Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 16:02:47 UTC · snapshot created 2026-10-03 16:03:51 UTC · last check 2026-10-03 16:40:20 UTC

F.1:11 - SoTA-Echoing

Practice questionBest-known lineSerious alternative or defaultDefect overcome and F.1 mutationSource roles and limitsReopen condition
How should a small source cut remain question-led while exposing decisive heterogeneous rivals and limits?Critical interpretive synthesis is the best-known-line candidate for this bounded comparison because it begins from a compass question, uses purposive iterative selection, critiques assumptions, and can synthesize heterogeneous evidence. Perlman, Ben-Sheleg, and Ellen’s 2026 scoping review makes the method’s recurring phases, variation, and gaps inspectable.Protocol-first systematic-review reporting and one-canon selection are the serious defaults. PRISMA and PRISMA-S are retained only as an official/popular comparator when a protocol-defined review is actually required.Fixed eligibility and reporting can preserve search history without deciding which conceptual claim changes the answer; one-canon selection hides rivals and transfer failure. Adapt: F.1 uses a stated question, inspected roles, iterative reopen, explicit gaps, and a separate F.0.2 synthesis boundary. Reject: a saturation claim, health-domain appraisal rules, and an exhaustive protocol for every bounded question.Perlman, Ben-Sheleg, and Ellen, Making sense of conducting a critical interpretive synthesis: A scoping review (2026), is the current critical synthesis; PRISMA/PRISMA-S are the explicit protocol comparator; purposive-sampling studies support the variation problem but set no FPF quota.Reopen if a stronger current source-selection synthesis offers a cheaper method that exposes the same action-changing rivals, counterexamples, limits, and gaps.
How may search automation reduce effort without deciding the source cut?Transparent active-learning screening is the best-known-line candidate for prioritizing inspection in a large candidate set when its corpus, model, and stopping interpretation remain recoverable.Ranking, similarity, citation count, or an LLM answer used directly as the membership gate is the serious default.The default converts an attention proxy into relevance, truth, or completeness. Adapt: F.1:4.4, invariants, self-checks, and regression checks let search readings order inspection but require the underlying claim before membership changes.van de Schoot et al., An open source machine learning framework for efficient and transparent systematic reviews (2021), supplies an efficient transparent-screening branch, not evidence that a retained source is relevant or sufficient. Search-tool documentation and latest-model status are identity/currentness only.Reopen if a current method demonstrates lower inspection effort while preserving claim-level membership decisions and explicit omission risk.
How should finding adapt to a revised question and stop with enough material for its next use?Adopt exploratory, source-led search and adapt it with an explicit comparison of the material still needed by the receiving use. In :5.10 this directs the next search to the missing preparation condition and then permits a sufficient stop.Developed berrypicking already changes the information need, follows references and changes techniques. A sufficient direct lookup remains preferable to further exploration.Changing terms or documents can leave a necessary contribution unrepresented. Adopt: evolving inquiry and varied routes. Construct: the connection from their results to :4.4.1’s revised question, :4.4.4’s remaining contribution and :4.4.5’s bounded return to selection or subject work. The deliberate cost is this local comparison; no extra search is required when the material is sufficient.Bates, The Design of Browsing and Berrypicking Techniques (1989), §§II–IV, is the developed historical comparator. BRIGHT-PRO (2026), §6.3, supplies contemporary failure evidence: repeated evidence, neglect of a required aspect and continued search after sufficient retrieval in its evaluated agent setting. Neither source establishes an FPF retrieval advantage or a universal stopping rule.Reopen when the contribution comparison misses a needed aspect, imposes effort without changing the return, or a stronger method supplies the same bounded result more affordably.

Choose the cheapest attainable route that supplies the needed material and its consequential limits. Source selection still leaves synthesis and assurance to their own methods.