Future AGI × Moonshot AI (Kimi)

Moonshot AI (Kimi) on Future AGI

LLM Providers

Moonshot Kimi K1.5 / K2 long-context reasoning models.

python typescript · trace evaluate

Start free Open in docs View example on GitHub

What you get

Everything traced, scored, and improvable

One install instruments Moonshot AI (Kimi) on OpenTelemetry. Future AGI then layers evaluators, optimisers, and simulations on top of the same trace tree — no second SDK, no double instrumentation.

Trace

Auto-instrumented spans

Every Moonshot AI (Kimi) call becomes a span — inputs, outputs, latency, tokens, cost, model name, tool args, retrieval results, and chain steps captured automatically.

Evaluate

70+ evaluators on every span

Attach Groundedness, Context Relevance, Prompt Injection, Toxicity, and 70+ more — purpose-built scorers powered by the Turing eval models, not generic LLM-as-judge.

Optimize

Closed-loop improvement

Pipe failed traces into agent-opt: GEPA, PromptWizard, ProTeGi, and Bayesian search rewrite your prompts with proof of measured gains.

Simulate

Adversarial scenarios at scale

Generate hundreds of personas and run them through your Moonshot AI (Kimi) agent before launch — text and voice, scripted or persona-driven.

Quickstart · <3 min

Instrument Moonshot AI (Kimi) in three steps

Step 1

Install the traceAI package

One package per language, ships from PyPI, npm, and Maven Central.
Step 2

Register the trace provider

Set FI_API_KEY and FI_SECRET_KEY, then call OpenAIInstrumentor().instrument().
Step 3

Run your existing Moonshot AI (Kimi) app

No code changes. Traces appear in the Future AGI dashboard within seconds.

Install

pip install traceAI-openai

npm install @traceai/openai

Instrument

from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_openai import OpenAIInstrumentor

trace_provider = register(
    project_type=ProjectType.OBSERVE,
    project_name="MOONSHOT_APP",
)

OpenAIInstrumentor().instrument(tracer_provider=trace_provider)

# Your existing Moonshot AI (Kimi) code runs unchanged from here.
# Every call is now an OpenTelemetry span in Future AGI.

import { register } from '@traceai/fi-core';
import { OpenAIInstrumentation } from '@traceai/openai';

const tracerProvider = register({
  projectName: 'moonshot_app',
  projectType: 'observe',
});

new OpenAIInstrumentation().instrument({ tracerProvider });

// Your existing Moonshot AI (Kimi) code runs unchanged.
// Every call is now an OpenTelemetry span in Future AGI.

Pick a recipe