/evaluations/qwen3.8-9b-empero
Qwen3.8-9B (Empero)
Qwen3.8-9B (Empero) — the current WumboLabs evidence state on one page: tested profiles, validated context, and the full chronological testing history. Each value is attributed to the profile and event that measured it.
/ latest evidence 2026-09-01
WumboLabs tests Qwen3.8-9B (Empero) on real consumer hardware. This is the canonical model page: current state first, then every tested profile and every evidence event. Values are attributed to the profile and event that measured them; historical findings remain the evidence of their tested stack and are never silently replaced.
Current state
- Recommended profile: llama.cpp Distill Q4_K_M/Q5_K_M/Q6_K (WumboServer RTX 2060S lane) (
qwen3.8-9b-empero-distill-llamacpp-q4q5q6-wumboserver, specialized) — canonical evidence - Latest evidence: 2026-09-01 — WumboServer RTX 2060S admission/boundary + LocalMaxxing (Q4/Q5/Q6)
Tested profiles
LLMGauge vendor-alignment battery Q8_0 — CURRENT
Profile identity: qwen3.8-9b-empero-vendor-battery.
Runtime and artifact identity are described inside the event sections below (hand-authored records; no machine-readable export).
Status: current canonical/recommended tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- LLMGauge vendor-alignment battery (9B Q8_0) (2026-08-18) — SPECIALIZED_TEST / VENDOR_ALIGNMENT_BATTERY
llama.cpp Distill Q4_K_M/Q5_K_M/Q6_K (WumboServer RTX 2060S lane) — SPECIALIZED
Profile identity: qwen3.8-9b-empero-distill-llamacpp-q4q5q6-wumboserver.
Runtime and artifact identity are described inside the event sections below (hand-authored records; no machine-readable export).
Status: specialized tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- WumboServer RTX 2060S admission/boundary + LocalMaxxing (Q4/Q5/Q6) (2026-09-01) — BENCHMARK_ONLY / HARDWARE_LANE (not a WumboJetsII result)
Testing history
Newest first. Each event is one immutable testing/publication event; the exact scientific report lives in the canonical evidence repository linked at the top of each event.
2026-09-01 — WumboServer RTX 2060S admission/boundary + LocalMaxxing (Q4/Q5/Q6)
Benchmark Only — WumboServer hardware lane · profile: llama.cpp Distill Q4_K_M/Q5_K_M/Q6_K (WumboServer RTX 2060S lane) · maturity: BENCHMARK_ONLY · status: BENCHMARK_ONLY / HARDWARE_LANE (not a WumboJetsII result)
Canonical Evidence / Full Report View on GitHub
Identity and scope
- Profile:
qwen3.8-9b-empero-distill-llamacpp-q4q5q6-wumboserver— llama.cpp Distill Q4_K_M/Q5_K_M/Q6_K (WumboServer RTX 2060S lane) - Evidence maturity: BENCHMARK_ONLY
- Evidence scope: performance
- Hardware: WumboServer (RTX 2060 SUPER 8GB)
empero-ai/Qwen3.8-9B-Distill-GGUF Q4_K_M/Q5_K_M/Q6_K on WumboServer RTX 2060S: admission benchmark, Q6 fit boundary, Q5 WELP-style serving campaign, and LocalMaxxing reconciliation (9b-q4 60.4 tok/s out, 5.37 GB peak VRAM). Hardware-lane evidence; Ornith-9B admission on the same GPU is recorded under its own model.
This event is a bounded public-safe summary derived from retained WumboLabs evidence. It is not a WELP characterization, a universal model ranking, or a production-readiness proof. Values are attributed to the tested artifact, runtime, hardware, suite, and settings.
2026-08-18 — LLMGauge vendor-alignment battery (9B Q8_0)
Specialized Test — vendor alignment · profile: LLMGauge vendor-alignment battery Q8_0 · maturity: SPECIALIZED_TEST · status: SPECIALIZED_TEST / VENDOR_ALIGNMENT_BATTERY
Canonical Evidence / Full Report View on GitHub
Identity and scope
- Profile:
qwen3.8-9b-empero-vendor-battery— LLMGauge vendor-alignment battery Q8_0 - Evidence maturity: SPECIALIZED_TEST
- Evidence scope: specialized, performance
- Hardware: WumboJetsII (RTX 5070 12GB)
LLMGauge vendor-alignment battery on empero-ai Qwen3.8-9B (Q8_0 + base Q4).
This event is a bounded public-safe summary derived from retained WumboLabs evidence. It is not a WELP characterization, a universal model ranking, or a production-readiness proof. Values are attributed to the tested artifact, runtime, hardware, suite, and settings.
Canonical evidence
All canonical public evidence lives in WumboLabs/evaluations. Each event links an immutable full-commit/path citation; each profile remains a distinct scientific identity, not a separate repository.
- qwen3.8-9b-empero-vendor-battery: Profile Metadata
- qwen3.8-9b-empero-distill-llamacpp-q4q5q6-wumboserver: Profile Metadata