AI Prompts for Students

Help me with statistics and probability learning. Task: Choose a summary statistic after inspecting outliers and distribution. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with statistics and probability learning. Task: Build a probability tree that keeps conditional events distinct. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with statistics and probability learning. Task: Diagnose a student's confidence-interval interpretation using three counterexamples. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]; [reported interval and the student's own interpretation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with statistics and probability learning. Task: Compare an observational study with a randomized experiment. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with statistics and probability learning. Task: Create a sampling-bias checklist for a supplied survey. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with statistics and probability learning. Task: Diagnose confusion between independence and mutually exclusive events. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with statistics and probability learning. Task: Interpret a regression result without making causal claims. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with statistics and probability learning. Task: Construct a small contingency table and explain its denominators. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with statistics and probability learning. Task: Compare mean and median using a skewed example dataset. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with statistics and probability learning. Task: Compare statistical and practical significance using an effect-size decision table. My inputs: [dataset or scenario]; [course level]; [sampling method]; [question]; [test result effect size and practical decision threshold]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with introductory mechanics learning. Task: Draw a text-based free-body diagram with defined axes. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with introductory mechanics learning. Task: Compare distance and displacement using a supplied journey. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with introductory mechanics learning. Task: Build a kinematics solution choosing equations from known quantities. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with introductory mechanics learning. Task: Explain conservation of momentum with a before-and-after table. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with introductory mechanics learning. Task: Diagnose a force calculation that mixes mass and weight. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with introductory mechanics learning. Task: Interpret a velocity-time graph through slope and signed area. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with introductory mechanics learning. Task: Create an energy balance including stated losses and assumptions. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with introductory mechanics learning. Task: Compare static and kinetic friction in a practice scenario. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with introductory mechanics learning. Task: Check the dimensional consistency of a mechanics derivation. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with introductory mechanics learning. Task: Design a conceptual question separating centripetal force from extra force. My inputs: [problem statement]; [diagram description]; [known quantities with units]; [learner level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with waves and circuit theory learning. Task: Compare frequency wavelength and wave speed with consistent units. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with waves and circuit theory learning. Task: Explain series and parallel circuit relationships using a paper diagram. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with waves and circuit theory learning. Task: Diagnose an Ohm's-law substitution with inconsistent unit prefixes. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with waves and circuit theory learning. Task: Create an interference explanation distinguishing phase from amplitude. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with waves and circuit theory learning. Task: Build a lens-ray description identifying stated sign conventions. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with waves and circuit theory learning. Task: Compare electrical energy and power in a classroom calculation. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with waves and circuit theory learning. Task: Explain resonance using an analogy and its limitations. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with waves and circuit theory learning. Task: Create a sound-intensity exercise distinguishing linear and logarithmic scales. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with waves and circuit theory learning. Task: Check a classroom circuit calculation against charge conservation. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with waves and circuit theory learning. Task: Develop conceptual questions about reflection refraction and diffraction. My inputs: [class example]; [known values]; [textbook excerpt]; [course level]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with introductory chemistry learning. Task: Balance a chemical equation and show an atom-count check. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with introductory chemistry learning. Task: Build a mole-conversion pathway with units at every step. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with introductory chemistry learning. Task: Explain limiting reactants using a provided reaction dataset. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with introductory chemistry learning. Task: Compare ionic covalent and metallic bonding with qualified examples. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with introductory chemistry learning. Task: Diagnose confusion between concentration amount and solution volume. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with introductory chemistry learning. Task: Create a periodic-trend explanation that identifies exceptions. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with introductory chemistry learning. Task: Interpret a reaction-energy diagram without inventing measurements. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with introductory chemistry learning. Task: Practice naming compounds using the course's stated conventions. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with introductory chemistry learning. Task: Explain equilibrium shifts while distinguishing rates from concentrations. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with introductory chemistry learning. Task: Create a dilution calculation with an independent plausibility check. My inputs: [textbook problem]; [given chemical data]; [learner level]; [allowed reference table]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with biology learning. Task: Compare mitosis and meiosis using chromosome-count checkpoints. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with biology learning. Task: Explain enzyme activity with a labeled cause-and-effect outline. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with biology learning. Task: Build a genetics probability exercise with stated inheritance assumptions. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with biology learning. Task: Create a cell-organelle map linking structure and function. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with biology learning. Task: Trace matter and energy through photosynthesis and respiration. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with biology learning. Task: Diagnose an oversimplified explanation of natural selection. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with biology learning. Task: Compare negative and positive feedback using course examples. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with biology learning. Task: Create retrieval questions for a supplied biological process sequence. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with biology learning. Task: Distinguish a scientific model from the observations it explains. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with biology learning. Task: Interpret a biology graph without claiming unsupported mechanisms. My inputs: [course topic]; [textbook excerpt]; [learner level]; [learning objectives]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Support understanding and practice. Do not write a graded assessment for submission. Use hints where answers would replace my own learning. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.