MoodSpan

Source support, refusal discipline, and visible limits.

A focused packet for reviewers: what this research prototype with strict source-support gates does, how answers are checked, where quality is measured, and what remains unresolved.

0.0%

Strict unsupported

1.0%

Refusals

0.0%

Broad flags

0.0%

Strict unsupported

0 / 100 visible unsupported rows; 0 generation-error sentinels

1.0%

Refusals

1 / 100 eval rows

0.0%

Broad flags

0 / 100 eval rows

Hybrid

Corpus path

0 tracked files; curated set of N articles

Operating model

Four controls make the demo worth showing.

The system is strongest when it shows both capability and constraint. The brief keeps those two facts visible at the same time.

Evidence Retrieval

Queries are rewritten into clinical search intent, matched through hybrid retrieval, and ranked before an answer is drafted.

Grounded Response Contract

The response path checks retrieval confidence, citation coverage, and unsupported clinical claims before the answer is released.

Founder Observability

Admin surfaces track weak traces, groundedness failures, low-confidence retrieval, and release-risk buckets.

Public Safety Boundary

Every clinical surface keeps education separate from diagnosis, treatment decisions, and emergency care.

Demo sequence

A short path through the product without sales copy.

  1. 1

    Start with the brief to establish scope and quality controls.

  2. 2

    Open the live runner to show streaming events, retrieval metadata, citations, and response boundaries.

  3. 3

    Use a hard differential query, then inspect the sources and caveats.

  4. 4

    Finish on the research page for metrics, architecture, and benchmark limitations.

Ready for review, not final medical authority.

The useful story is the engineering discipline: sources, uncertainty, quality gates, and clear limits.