Résumé

A clinician submits a de-identified case and receives a structured review of diagnostic considerations, alternative explanations, missing information, and areas for further assessment. Follow-up information can update the review.

• Browser-based interface
• Python web service
• Asynchronous case analysis

Note: It offers ideas about where to look and possible connections. It does not diagnose, choose treatment, replace an interview, or make the clinician's decision.

A person can use a quick start or guided questions to shape a narrated English or Arabic session around their stated goal and preferences. Ready-made wellness audio, optional ambient sound, playback, and in-app offline saving broaden access.

• Next.js and TypeScript application
• Bilingual and right-to-left interface
• Narration and resilient playback

Note: The session structures are evidence-informed and adapted for general wellness. The product is complementary support, not medical or psychological treatment, diagnosis, a cure, or a replacement for professional care.

Adult users can find one-to-one connections through shared interests, join or create small groups, and continue through private messages, voice, or video. The interface includes blocking and reporting controls.

• Responsive real-time web application
• Interest and group discovery
• Messaging, voice, and video

Note: Research-informed design can create an opening for common ground and reciprocal conversation; it cannot guarantee compatibility, reduced loneliness, or a lasting friendship. Both people still need to reply, listen, and make an effort.

A person can import CSV or spreadsheet data, collect selected public data, inspect columns, receive guidance toward supported analyses, review assumptions and effect estimates, build charts or bounded dashboard summaries, and export material for review or reproduction. Optional AI can help interpret a question while supported calculations remain in the analysis engine.

• Local Python analysis engine
• Browser workbench with on-device methods
• Chart, dashboard, and reproducibility exports

Note: Local-first describes imported-data analysis, not every network action. The catalog is narrower than a full statistics package. Sampling, study design, data quality, interpretation, and expert judgment still matter. It is not universally better than SPSS or a replacement for a statistician or data scientist.