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QUASAR versus Swift15: evidence index

Completed 2026-10-16 functional comparison on one RTX 5090 (32,607 MiB). Keep Swift15 as default for now; QUASAR is not a clear upgrade. No promotion occurred.

Both final profiles used the same pinned NInfer image, text-only 32K context, configured C4 and actual request C1. Coding used seven tasks repeated three times, with 4,096 visible allocation + 8,192 reasoning headroom and a combined 12,288-token cap; the endpoint does not partition channels. Medium reasoning, temperature 0.6 and top-p 0.95 were matched. Seeds and cache warmth were not fixed.

Result QUASAR Swift15 Retained evidence
Agentic scenarios 16/18 18/18 QUASAR, Swift15
Frozen coding cases / solutions 119/123; 20/21 120/123; 20/21 QUASAR, Swift15
Tuple-pair sensitivity 123/123; 21/21 120/123; 20/21 QUASAR, Swift15

The tuple analysis is post hoc, changes only pair reconstruction, and preserves the original grades. The ambiguous prompt prevents a general coding ranking. Both QUASAR tool misses omitted the requested final status after correct calls. Swift15's coding miss was an unambiguous varint implementation error.

Reproduction and provenance

The installed collection harness was 1.5.0/Python 3.14.8 with a retained source fingerprint; its source revision was unavailable. The dirty helper/publication worktree declared 1.2.1 and is not claimed as the collection source. All ten artifact roles retain files. Native schemas, prompts, outputs, reasoning and case results are preserved; only declared operator metadata was redacted. Original pre-redaction grade input hashes map to public copies through lineage.

Failures, restoration and limits

The failed 262K vision/text profiles are historical phases, not scored answers. QUASAR's measured 32K container and the fresh Swift15 test container were unloaded; the original Swift15 262K profile was restored. Restoration record, public restored preflight, and independent verification are retained. Detailed host-state assertions are reported by that verification record; underlying operator identity/status sources remain private.

The friction log preserves startup, transport and tooling gaps. The checksum-offload experiment was negative and restored every setting. The cache-transfer host performed no inference and is not measured hardware. Native Windows SWE, long-context/vision qualification, and a controlled performance comparison were not completed. Timing remains descriptive. Recipe reconstructions preserve the as-run prequalification labels; they are not promotion records.