The agent
keeps going.
Claude Code, Codex and OpenCode on abliterated models. They finish the fuzzers, scanners and exploit checks in your backlog instead of stopping to decline.
> write a fuzzer for the upload parser, run 50k cases, fix what breaks
✓ Read src/upload/parse.ts 412 lines
✓ Write fuzz/upload.fuzz.ts +86
✓ Bash pnpm fuzz upload --runs 50000
2 crashes · boundary overflow in readChunk() · nested multipart depth 64
✓ Edit src/upload/parse.ts +14 −3
Bash pnpm fuzz upload --runs 50000
Where aligned
agents stop.
Security-adjacent tasks sit in every backlog. An aligned model treats them as threats and ends the run; an abliterated one treats them as work.
One minute,
any harness.
Point your agent at XField, set the model, and keep everything else: commands, hooks, MCP servers, habits.
export ANTHROPIC_BASE_URL="https://xfield.cloud.brutal.ai/api"
export ANTHROPIC_AUTH_TOKEN="$XFIELD_API_KEY"
export ANTHROPIC_MODEL="deepseek-v4.1-flash-1017-uncensored"
export ANTHROPIC_DEFAULT_HAIKU_MODEL="glm-5.3-flash-uncensored"
claudeWhat an agent needs from a model
Reliable function calling on Messages, Responses and Chat Completions, so the agent loop never breaks.
Room for the whole repository map, the diff and the logs in a single session.
Agent turns resend the same prefix. Cached tokens cost a fraction, so long sessions stay cheap.
Low effort for edits, max for the hard bug. Set it per request or per session.
Questions
Which model should my agent use?
DeepSeek V4.1 Flash as the main model: it leads our models on coding benchmarks and stays cheap at agent volumes. GLM 5.3 Flash as the lighter model for titles and summaries. Switch to GLM 5.3 when you need very long outputs or a second opinion.
Do I lose anything compared to my usual model?
Your tools, prompts, slash commands and hooks keep working: the agent talks the same API. The difference is the model behind it, which answers instead of declining.
Is my code stored?
No. Prompts and completions pass through without being stored. Data handling.
Keep your stack.
Lose the refusals.
Tell us what you are building. We reply with an invitation, a key and pricing for your volume.