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SQA Cockpit
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The contract
kai’s promise: store what matters and recall it on demand — surface the right memory for the ask, ranked, with no relevant memory missed.
The claim SQA tests: The jobs the metaintro-chat search engine returned, in the chat thread, are relevant to what the user asked for. (claim C0).
This run tested the system against its contract, clause by clause. A single run can only witness some clauses; the rest stay UNKNOWN — never a faked pass.
1 pass · 0 fail · 7 unknown
  • C0 MUST
    Headline promise
    relevancy score = 67/100 (pass-band ≥ 60)
    PASS
  • C1 MUST
    User can sign in
    no 'login' step in this run
    UNKNOWN
  • C2 MUST
    User can open a new thread
    no 'open-thread' step in this run
    UNKNOWN
  • C3 SHOULD
    Onboarding gate completes
    no 'onboarding' step in this run
    UNKNOWN
  • C4 SHOULD
    Filters from onboarding don't bias the query
    no 'clear-filters' step in this run
    UNKNOWN
  • C5 MUST
    User-typed query is what the engine sees
    no 'submit-query' step in this run
    UNKNOWN
  • C10 SHOULD
    Score holds across reruns
    needs a sweep — a single run cannot witness this clause — needs a sweep
    UNKNOWN
  • C12 MAY
    Run completes within budget
    needs a sweep — a single run cannot witness this clause — needs a sweep
    UNKNOWN
TL;DR · 30-second primer
  • ·KAI (SUT) ran 1 run on profile longmem-phase-a.
  • ·Result: Memory Recall Index 67/100. Partial recall— see “Why this verdict” (each gap maps to a claim in the Contract).

1 ·THE VERDICT

the answer in one number
30-day MRI history
KAI · MEMORY RECALL · RUN #19

Partial recall.

Run #19 of kai on profile longmem-phase-a for the query "MRI sweep — memory-recall". Memory Recall Index 67/100.

Verdict FAIL: C1 Recall dropped to 0.68 on multi-hop queries — chains broke.

AI synthesis · openai/gpt-4o-mini

The system did not perform its job effectively, resulting in a failure with a Memory Recall Index (MRI) score of 67 out of 100. The primary issue was that recall dropped to 0.68 on multi-hop queries, indicating that the chains of information broke down. Additionally, there was a warning regarding abstention precision, as the system answered questions when it should have declined. Overall, the performance was inadequate, leading to a failed outcome.

2 ·WHY THIS VERDICT

ranked by severity
HARD

Recall dropped to 0.68 on multi-hop queries — chains broke

Expected
Multi-hop recall@10 ≥ 0.78
Observed
Multi-hop recall@10 collapsed to 0.54; the reranker rescore change pruned bridge documents before the second hop could resolve
Why it matters
Broken chains mean kai silently answers from a single document instead of synthesizing across the decision → supersession → session graph. Per VALUE.md, kai must never silently fill the gap with lower-level recall.
Recommended action· 2 sprints
Revert reranker rescore weight; raise prefetch K to 80 for multi-hop intents; gate the change behind the Phase-A benchmark.
✓ verifiedjudge: recall@k + multi-hop + rerank
SOFT

Abstention precision fell — kai answered when it should have declined

Expected
Abstention precision ≥ 0.80 on out-of-corpus queries
Observed
Precision = 0.66; kai confabulated on 1-in-3 out-of-corpus probes
Why it matters
A memory layer that answers when it shouldn't is worse than one that abstains — confident wrong recall poisons downstream agents.
Recommended action· 1 sprint
Restore the top-score < 0.5 abstention gate that the rescore change bypassed.
✓ verifiedjudge: abstention

3 ·THE STORY

what went in, what came out

Input

what the probe sent in
Query
Skills
(no skill inferred)
ESCO —
Industry
Computer Systems Design
NAICS 541512
Location
United States
ISO US
Education
Bachelor or equivalent
ISCED ISCED 6

5 ·SESSION RECORDING

watch what the probe saw

Session recording

watch what the probe actually saw
No recording available for Metaintro.

6 ·RUN MECHANICS

provenance & reproducibility
Duration
51.87s
Steps
3
Judges
—
Commit
demo-seed
Started
2026-05-14 13:00 UTC
Trace

Evidence by step

every artifact, link, excerpt, row, metric & recording — grouped by the step that produced it

No evidence recorded for this run.

Evidence integrity

each artifact is SHA-256 hashed at capture — proof it is unmodified

No integrity manifest recorded for this run.

7 ·SYSTEM ANATOMY

which component drove the verdict

Verdict driven by Unattributed. The ringed, pulsing nodes are the components SQA attributes the failure to.

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