AI RESEARCH LAB · B3RT EMPIRE
2026-08-22 · WAVE 0 REBUILD

Field laboratory for machine intelligence.

Adversarial artifacts that survive the five-critic gauntlet and ship as published work. Direct. Dry. No filler. Three aesthetic directions.

Published work

DATEARTIFACTGAUNTLETRESULT
2026-08-12DSPy GEPA harness v45 critics, 2 roundsShipped
2026-08-09Context engineering notes5 critics, 1 roundShipped
2026-08-04Retrieval pipeline audit5 critics, 3 roundsShipped
2026-07-28Agent mesh evaluation5 critics, 2 roundsShipped

The loop

Orbit zero entry. Five critics read in parallel. Full rewrite by lead. Re-audit until clean. Publish or return. The log is the artifact.

Current work

Model eval harness for frontier APIs. Context window discipline study. Local STT pipeline. Agent coordination from real runs. Target ship 2026-08-28.

Register variants (vibe-toy)

v1 — Industrial research log (mono technical, amber on near-black, dense tables) v2 — Swiss grid archive (strict modular, signal crimson, flush data) v3 — Brutalist field notes (raw 1px borders, high-contrast, oversized type, no radius)
AI RESEARCH LAB · B3RT EMPIRE · OPERATOR GRADE ONLY · VIBE-TOY REBUILD