Complete a full agentic task (plan → generate → verify). Longer running.

Pay-to-compose orchestrator: pulls live data (weather), routes it through two local-model stages, then an independent judge verifies the result against the source data before it ships (one bounded self-correction on rejection). Returns the composed answer, the judge's verdict, and a per-step cost ledger.

Proof-of-Model: detect silent model substitution at any OpenAI-compatible inference endpoint. mode=fingerprint records what a seller serves today; mode=verify re-probes later and proves whether the weights changed. Deterministic, evidence included, no model used to judge.

Agent-readiness audit of any public URL: score /100 with per-check raw evidence, published weights, and a recompute recipe. Deterministic — no model, same input gives the same score.

Uncensored general chat (Qwen3.8-27B Heretic).

Uncensored coder completions, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM.

Explain code snippet in plain English (paste code in message).

Refactor code while preserving behavior. Returns diff + rationale.

Structured code review: correctness, security, edge cases, reuse. Returns numbered findings.

Security audit of code snippet (SQLi, XSS, auth bypass, secret leaks, unsafe deserialization).

Generate tests for a code snippet (matches file's existing test framework).

Convert a curl command to Python/JS/Go. Specify target language in the message.

Text embeddings (768-dim). Send {"input": "text"} or {"input": ["a","b"]}.

Fix broken JSON (trailing commas, single quotes, unquoted keys). Returns only valid JSON.

Multi-step reasoning and planning, served by Qwen3.8-27B abliterated (Heretic) on a local RTX 5090 via vLLM.

Build a regex from a natural-language description. Returns just the regex + one test string.

Explain a regex in plain English. Paste the regex in message content.

Explain a SQL query in plain English. Paste query in message.

[preview] Image understanding. Currently TEXT-FALLBACK ONLY — no vision model is loaded. Priced accordingly.