Groq on Future AGI
LLM Providers
LPU inference for Llama, Mixtral, and Qwen at sub-second latency.
What you get
Everything traced, scored, and improvable
One install instruments Groq 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 Groq 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 Groq agent before launch — text and voice, scripted or persona-driven.
Quickstart · <3 min
Instrument Groq 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_KEYandFI_SECRET_KEY, then callGroqInstrumentor().instrument(). -
Step 3
Run your existing Groq app
No code changes. Traces appear in the Future AGI dashboard within seconds.
Install
pip install traceAI-groqInstrument
from fi_instrumentation import register
from fi_instrumentation.fi_types import ProjectType
from traceai_groq import GroqInstrumentor
trace_provider = register(
project_type=ProjectType.OBSERVE,
project_name="GROQ_APP",
)
GroqInstrumentor().instrument(tracer_provider=trace_provider)
# Your existing Groq code runs unchanged from here.
# Every call is now an OpenTelemetry span in Future AGI.Pick a recipe
What do you want to do with Groq?
Each recipe is a copy-paste page with the exact code, the gotchas, and a working example you can clone.
Recipes for Groq
Adjacent integrations
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GPT-4o, GPT-5, o-series, and the OpenAI Responses API.
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Google GenAI
Gemini 2.x via the Google GenAI SDK (Vertex + AI Studio).
Cohere
Command, Embed, and Rerank via the Cohere API.