resource model · L2ET Research Method Signal
Quantum computing claims should be checked against qubits, depth and error assumptions
A useful quantum computation discussion needs logical qubits, gate counts, error budget, circuit depth, shots and fault-tolerance assumptions.
confidence: high
action: review
score: 89
Quantum Computing, Frontier and Theoretical Physics
tools/quantum-circuit-resource-estimatorframeworks/quantum-computing-resource-model
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theory pattern · L2ET Research Method Signal
Effective theories should declare their scale separation and validity domain
A model using an effective expansion should state E over cutoff, operator suppression, loop pressure, known limits and observables that could break it.
confidence: high
action: apply
score: 88
Theoretical Physics, Frontier and Theoretical Physics
tools/qft-scale-lensframeworks/theoretical-physics-research-protocol
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validation pattern · L2ET Research Method Signal
Dimensional analysis is a low-cost falsification filter for theoretical models
Before numerical or symbolic complexity, proposed relations should satisfy unit balance, limiting cases and dimensionless-regime checks.
confidence: high
action: apply
score: 85
Theoretical Physics, Frontier and Theoretical Physics, Scientific AI
tools/dimensional-analysis-checkerframeworks/theoretical-physics-research-protocol
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peer review pattern · L2ET Research Method Signal
Speculative physics needs correspondence limits and falsifiable observables
A theory candidate becomes more serious when it recovers known physics, respects constraints, predicts observables and defines what would falsify it.
confidence: high
action: apply
score: 90
Theoretical Physics, Frontier and Theoretical Physics
tools/theory-hypothesis-falsification-matrixframeworks/theoretical-physics-research-protocol
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inference pattern · L2ET Research Method Signal
Astrophysical inference must track degeneracy, calibration and selection bias
Observational conclusions should separate signal strength, instrument calibration, model degeneracy, selection effects and independent confirmation.
confidence: high
action: apply
score: 88
Astrophysics, Frontier and Theoretical Physics
tools/astrophysics-inference-risk-mapframeworks/astrophysics-inference-model
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observation pattern · L2ET Research Method Signal
Observation planning benefits from explicit signal-to-noise and distance assumptions
Magnitude, aperture, exposure time, sky quality and redshift assumptions should be made visible before interpreting astronomical data quality.
confidence: high
action: review
score: 82
Astrophysics
tools/astrophysics-observation-plannerframeworks/astrophysics-inference-model
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regime pattern · L2ET Research Method Signal
Aerospace models should state Reynolds, Mach and Knudsen regimes
A model changes meaning across continuum, compressible, rarefied and turbulent regimes; regime classification should be explicit.
confidence: high
action: apply
score: 85
Aerospace Engineering, Frontier and Theoretical Physics
tools/fluid-regime-estimatorframeworks/aerospace-mission-assurance-model
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reproducibility pattern · L2ET Research Method Signal
Scientific AI credibility depends on reproducibility records
Data lineage, code availability, environment locking, seeds, uncertainty reporting and external validation determine how far a result can travel.
confidence: high
action: apply
score: 92
Scientific AI, Medical AI, Frontier and Theoretical Physics
tools/scientific-reproducibility-scorecardframeworks/scientific-reproducibility-model
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