dd-work

Research papers

#	arXiv ID	Category	Title	Comment	Repo
10	2607.07727	cs.CL, cs.PL	SPL: Orchestrating Workflows with Declarative Deterministic–Probabilistic Composition	under review at TMLR	https://github.com/digital-duck/SPL.py
9	submit/7556205	cs.CL	Beyond Vibe Coding: Intent Invariance and Structured Prompt Language	under review at NeurIPS	https://github.com/digital-duck/SPL.py
8	submit/7420152	cs.CL, cs.PL	SPL 2.0: A Declarative Language for Agentic Workflow Orchestration	Revision Pending	https://github.com/digital-duck/SPL20
7	submit/7373026	cs.CL, cs.PL, cs.DC	Momagrid: A Decentralized Inference Runtime with Linear Complexity via Semantic Chunking	Revision Pending	https://github.com/digital-duck/momagrid
6	2602.21257	cs.CL, cs.PL, cs.DB	Structured Prompt Language (SPL): Declarative Context Management for LLMs		https://github.com/digital-duck/SPL
5	2602.15860	cs.CL	Reranker Optimization via Geodesic Distances on k-NN Manifolds	published at TMLR 2026-05	https://github.com/digital-duck/maniscope
4	2601.09732	cs.CL	Benchmarking Cross-Lingual Semantic Alignment in Multilingual Embeddings	Submitted to ICML 2026, Withdraw	https://github.com/digital-duck/semanscope
3	2601.09731	cs.CL	Geometric Patterns of Meaning: A PHATE Manifold Analysis of Multi-lingual Embeddings
2	2510.01230	cs.CL	Geometric Structures and Patterns of Meaning: A PHATE Manifold Analysis of Chinese Character Embeddings
1	2502.19428	physics.soc-ph	A New Exploration into Chinese Characters: from Simplification to Deeper Understanding

Blogs

Title	URL	Comment	Repo
Compression is Understanding	https://medium.com/@wen.g.gong/compression-is-understanding-409b9a7d6779
NeuroSymbolic Math in a Structured Prompt Language	https://medium.com/@wen.g.gong/neurosymbolic-math-in-a-structured-prompt-language-6b920d44d11b
AI@Home with Gemma	https://medium.com/@wen.g.gong/ai-home-with-gemma-369fa8c27e2b?postPublishedType=repub
The Momahub Moment	https://medium.com/@wen.g.gong/the-momahub-moment-df852c42f3da		https://github.com/digital-duck/momahub.py

Books

• A Cookbook of SPL Recipes

Work in progress

#	Title	Comment	Repo
1	ConceptBook: A Graph-First Framework for AI-Generated Curricula	AIED	https://github.com/digital-duck/concept-book