the peerless harness

What fab does

• benchmark-breaking scores

• unrivaled efficiency

• multimodel orchestration

• automatic model routing

• compatible

• multi-account routing gateway

• council

• reflection

• grilling

• decision models

• evaluations

• usage, resets, projection, limits

• structured agent workflows

• human-in-the-loop

• automations

• deadlines & pressure

• memory & dreaming

• mcp & better skills

• import from any other harness

• (micro)vm isolation

• precise permissions

• credential masking

• fine-grained checkpointing

• proxies & vpns

• remote servers & replication

• use

• reverse engineer, debug, profile

• ide for code, documents, data, media

• notebooks & jupyter

• instant search

• web search

• annotate anything

• visualizations

• multimodal generation

• humanize text

• transcription

• two-way voice

• forge integration

• issue tracker & orchestration

• chat

• synced email, calendar, cloud drives, todos

• use any GUI

• wiki

• collaboration

• fully configurable

• self hosted. no vendor lock-in

• be the first to know