Audit which ProsperPath cases can support a defensible 15-30 item decision-situation set
Tighten the pilot scoring rubric so context completeness, traceability, missing-information awareness, and decision usefulness are less overlapping
Define the exact inclusion and exclusion rules for the next experiment round before writing any results section
Finalize problem definition
Refine target contribution framing
Collect 15-20 core references
Write reading notes for priority papers
Define graph schema
Define signal categories
Define evaluation setup
Expand the source base on SME owner-manager decision pain points beyond AI-adoption reviews
Clarify whether the target concept should be framed as scenario memory, episodic business memory, workflow memory, case memory, or decision traceability
Find stronger enterprise or BPM literature on context reconstruction, event logs, and decision traceability for business decisions
Collect stronger empirical studies on informal SME decision processes, timely information access, and fragmented decision inputs
Validate the closest established terms for scenario-level business context, especially episodic memory, workflow memory, case-based reasoning, and decision traceability
Choose the narrowest defensible positioning: readiness gap, traceability gap, or episode-level context reconstruction gap
Refine the review-analysis article into a citation-tight related-work narrative with a final source audit
Draft introduction
Draft related work
Draft method skeleton
Convert the Method section into a citation-backed architecture narrative by mapping each design block to either implementation evidence (prosperpath) or formal literature support
Compress the Section 4 evaluation-design notes into a paper-ready experiments section after the next 15-30 case round is defined
Turn experiments/decision_episode_targeted_retest_results.md into a narrow paper subsection on targeted stress-test superiority versus combined_rrf
Decide whether the full regression table belongs in the main text or appendix, since it does not show universal DecisionEpisode superiority
Decide how manuscript/05_experiments/01-03 should map into the final Section 5 assembly and whether the full regression table should move to an appendix-style note
Add a citation-tight pass and export-ready assembly for manuscript/sections/short_paper_conference.md
Add a second-rater or structured follow-up validation plan for the short-paper scoring rubric, especially for over-filtering and omitted-constraint cases