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Chetan Sharma. Relevance Requires Non‑Markovian Conditioning: Empirical Proof that Goal‑Directed Generation Demands Bidirectional Context. Zenodo, 15 May 2026.
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2
3@misc{sharma2026relevance,
4 author = {Chetan Sharma},
5 title = {Relevance Requires Non‑Markovian Conditioning: Empirical Proof that Goal‑Directed Generation Demands Bidirectional Context},
6 year = {2026},
7 month = may,
8 doi = {10.5281/zenodo.20201889},
9 publisher = {Zenodo},
10 url = {https://zenodo.org/records/20201889}
11}
12
13Author
14Chetan Sharma — Independent Researcher, Kolkata, India.
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16Blog: antimarkovian-eureka.blogspot.com
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18Zenodo: 10.5281/zenodo.20201889
19
20License
21This model card and the associated paper are licensed under cc-by-nc-nd-4.0 (Creative Commons Attribution Non Commercial No Derivatives 4.0 International)5. Commit.
### Part B: Update `Transcrypto/yesterday-json` README
Add this section at the bottom (above License):
markdown
## Related Research
**The Markovian Ceiling (May 2026):** A clean empirical proof that coherence and relevance are architecturally distinct. Unidirectional Markovian models achieve 0% relevance on novel compositional goals, while bidirectional and multidirectional models achieve 100%. This finding provides the theoretical foundation for the yesterday.json architecture — episodic memory alone is insufficient; non-Markovian conditioning is the minimum requirement for goal-directed AI.
- **Paper:** [Relevance Requires Non‑Markovian Conditioning](https://doi.org/10.5281/zenodo.20201889)
- **Blog:** [antimarkovian-eureka.blogspot.com](https://antimarkovian-eureka.blogspot.com)Part C: Result
You'll have:
Asset Link
Blog antimarkovian-eureka.blogspot.com
Zenodo DOI 10.5281/zenodo.20201889
HF Model Repo Transcrypto/markovian-ceiling-relevance
HF (updated) Transcrypto/yesterday-json (with cross-link)
All four cross-linked, all timestamped, all public.