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Qwen3.8-4B (Empero)

Qwen3.8-4B (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 Qwen3.8-4B (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 Q4_K_M Distill (WumboServer RTX 2060S lane) (qwen3.8-4b-empero-distill-llamacpp-q4km-wumboserver, specialized) — canonical evidence
  • Latest evidence: 2026-09-01 — WumboServer RTX 2060S LocalMaxxing 4B Q4_K_M

Tested profiles

LLMGauge vendor-alignment battery (bf16/q4) — CURRENT

Profile identity: qwen3.8-4b-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:

llama.cpp Q4_K_M Distill (WumboServer RTX 2060S lane) — SPECIALIZED

Profile identity: qwen3.8-4b-empero-distill-llamacpp-q4km-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:

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 LocalMaxxing 4B Q4_K_M

Benchmark Only — WumboServer hardware lane · profile: llama.cpp Q4_K_M Distill (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: qwen3.8-4b-empero-distill-llamacpp-q4km-wumboserver — llama.cpp Q4_K_M Distill (WumboServer RTX 2060S lane)
  • Evidence maturity: BENCHMARK_ONLY
  • Evidence scope: performance
  • Hardware: WumboServer (RTX 2060 SUPER 8GB)

empero-ai/Qwen3.8-4B-Distill-GGUF Q4_K_M on WumboServer RTX 2060S: 97.14 tok/s out, 2145.66 tok/s prefill, 3.0 GB peak VRAM, 172 W. Hardware-lane benchmark; not a WumboJetsII WELP result.

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 (4B bf16/q4)

Specialized Test — vendor alignment · profile: LLMGauge vendor-alignment battery (bf16/q4) · maturity: SPECIALIZED_TEST · status: SPECIALIZED_TEST / VENDOR_ALIGNMENT_BATTERY

Canonical Evidence / Full Report View on GitHub

Identity and scope

  • Profile: qwen3.8-4b-empero-vendor-battery — LLMGauge vendor-alignment battery (bf16/q4)
  • Evidence maturity: SPECIALIZED_TEST
  • Evidence scope: specialized, performance
  • Hardware: WumboJetsII (RTX 5070 12GB)

LLMGauge vendor-alignment qualification battery on empero-ai Qwen3.8-4B (BF16 + 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.

Legacy provenance