Start here
The front door is now organized around explanation first, operation second, archive third.
Live trial
Slot E
Three fires a day on a deliberately simple prompt — one concrete garment, one concrete pose, one room, one light. Built after the full director stack went 0-for-9 on this register and a 430-character prompt went 3-for-3. Pose rotation is systematic; running until there's enough to assess.
slot-e.htmlOpen
Critic Archive
The Cutting Room
Every retry the vision critic ever forced — the rejected first render beside the frame that replaced it, with the critic's full verdict. 230 retry events and counting; watch the critic's taste evolve.
cutting-room.htmlOpen
Teaching Map
Epoch Universe Map
A guided, showable overview of the entire system: why Epoch exists, how Fashion, Traveler, Social, Lab, Brand, and Architecture connect, and how experiments become production.
universe-map.htmlOpen
Flight Manual
Architecture Reference
The deeper engineering map: repos, DNS, functions, pipelines, data boundaries, and decision log.
epoch-architecture.htmlReference
LearnAB uses real systems to understand models, agents, automation, failure, and iteration.
BuildFashion, Traveler, Social, and Lab turn those lessons into working pipelines.
ObserveEvery output is evidence: quality, drift, cost, reliability, taste, and audience response.
ImproveLab tests changes before production adopts them. No one-off miracles, only promoted findings.
TeachThe maps and docs make the system understandable to other builders.
Working rooms
These are the places we use while improving the system.
Video R&D
Video Model Lab
Seedance baseline, Sora/challenger slots, hallucination log, object-contact rubric, and private-to-public promotion gates.
ActiveBench
R&D
S Consistency Lab
Identity, wardrobe freedom, city realism, and video-safe source images before Traveler changes.
ActiveLab
Model Bench
Vision Lab
Prompt and model comparison for image quality, character fidelity, and production risk.
ActiveTool
Image R&D
T2I Realism Lab
Prompt experiments for reducing plastic skin, overexposure, HDR sheen, and other visible AI tells.
NewRoom
Output
Traveler Journal
The public artifact generated by the Traveler production pipeline.
PublicSite
Reference and archive
Useful history stays accessible, but clearly separated from current production truth.
Pipeline
Agent Flow
Traveler pipeline lineage and current cycle notes.
ReferenceMap
Brand
Identity
Voice, world, and visual language. Some social sections are historical.
MixedReference
Social
Strategy Archive
Instagram-era strategy preserved for learning after the YouTube pivot.
ArchiveSocial
Archive
Arena
Parked model benchmark evidence. Restart only for intentional bakeoffs.
ParkedLab