Etiq Core

Causal traceability for coding agents

Etiq Core builds a causal graph of your code, tracing every artifact back to the function that produced it, so you and your agents can catch mistakes, minimise hallucinations and verify outputs.

Minimal overhead. Runtime execution capture. No manual instrumentation.

Etiq Core

How it works

Etiq Core monitors your code as it runs, captures execution artifacts, and links them in a causal graph — automatically. No decorators, no wrappers, no agent prompts required.

Built for real workflows

Deterministic

Traceability is derived from code and execution artifacts, not generated by an LLM. What you see is what actually happened.

Minimal overhead

Designed to stay out of your way. Tracing runs alongside your code without slowing it down.

Runtime execution and graph

Go beyond static analysis. Etiq Core captures what happens at runtime and maps it into a navigable causal graph.

Tests and root cause analysis

When something breaks, trace the failure back through the graph to the function and input that caused it.

Introducing Etiq’s Data Science Agents

Recruitment

A smarter way to hire AI talent. Recruitment streamlines take-home test creation and review, and provides deeper insights into how candidates think and work. All without taking your team off core projects

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Quality

Testing and debugging your scripts in minutes not days. With precise context about your code and data, Etiq's Quality Agent accurately diagnoses and solves issues in your code

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Reskilling

A practical way to upskill your team with learning that actually translates into real work. Reskilling combines guided, role-based pathways with hands-on projects in your environment, supported by built-in verification catching errors as you learn, and providing a safety net for your learning on the job Build capability faster, reduce reliance on specialists, and give your team the confidence to deliver with AI.

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Supports your stack

Use cases

Best suited for data pipelines, ML/AI workflows and agent builds — with support for large codebases.

Languages

Python, Spark, SQL

Deployment

Library functions, VS Code extension, Jupyter Notebook extension

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For autonomous coding agents

When agents modify code, run tools and generate artifacts across multiple steps, it becomes difficult to know what actually happened. Etiq Core provides a causal view of the full execution — without requiring the user or the agent to instrument anything.

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