--- title: "BELLE vs generative-ai-for-beginners" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/lianjiatech-belle-vs-microsoft-generative-ai-for-beginners" tools: ["lianjiatech-belle", "microsoft-generative-ai-for-beginners"] --- # BELLE vs generative-ai-for-beginners *GraphCanon updated Jul 11, 2026* ## Verdict Pick BELLE when bELLE is primarily HTML; generative-ai-for-beginners is Jupyter Notebook; pick generative-ai-for-beginners when generative-ai-for-beginners is primarily Jupyter Notebook; BELLE is HTML. [BELLE](https://github.com/LianjiaTech/BELLE) reports 8.3k GitHub stars, 760 forks, and 106 open issues, last pushed Oct 16, 2024. [generative-ai-for-beginners](https://github.com/microsoft/generative-ai-for-beginners) has 113k stars, 61k forks, and 7 open issues, last pushed Jul 9, 2026. Figures are from public GitHub metadata via [BELLE's repository](https://github.com/LianjiaTech/BELLE) and [generative-ai-for-beginners's repository](https://github.com/microsoft/generative-ai-for-beginners). | | [BELLE](/tools/lianjiatech-belle.md) | [generative-ai-for-beginners](/tools/microsoft-generative-ai-for-beginners.md) | | --- | --- | --- | | Tagline | BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型） | 21 Lessons, Get Started Building with Generative AI | | Stars | 8,274 | 112,866 | | Forks | 760 | 60,628 | | Open issues | 106 | 7 | | Language | HTML | Jupyter Notebook | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | AI Agents, LLM Frameworks, Model Training | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [BELLE](/tools/lianjiatech-belle.md) | [generative-ai-for-beginners](/tools/microsoft-generative-ai-for-beginners.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 633d | 2d | | Open issues (now) | 106 | 7 | | Security scan | No criticals | No lockfile | | Full report | [trust report](/tools/lianjiatech-belle/trust.md) | [trust report](/tools/microsoft-generative-ai-for-beginners/trust.md) | ## Choose when ### Choose BELLE if… - BELLE is primarily HTML; generative-ai-for-beginners is Jupyter Notebook. - License: BELLE is Apache-2.0, generative-ai-for-beginners is MIT. - Tags unique to BELLE: bloom, chinese-nlp, gpt-evaluation, gpt-q. - Also covers AI Agents. ### Choose generative-ai-for-beginners if… - generative-ai-for-beginners is primarily Jupyter Notebook; BELLE is HTML. - License: generative-ai-for-beginners is MIT, BELLE is Apache-2.0. - Tags unique to generative-ai-for-beginners: ai, azure, chatgpt, dall-e. ## When NOT to use BELLE - Last GitHub push was 634 days ago (dormant maintenance, Oct 16, 2024). Validate activity before betting a new project on BELLE. - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## When NOT to use generative-ai-for-beginners - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## Common questions ### What is the difference between BELLE and generative-ai-for-beginners? BELLE: BELLE: Be Everyone's Large Language model Engine（开源中文对话大模型）. generative-ai-for-beginners: 21 Lessons, Get Started Building with Generative AI. See the comparison table for live GitHub stats and shared categories. ### When should I choose BELLE over generative-ai-for-beginners? Choose BELLE over generative-ai-for-beginners when BELLE is primarily HTML; generative-ai-for-beginners is Jupyter Notebook; License: BELLE is Apache-2.0, generative-ai-for-beginners is MIT; Tags unique to BELLE: bloom, chinese-nlp, gpt-evaluation, gpt-q; Also covers AI Agents. ### When should I choose generative-ai-for-beginners over BELLE? Choose generative-ai-for-beginners over BELLE when generative-ai-for-beginners is primarily Jupyter Notebook; BELLE is HTML; License: generative-ai-for-beginners is MIT, BELLE is Apache-2.0; Tags unique to generative-ai-for-beginners: ai, azure, chatgpt, dall-e. ### When should I avoid BELLE? Last GitHub push was 634 days ago (dormant maintenance, Oct 16, 2024). Validate activity before betting a new project on BELLE. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ### When should I avoid generative-ai-for-beginners? LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ### Is BELLE or generative-ai-for-beginners more popular on GitHub? generative-ai-for-beginners has more GitHub stars (112,866 vs 8,274). Stars measure visibility, not whether either tool fits your constraints. ### Are BELLE and generative-ai-for-beginners open source? Yes - both are open-source projects on GitHub (BELLE: Apache-2.0, generative-ai-for-beginners: MIT). ### Where can I find alternatives to BELLE or generative-ai-for-beginners? GraphCanon lists graph-backed alternatives at [BELLE alternatives](/tools/lianjiatech-belle/alternatives) and [generative-ai-for-beginners alternatives](/tools/microsoft-generative-ai-for-beginners/alternatives) ([BELLE markdown twin](/tools/lianjiatech-belle/alternatives.md), [generative-ai-for-beginners markdown twin](/tools/microsoft-generative-ai-for-beginners/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/lianjiatech-belle-vs-microsoft-generative-ai-for-beginners.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, BELLE or generative-ai-for-beginners? BELLE: Dormant. generative-ai-for-beginners: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for BELLE and generative-ai-for-beginners? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [BELLE trust report](/tools/lianjiatech-belle/trust); [generative-ai-for-beginners trust report](/tools/microsoft-generative-ai-for-beginners/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=lianjiatech-belle`](/api/graphcanon/graph?tool=lianjiatech-belle) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_