WUMBOLABS :: STATIC LAB LOCAL / EVIDENCE / OPEN
WUMBOLABS :: OPERATOR CONSOLE
LOCAL / STATIC / ACTIVE
OVERVIEW / PRIMARY FOCUSED

WUMBOLABS / LOCAL LLM TESTING

Practical local AI testing on real hardware.

Real hardware. Real testing. No hype.

WumboLabs builds and documents practical local AI testing workflows on consumer hardware. LLMGauge is the flagship tool: a local-first CLI for running, validating, scoring, and reporting real GGUF model tests through llama.cpp.

MODE
local-first
RUNTIME
llama.cpp
EVIDENCE
validated artifacts
EVIDENCE ROUTES 03 TARGETS
01 FLAGSHIP PROJECT

Start with LLMGauge

LLMGauge is the WumboLabs evidence tool: a local-first CLI for validating practical LLM testing workflows on real consumer hardware.

Open project GitHub
02 READ THE RECORD

Lab Records

Read bounded reports, baselines, fit tests, and lab notes from local testing and practical lab work.

Projects Lab Records
03 WORKBENCH LAYER

Monolith

Monolith is the local AI workbench layer for tracking models and future LLMGauge import workflows.

View record GitHub
RECENT LAB ACTIVITY 07 RECORDS
LLMGauge v0.65 first-run validation

Validated guided setup, clean-clone onboarding, doctor/smoke checks, dry-run planning, real llama.cpp runs, artifact validation, manual scoring, report regeneration, and export-index generation.

Product workflow focus

Current LLMGauge work is focused on proving that a fresh user can configure, run, validate, score, report, and export real local model results without hidden assumptions.

Gemma 12B practical-use report

Published a WumboJetsII RTX 5070 12GB practical-use test comparing Gemmable 4 12B, Gemma 4 12B QAT Q4, and Gemma 4 12B UD-Q5.

Mellum2 64k fit testing

Tested Mellum2 Instruct and Thinking Q4_K_M through LLMGauge across 8k, ladder, fake-tool, synthetic preload, and 64k agent-backend runs.

Homepage redesign started

Moving WumboLabs away from generic AI landing-page structure and toward a public lab-console layout.

Monolith website sync shipped

Website now consumes public-safe Monolith metadata and roadmap content directly from the Monolith repo.

Public roadmap block cleaned up

Monolith roadmap sync now reads like a roadmap: current phase, next milestone, upcoming phases, and future direction.

SYSTEM INVENTORY 04 NODES
WumboServerDocker / ZFS / media infrastructure
WumboMobileDebian laptop / remote work terminal