# agentic-data-analysis

Published articles for agentic-data-analysis.

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## Towards Deterministic and Reproducible Agentic Data Analysis

DevFeed: [Towards Deterministic and Reproducible Agentic Data Analysis](<https://devfeed.tech/articles/towards-deterministic-and-reproducible-agentic-data-analysis-56848.md>)

Original publisher: [Read original article](<https://hackernoon.com/towards-deterministic-and-reproducible-agentic-data-analysis?source=rss>)

Author: Altuna Akalin

Published: 2026-09-21T02:26:30Z

Content type: article

Language: en

Sources: [HackerNoon](<https://devfeed.tech/sources/hackernoon.md>)

Topics: [Agent Skills](<https://devfeed.tech/topics/agent-skills.md>), [reproducibility](<https://devfeed.tech/topics/reproducibility.md>), [Data analysis](<https://devfeed.tech/topics/data-analysis.md>), [agentic-coding](<https://devfeed.tech/topics/agentic-coding.md>), [execution](<https://devfeed.tech/topics/execution.md>), [Code](<https://devfeed.tech/topics/code.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>)

Tags: [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [agent-troubleshooting](<https://devfeed.tech/tags/agent-troubleshooting.md>), [agentic-coding](<https://devfeed.tech/tags/agentic-coding.md>), [agentic-data-analysis](<https://devfeed.tech/tags/agentic-data-analysis.md>), [ai-supply-chain-security](<https://devfeed.tech/tags/ai-supply-chain-security.md>), [execution-graphs](<https://devfeed.tech/tags/execution-graphs.md>), [multi-agent-systems](<https://devfeed.tech/tags/multi-agent-systems.md>), [reproducibility](<https://devfeed.tech/tags/reproducibility.md>), [reproducible-ai-workflows](<https://devfeed.tech/tags/reproducible-ai-workflows.md>), [skills-md](<https://devfeed.tech/tags/skills-md.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

The article proposes extending agent skills with execution graphs, dependency declarations, tests, and shared troubleshooting records to make agentic data-analysis workflows more deterministic and reproducible. It explains that language-model agents can inspect data, install libraries, write scripts, troubleshoot failures, and produce analyses, but stochastic code generation can reduce reproducibility and increase costs.

### Source excerpt

A proposal for extending agent skills with execution graphs, dependency declarations, tests, and shared troubleshooting records.