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Nexevo.ai · Agent Mode

Nexevo AgentAI that gets things done — not just answers questions

Agent autonomously decomposes goals → plans steps → calls tools (web search / Python sandbox / browser automation / file ops) → self-verifies → delivers results. Change one model name, any OpenAI SDK upgrades instantly.

30

Max steps

10+

Built-in tools

Python

Sandbox env

Auto

Budget control

What Agent Can Do for You

Not just an answer — a complete deliverable.

Web

Real-time Web

Live search + browser scraping + multi-source verification. Not stale training data — current truth.

Sandbox

Real Python Sandbox

Full Python environment (any import / pip install / file IO). Run scripts, process CSVs, plot charts. Sandboxed and resource-limited.

Planner

Multi-step Planning

Decomposes high-level goals into a DAG, parallelizes independent steps, retries on failure with self-reflection. No micro-management.

Deliverable

Downloadable Output

Persistent workspace, packaged as ZIP / Markdown report / PDF / charts at completion. Real deliverable, not a chat reply.

How Agent Works

Fully transparent — see every step.

1

Understand Goal

Convert your request into structured task spec, identify required capabilities (web? compute? browse?).

2

Build DAG

Planner breaks goal into atomic subtasks + dependencies. Independent ones run in parallel.

3

Execute + Tools

Run each step, call Python / browser / search / files as needed. Intermediate results feed forward.

4

Verify + Deliver

Verifier auto-judges quality, retries with self-reflection if not met. Final output is verified deliverable.

Use Cases

Anything single-shot chat can't fully deliver.

Competitive Research

Crawl competitor sites + pricing + announcements → synthesize comparison brief.

Data Analysis

Upload CSV/Excel, Agent runs pandas + matplotlib + writes interpretation.

Code Generation + Test

Spec → code → run in sandbox → fix on failure → deliver runnable scripts.

Image Series

Given a theme, Agent calls image API multiple times in different styles, picks the best.

Bulk Document Processing

Upload folder, Agent summarizes / translates / labels / extracts structured fields.

Automated ETL

API integration, async run, webhook callback. Production pipeline ready.

Upgrade chat to Agent in 1 line

Native OpenAI SDK compatible. `model: "nexevo/agent"` — no new endpoint, no new SDK, no migration.

from openai import OpenAI

client = OpenAI(
    api_key="nexevo-sk-xxx",
    base_url="https://api.nexevo.ai/v1",
)

# Chat 模式 — 普通快速问答(默认)
resp = client.chat.completions.create(
    model="nexevo/balanced",
    messages=[{"role": "user", "content": "今年 OpenRouter 涨价了吗?"}],
)

# Agent 模式 — 改 1 行 model 名,自动多步 + 联网 + 沙箱 + 验证
resp = client.chat.completions.create(
    model="nexevo/agent",   # ← 改这里就升级 Agent
    messages=[{"role": "user", "content":
              "调研 OpenRouter 2026 定价模式,跟主要竞品对比"}],
    stream=True,
)
for chunk in resp:
    print(chunk.choices[0].delta.content)

Need task management (async / budget cap / file download / share link)? Use POST /v1/agents/run, see API Reference.

Chat vs Agent

When to use which — at a glance.

Aspectnexevo/balanced (chat)nexevo/agent
LLM calls11-30 (autonomous loop)
ToolsNonePython sandbox / browser / files / web / custom
Latency1-3s5s - few minutes (depends on task)
Output1 chat replyFull deliverable (report / data / file download)
PricingFlat $5/$20 per 1MPay-per-use: LLM tokens +15% / sandbox time +30% / tool calls +15% (rates may adjust)
Best forChat / Q&A / code complete / simple genResearch / data analysis / multi-step / automated pipelines

Safe & Controllable — No Surprise Burning

Agent is powerful, but you stay in control of every step.

Default budget cap $10/task, auto-stops + returns partial results when reached
Real-time meter shows LLM consumption / sandbox time / tool calls — no surprise $200 bill after a meeting
Sandbox microVM isolation, resource-limited (CPU / RAM / network / time). No escape risk.

Upgrade Your Chat to Agent

Change one model name, any OpenAI-compatible client gets Agent capability immediately.

Start Now
Nexevo Agent · AI that gets things done | Nexevo.ai