# \[Preprint\] Deterministic Blackboard Pipelines with Specialized LLM Knowledge Sources: A Generalizable Architecture for Intelligent Multi-Stage Reasoning

**URL:** https://community.unix.com/t/preprint-deterministic-blackboard-pipelines-with-specialized-llm-knowledge-sources-a-generalizable-architecture-for-intelligent-multi-stage-reasoning/397461
**Category:** Artificial Intelligence
**Created:** [March 17, 2026, 2:29pm UTC](https://community.unix.com/t/preprint-deterministic-blackboard-pipelines-with-specialized-llm-knowledge-sources-a-generalizable-architecture-for-intelligent-multi-stage-reasoning/397461 "2026-03-17T14:29:42Z")
**Posts on this page:** 1
**Page:** 1

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### Author: ![Neo](https://community.unix.com/user_avatar/community.unix.com/neo/32/22838_2.png) [@Neo](https://community.unix.com/u/Neo)
#### Post date: [March 17, 2026, 2:29pm UTC](https://community.unix.com/t/preprint-deterministic-blackboard-pipelines-with-specialized-llm-knowledge-sources-a-generalizable-architecture-for-intelligent-multi-stage-reasoning/397461/1 "2026-03-17T14:29:42Z")

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Kind find a preprint submitted recently to IAIT2026.

[https://zenodo.org/records/19068475](https://zenodo.org/records/19068475)

All review comments are welcome and much appreciated, either directly in this topic or directly via PM.

 ![Screenshot 2026-03-23 at 7.46.19 PM](https://community.unix.com/uploads/default/original/3X/5/7/571550f4dfcf0bab2c0ca77a89d749bbe6d2a944.png)