Library / First Principles Framework (FPF) - Core Conceptual Specification
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E.4.DPF.DA:5.1 - Whole-account calibration: missing condition, false relation, and expert recovery

A constructed observation-planning profile offers three contributions: P observes current representative performance, U examines adaptation to unfamiliar work, and D examines delayed performance under recorded practice and support conditions. They answer different questions. A qualified earlier observation may supply an input to another question, but the three contributions are not mandatory stages.

The promised first use is to select a supported observation set under the actual common resource condition, explain how the contributions relate, and find a direct return for a narrower question. Each activity requires seven observer-hours that cannot be shared. Individual and pair feasibility is stipulated. The task denominator comes from that promised planning result, including the common resource limit; it is not the list of headings in the profile account.

Three accounts present the same substantive headings and direct source returns. A is compact but omits the common resource limit. B supplies the eighteen-hour limit and explains its whole-combination consequence. C is more expansive but retains A’s omission. The useful comparison concerns what the reader can decide from the available account.

Account conditionSupported first resultWhat the evaluator learns
A or C: the common limit is absentAll three require 21 hours, but the reader must obtain the missing common condition before promising them. Individual or narrower uses remain available on their own qualified basis.The account supports an honest gap and direct entry, not its stronger promised whole-set planning result. Requesting the absent fact is a correct reader response. More prose has not supplied it.
B: eighteen hours and the joint consequence are suppliedA task-relevant pair requires 14 hours and leaves four; all three require three additional hours. No preferred pair follows without the receiving evidence question.A concise account can supply the complete relation needed here. Its precise public returns are useful inherited support, not automatically missing explanation.
Changed condition: thirteen hours, with no sharingAt most one seven-hour activity fits, leaving six. A pair needs one more hour; all three need eight more. Earlier meanings and compatible performance evidence remain, but earlier pair feasibility does not establish current feasibility.A meaningful change tests whether the reader can revise the whole-set consequence while preserving unaffected contributions and evidence.

In preserved prepared-agent responses, separate cold readers of A, B, and C returned these first and changed-condition results without an intervening corrective hint. They contributed arithmetic and ordinary logic from their own preparation and found the public source returns. A/C readers did not fail to understand a supplied relation: the decisive common fact was absent. The bounded result therefore supports the omission diagnosis, useful direct entries, and changed-condition planning. It supplies no human learning, reading-time, or cognitive-load comparison.

A separate contrast holds the facts fixed: eighteen available hours, seven non-shareable hours per activity, and individual and pair feasibility. Two defective accounts now state that feasible pairs suffice to promise all three. This is a false relation rather than a missing fact. The adequate B account stays unchanged.

Fresh prepared readers rejected the false conclusion and returned 21 > 18 and 14 ≤ 18, explicitly supplying the correcting inference from prior knowledge. Their numerical answers match the adequate-account reader’s answer, but the material contributions differ: B supplies the valid whole-set relation; the defective accounts supply a relation their readers must correct. Inspecting the answer alone would hide that defect. The reader’s source-use explanation, checked against the actual account, makes it visible. This is expert recovery despite a false explanation, not evidence that the explanation is adequate for a less-prepared audience.

Use this calibration with the existing questions by value:

  • D2 asks whether the reader can reach the promised first result from the public account and its usable returns.
  • D7 asks whether the account changes the actual planning decision or yields the precise missing input or repair.
  • D8 asks what the changed condition and contrasting failures reveal within the tested breadth.
  • D12 asks whether the selected contributions really work together for the public promise, including common constraints and important omissions.

These are bounded diagnostic contributions, not a complete D1–D12 evaluation or a local package status. A complete evaluation still follows this pattern’s specification. The example neither adds a coordinate nor fixes a universal number of accounts, tasks, or readers. Its professional reference use requires a usable explanation of the combination; it does not require the framework to become an instructional course or depend on the particular domain profile used to illustrate it.