Future AGI × Spring AI

Spring AI on Future AGI

Agent Frameworks

Spring framework integration for chat models, embeddings, and RAG in Java.

java · trace evaluate

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What you get

Everything traced, scored, and improvable

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

Quickstart · <3 min

Instrument Spring AI 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 SpringAIInstrumentor().instrument().
Step 3

Run your existing Spring AI app

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

Install

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

Instrument

import ai.futureagi.fi.instrumentation.TraceProvider;
import ai.futureagi.traceai.spring_ai.SpringAIInstrumentor;

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

new SpringAIInstrumentor().instrument(provider);

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

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