": \"mathematics\",\n  \"dimensions\": [\n   \"reasoning\"\n  ]\n },\n \"gate_results\": [\n  {\n   \"details\": {\n    \"broken_at\": null,\n    \"confirmed_steps\": 1,\n    \"error", "authority_tier": "engine_derived", "source": "Narrow Highway engine — sealed record", "readable": false, "generated": false}, {"id": "card_theory_topological_quantum_computation", "title": "Topological quantum computation (non-Abelian / Fibonacci anyons)", "shelf": "theories", "surface": "secular", "snippet": "Topological quantum computation (non-Abelian / Fibonacci anyons) — an engine domain that can touch it: quantum_computing. Calibration: partial — specific relations verify; the theory as a whole is not", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (lone-domain seeding)", "readable": false, "generated": false}, {"id": "card_theory_carnot_efficiency", "title": "The Carnot limit (the ceiling on every engine ever built)", "shelf": "theories", "surface": "secular", "snippet": "The Carnot limit (the ceiling on every engine ever built) — an engine domain that can touch it: thermodynamics. Calibration: seals — the efficiency bound computes from two temperatures. No heat engine", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_theory_quantization", "title": "Quantization (why nature comes in whole units)", "shelf": "theories", "surface": "secular", "snippet": "Quantization (why nature comes in whole units) — an engine domain that can touch it: physics. Calibration: seals — energy levels, photon energies and charge multiples compute exactly. Certain physical", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_doctrine_reservoir_manifold", "title": "The reservoir and the manifold — value is in the routing layer, not the engine", "shelf": "doctrine", "surface": "secular", "snippet": "The most valuable asset in an energy system is not the fuel or the engine; it is the reservoir that stores a gradient and the manifold that routes that gradient to useful work.\n\nSource → Gradient → Re", "authority_tier": "author", "source": "an energy-systems architecture — Matt Harris", "readable": false, "generated": false}, {"id": "card_theory_biochemistry_enzymes", "title": "Biochemistry & enzymes (catalysis at body temperature)", "shelf": "theories", "surface": "secular", "snippet": "Biochemistry & enzymes (catalysis at body temperature) — an engine domain that can touch it: biology. Calibration: seals — reaction rates, Michaelis–Menten kinetics and energy budgets compute. An enzy", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_theory_quantum_error_correction", "title": "Quantum error correction & the threshold theorem", "shelf": "theories", "surface": "secular", "snippet": "Quantum error correction & the threshold theorem — an engine domain that can touch it: quantum_computing. Calibration: partial — specific relations verify; the theory as a whole is not a sealable comp", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (lone-domain seeding)", "readable": false, "generated": false}, {"id": "card_isbe_cistern_well_pool_aqueduct", "title": "ISBE: Cistern; Well; Pool; Aqueduct", "shelf": "encyclopedia", "surface": "witness", "snippet": "sis'-tern:\nUse of Terms\n1. General\n2. Wells or Cylindrical Cisterns\n3. Private Cisterns\n4. Public Cisterns\n5. Pools and Aqueducts\n6. Figurative Uses\nLITERATURE\nSeveral words are rendered by \"cistern,\"", "authority_tier": "reference", "source": "International Standard Bible Encyclopedia (1915), ed. James Orr — Public Domain (CrossWire SWORD module ISBE v2.2)", "readable": false, "generated": false}, {"id": "card_theory_quantum_gravity_problem", "title": "Spacetime & the quantum-gravity problem (where physics ends)", "shelf": "theories", "surface": "secular", "snippet": "Spacetime & the quantum-gravity problem (where physics ends) — an engine domain that can touch it: physics. Calibration: map-only — the Planck quantities compute, but there is no accepted theory here ", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_theory_celestial_mechanics_ephemeris_prediction", "title": "Celestial mechanics / ephemeris prediction", "shelf": "theories", "surface": "secular", "snippet": "Celestial mechanics / ephemeris prediction — an engine domain that can touch it: ephemeris. Calibration: seals — a deterministic verifier can CONFIRM or BREAK checkable claims drawn from it. Computing", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_theory_landauer", "title": "Landauer's principle (erasing information costs heat)", "shelf": "theories", "surface": "secular", "snippet": "Landauer's principle (erasing information costs heat) — an engine domain that can touch it: information_theory. Calibration: seals — the energy bound computes exactly. ERASING one bit must dissipate a", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_theory_dynamical_systems___deterministic_chaos", "title": "Dynamical systems & deterministic chaos", "shelf": "theories", "surface": "secular", "snippet": "Dynamical systems & deterministic chaos — an engine domain that can touch it: mathematics. Calibration: map-only — sensitivity is qualitative; specific trajectories compute. Deterministic rules whose ", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (docs/THEORY_CATALOG.md)", "readable": false, "generated": false}, {"id": "card_ci_gradient_manifold", "title": "The gradient manifold — one form across the planes", "shelf": "science", "surface": "secular", "snippet": "This form is already kept here as doctrine (see 'the reservoir and the manifold', from Matt Harris's energy-systems architecture): the enduring value in an energy system is the RESERVOIR that stores a", "authority_tier": "reference", "source": "Collective intelligence — measured natural systems, mapped to the engine", "readable": false, "generated": false}, {"id": "card_domchk_quantum_computing_claimed_normalized", "title": "Quantum Computing: normalized", "shelf": "quantum_computing", "surface": "secular", "snippet": "A worked check in quantum computing: normalized.\n\nGIVEN\n  amplitudes = [0.6, 0.8]\n  density_eigenvalues = [0.5, 0.5]\n  inner_product = 0.707\n  n_items = 64\n  qber = 0.09\n  qber_threshold = 0.11\n  shor", "authority_tier": "reference", "source": "The verifier's own documented relation, and a run this engine performed against it (deterministic; re-runnable with tools/domain_goldens.py)", "readable": false, "generated": false}, {"id": "card_theory_renormalization_group", "title": "The renormalization group (physics across scales)", "shelf": "theories", "surface": "secular", "snippet": "The renormalization group (physics across scales) — an engine domain that can touch it: physics. Calibration: partial — specific relations verify; the theory as a whole is not a sealable computation. ", "authority_tier": "reference", "source": "The Theory Assay — calibrated, not judged (lone-domain seeding)", "readable": false, "generated": false}], "house": {"door": "FIND", "kind": "cards", "trail": "results", "seal": null, "next_step": {"do": "open the top card", "door": "FIND", "tool": "card_get", "params": {"id": "card_tool_reservoir_computing"}}, "ends": "a verdict or a card · the trail · a seal · one next step"}}