Test whether topics reviewed for one path reduce the work needed for later paths. For successive targets, record existing topics reused, new topics added, review hours, model use and corrections found in reused material. Include maintenance and coordination in the comparison. Reuse helps only when the earlier material fits the new group and task. Costs may stay high when domains overlap little or older explanations need substantial repair. Count avoided work and observed quality together, rather than treating a growing node count as an economic advantage.

Test Whether Reuse Lowers the Cost of Later Paths

NSF I-Corps describes customer-discovery conversations to evaluate commercial potential. For 1Cademy, first identify the workflow, buyer, payer, current alternative and purchasing conditions. Our proposed next step is a bounded paid pilot compared with that alternative, including capable AI tools and appropriate expert help, on comparable material and time allowances. Measure users’ explanations, evidence behind their checks, decision changes, and total preparation, review and maintenance effort. Agree beforehand what would justify continuing, changing or stopping. Report observed benefits, harms and uncertainty; failure to detect a difference does not establish equal performance. Interpret a small pilot in light of its design and precision. Record payment and renewal separately from learning or checking benefits.

Test a Paid Pilot Against the Buyer’s Current Alternative

Agree on the target material and the group’s starting knowledge before estimating a delivery. Identify the concepts needed to understand and check that material. Where earlier topics are missing, work backward from inspected sources until the path reaches suitable existing foundations. Review the links and unresolved gaps, rather than relying on matching titles. Record what one target required in new topics, review time and model use. If the necessary work is too large, narrow the pilot before promising a price or deadline.

Keep two things distinct when planning the offer. The shared graph contains reusable topics, sources, prerequisite links and review histories. A customer path would select relevant topics for one group’s work and starting knowledge. Missing prerequisites could be added through ordinary proposals and review. This lets us investigate bounded delivery without rebuilding whole fields or creating disconnected foundations. Earlier acceptance is a record to inspect, not proof that a reused topic is correct or suitable for this task.

Separate Shared Knowledge from a Customer’s Learning Path

For a customer path, name four roles separately. Users follow it. The buyer decides whether to adopt or purchase it. The payer supplies the money, perhaps from a department, sponsor or grant. Reviewers examine proposed content and links; specify who supplies and pays for their time. One person may hold several roles. Ask each role about its own needs and constraints. Record purchasing and renewal commitments separately from users’ interest and from evidence that users learned or reviewers checked correctly.

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