Future AGI × Milvus

Milvus on Future AGI

Vector Databases

Distributed vector database for trillion-scale similarity search.

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What you get

Everything traced, scored, and improvable

One install instruments Milvus 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 Milvus 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 Milvus agent before launch — text and voice, scripted or persona-driven.

Quickstart · <3 min

Instrument Milvus 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 MilvusInstrumentor().instrument().
Step 3

Run your existing Milvus app

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

Install

pip install traceAI-milvus

npm install @traceai/milvus

<dependency>
  <groupId>ai.futureagi</groupId>
  <artifactId>traceai-java-milvus</artifactId>
  <version>LATEST</version>
</dependency>

Instrument

from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_milvus import MilvusInstrumentor

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

MilvusInstrumentor().instrument(tracer_provider=trace_provider)

# Your existing Milvus code runs unchanged from here.
# Every call is now an OpenTelemetry span in Future AGI.

import { register } from '@traceai/fi-core';
import { MilvusInstrumentation } from '@traceai/milvus';

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

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

// Your existing Milvus code runs unchanged.
// Every call is now an OpenTelemetry span in Future AGI.

import ai.futureagi.fi.instrumentation.TraceProvider;
import ai.futureagi.traceai.milvus.MilvusInstrumentor;

TraceProvider provider = TraceProvider.builder()
    .projectName("milvus_app")
    .projectType("observe")
    .build();

new MilvusInstrumentor().instrument(provider);

// Your existing Milvus code runs unchanged.
// Every call is now an OpenTelemetry span in Future AGI.

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