Research Wiki, "compile, don't retrieve." LLMs read papers and compile a persistent, cross-linked knowledge base up front, instead of doing on-demand RAG at query time.
Toward Autonomous Scientific Discovery
platform-wide. Research digests, and Obsidian vault sync with [[wikilinks]] and frontmatter. - One content pool, four collections. Every paper is stored exactly once; direction libraries, topic shelves, personal libraries, and the daily feed are membership layers over that pool. Libraries are decoupled from topics (many-to-many), own their own inclusion config, and come with governance: curators, monthly budgets, duplicate merge, user-created libraries under admin approval, and a recycle bin that stays out of search. - Daily arXiv feed. A lab-wide feed of each day's new papers, with likes and one-click collection into any library you can write to. It is also the single arXiv entry point: libraries sync from the pool instead of querying arXiv themselves, on an admin-configurable schedule. - Idea Forge. Signal-driven gap analysis, four-axis scoring, semantic dedup, and a deep Research-Proposal builder with novelty double-checking against the library and external sources. - Multi-agent and human review. Persona reviewer agents debate to an Elo ranking; humans join live and are injected into the agent context, not bolted on afterward. - Experiment Lab over SSH. Agents write and run…
Polaris is a DeepSeek Harness ecosystem resource maintained by ZJU-REAL. Research Wiki, "compile, don't retrieve." LLMs read papers and compile a persistent, cross-linked knowledge base up front, instead of doing on-demand RAG at query time.
Source code and usage instructions are available at https://github.com/ZJU-REAL/Polaris. Follow the repository README for the correct setup steps.
Polaris is a community open-source project released under the Apache-2.0 license. Review the repository license and documentation before use.
Workflow & Automation
Bounded read and write access to office documents and Jupyter notebooks inside DeepSeek Harness. Cell-addressed doc_read/doc_write covers xlsx, pdf, docx, pptx, and ipynb, and the same capability is exposed through an MCP server and a CLI.
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jesse-njx
Workflow & Automation
OpenBitFun combines a high-performance agent runtime written in Rust with a polished desktop application. It pairs the depth of a Code Agent with open, general-purpose capabilities for work beyond software development.
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GCWing
Workflow & Automation
OpenBitFun combines a high-performance agent runtime written in Rust with a polished desktop application. It pairs the depth of a Code Agent with open, general-purpose capabilities for work beyond software development.
View details → GCWing