Learn

Learning preferences

Make learning more comfortable. Changes apply immediately.

Enlarges page content, including diagrams and their labels. You can also use your browser’s zoom.

Choose the colours that are easiest for you to distinguish. Applies to lesson diagrams and lab plots. Labels, shapes, hatching and line patterns also distinguish meanings. Source photographs and raw image brightness stay unchanged; mask-only views are available for image overlays.

ExampleComparisonSample link

Saved in this browser on this device. Preferences are separate from progress backups.

SCIENCE · INVESTIGATE AND EXPLAIN

Test feedback stability without claiming a global ecosystem forecast

Feedback connects a change in a system to processes that influence later change. A restoring response can damp a disturbance, while reinforcing feedback can amplify it. The observed outcome depends on response strength, delays, interactions and the time step, not merely whether a verbal feedback label sounds negative or positive.

Learning outcome: Compare multipliers−0.5 and−1.5 through steps 0 to 5. Retain the sign and magnitude separately and explain where a local approximation should stop being trusted.

Starting recap

Define the system, measured quantity, comparison and scale before interpreting a result. Use algebraic balances and supplied models; no prior calculus or fieldwork is assumed.

All lessons are open directly. Your saved experiments remain when you leave and return.

Try

Starting delta 1 with lambda 0.5 gives 0.5, 0.25, 0.125 over three steps. Lambda−0.5 gives−0.5, +0.25, −0.125. Both decay in magnitude; lambda−1.5 instead gives−1.5, +2.25, −3.375.

Open the experiment

Predict

Can alternating signs coexist with stable local recovery?

Experiment

Compare multipliers−0.5 and−1.5 through steps 0 to 5. Retain the sign and magnitude separately and explain where a local approximation should stop being trusted.

Test a local feedback approximation

Worked teaching model · synthetic values · Small signed displacement starts 1 from a reference state 100. Linear local recurrence δnext=λδ; output state 100+δ. |λ|<1 is local decay, negative λ alternation. Not a globally valid population, ecosystem tipping-point or fitted time-series model.

Reset keeps your prediction, captures and practice history.

Original synthetic system; units differ by row
QuantityValueUnit
Initial displacement1state units
Current displacement0.125state units
Reference plus displacement100.125state units
Absolute local multiplier0.5ratio

Displacements decay in this local linear approximation.

Negative multipliers alternate the sign of deviations. A restoring tendency alone does not guarantee stable discrete dynamics; overcorrection can amplify deviations. Real nonlinear boundaries and delays are omitted.

Predict, change one control, and save contrasting captures. Reconstruct the balance with units; then explain a process the ledger deliberately leaves out. Display precision is not measurement precision.

Displacements decay in this local linear approximation.

Negative multipliers alternate the sign of deviations. A restoring tendency alone does not guarantee stable discrete dynamics; overcorrection can amplify deviations. Real nonlinear boundaries and delays are omitted.

Captures preserve recipes and replay their calculated results. They are synthetic model evidence, not physical measurements.

Understand

Frame the environmental question

Feedback connects a change in a system to processes that influence later change. A restoring response can damp a disturbance, while reinforcing feedback can amplify it. The observed outcome depends on response strength, delays, interactions and the time step, not merely whether a verbal feedback label sounds negative or positive.

Build the measurement or system model

Near a reference state, a nonlinear update may be approximated by a linear multiplier for a small displacement. The supplied recurrence is delta-next=lambda times delta. Delta is signed distance from the reference, not a negative population. The actual displayed state is 100 plus delta, and the model is intended only for local reasoning.

Work at the right scale

If the multiplier magnitude is below one, the displacement shrinks. A positive multiplier approaches from the same side; a negative multiplier alternates sides. At magnitude one it does not decay in this ideal recurrence. Above one, the displacement grows while the approximation remains applicable.

Challenge the inference

Overcorrection illustrates why a restoring direction need not guarantee stable discrete dynamics. A multiplier−1.5 flips the sign and magnifies the deviation each step. A real ecosystem may then encounter nonlinear constraints or other processes; extrapolating the local formula indefinitely would be unjustified.

Design a defensible comparison

To evaluate a real feedback claim, identify the measured state, update interval and proposed mechanism, then compare multiple small perturbations and their recovery. A fitted correlation between consecutive observations could reflect external forcing or measurement noise rather than the named ecological feedback. The control here is a stipulated multiplier, not a fitted parameter.

Worked original packet

Starting delta 1 with lambda 0.5 gives 0.5, 0.25, 0.125 over three steps. Lambda−0.5 gives−0.5, +0.25, −0.125. Both decay in magnitude; lambda−1.5 instead gives−1.5, +2.25, −3.375.

Investigation

Compare multipliers−0.5 and−1.5 through steps 0 to 5. Retain the sign and magnitude separately and explain where a local approximation should stop being trusted.

Changed-case transfer

For lambda 0.8 and initial displacement 2, what is the displacement after three steps? What changes for lambda−0.8?

Feedback

2×0.8³=1.024. With−0.8 it is−1.024 after three steps. Both magnitudes shrink; the sign differs. These supplied cases extend the arithmetic, not a real forecast.

Sources and evidence boundary

Original instructional prose, values and exercises. Factual context checked 30 October 2026: primary teaching or agency source. These are synthetic computational comparisons, not measured field data, verified mastery or authorization for physical intervention. Retain your prediction, assumptions and source of each observation.

Apply

Which multiplier produces decaying alternating displacements?

Public practice checks a specific claim. It does not establish independent mastery.

For lambda 0.8 and initial displacement 2, what is the displacement after three steps? What changes for lambda−0.8?

Continue

Completion requires a saved prediction, at least one capture and a reflection. Presence checks do not grade your reasoning.

Skipping retains experiments and awards no mastery.

Save a science backup or import one

Science work is stored locally in this browser, separately from mathematics and AI. It does not sync automatically. Use this science-only backup; this checkout's older all-subject export does not include science.

A legacy file is available only when the complete snapshot fits the 36 MB limit. For larger snapshots, prepare a complete file set below; never discard notebooks to make a smaller file.

Matching imported notebook drafts replace their current drafts. Omitted lessons and known first attempts remain. Export your current work first if you want to retain both drafts.

Complete file sets and course backups

A file set can hold more work than one science file. Keep its manifest and every part together. Each file is limited to 36 MB. This format needs this version of LearnAI or a compatible newer version; older versions can use only the legacy single-file backup above.

The set includes every saved science course and global continuation at this moment. Later edits need a new export. A conflicting tab exports its own visible work, which may differ from saved work in another tab.

0 file(s) selected. File order and filenames do not determine identity. Missing, changed or conflicting parts block the entire restore; no good part is applied by itself.

Science storage: loading. No account or remote computation is required.