Market Trends
Gemini Executive Synthesis
Web search functionality failure in ARIS's `research-lit` step with specific LLM configurations
Technical Positioning
Autonomous ML research with robust web search capabilities
SaaS Insight & Market Implications
The failure of the `websearch` component in ARIS's `research-lit` step, specifically returning "did 0 searches in 2s" when using Claude Code with GLM4.7 via `cc switch`, points to a critical integration or API compatibility issue. This directly cripples the autonomous ML research workflow, as web search is fundamental for literature review and idea discovery. The inability to perform searches renders the agent ineffective for its core purpose. This highlights a fragility in ARIS's multi-LLM and tool integration, indicating that its "no lock-in" promise is undermined by specific API limitations or configuration complexities.
Proprietary Technical Taxonomy
Raw Developer Origin & Technical Request
GitHub Issue
Mar 23, 2026
Repo: wanshuiyin/Auto-claude-code-research-in-sleep
research-lit这一步websearch有点问题
刚开始跑流程，websearch这边返回的都是did 0 searches in 2s，我的claude code用的是火山的GLM4.7通过cc switch，是不是这是因为api的问题不能调用websearch的功能？
Developer Debate & Comments
No active discussions extracted for this entry yet.
Adjacent Repository Pain Points
Other highly discussed features and pain points extracted from wanshuiyin/Auto-claude-code-research-in-sleep.
Extracted Positioning
ARIS compatibility with OpenAI Codex.
Maintaining broad LLM agent compatibility ('works with Claude Code, Codex, OpenClaw, or any LLM agent') to offer flexibility and avoid vendor lock-in.
Top Replies
> No description provided. 我们即将给一个md 文档描述怎么适配，但是现在git仓库有点问题，不能fork 请稍等
> No description provided. 现在已经适配Cursor 和单独一个Codex Subagent review，欢迎体验～
> > No description provided. > > 现在已经适配Cursor 和单独一个Codex Subagent review，欢迎体验～ 出现代码问题时，能否让他把问题写进code_guide.md文件，然后等待人接入，如果一段时间没人介入就自动cli端...
Extracted Positioning
Connectivity and model compatibility issues with MCP Codex and various GPT models
Flexible, multi-LLM agent platform for autonomous ML research
Extracted Positioning
ARIS integration with Feishu (飞书) via Claude Code in bidirectional interactive mode.
Enabling seamless, bidirectional communication and interaction between ARIS (using Claude Code) and enterprise collaboration platforms like Feishu, supporting 'autonomous ML research' within existing workflows.
Extracted Positioning
ARIS research pipeline automation with GLM-5 + MiniMAX 2.5 LLM combination.
Achieving full, uninterrupted automation for research pipelines, as implied by 'AUTO_PROCEED: true' and the 'autonomous' nature of ARIS.
Extracted Positioning
ARIS (Auto-Research-In-Sleep) with 阿里百炼 (Ali Bailian) LLM agent.
Ensuring stable, uninterrupted execution of long-running autonomous ML research tasks, particularly when integrating with specific LLM providers and network configurations (proxies, SSH).
Engagement Signals
Cross-Market Term Frequency
Quantifies the cross-market adoption of foundational terms like claude code and research-lit by tracking occurrence frequency across active SaaS architectures and enterprise developer debates.