--- title: "ai-agents-for-beginners vs agents-towards-production" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/microsoft-ai-agents-for-beginners-vs-nirdiamant-agents-towards-production" tools: ["microsoft-ai-agents-for-beginners", "nirdiamant-agents-towards-production"] --- # ai-agents-for-beginners vs agents-towards-production *GraphCanon updated Jul 17, 2026* ## Verdict Coexists - While it serves as an advanced reference, ai-agents-for-beginners remains valuable for foundational knowledge. [ai-agents-for-beginners](https://aka.ms/ai-agents-beginners) reports 69k GitHub stars, 23k forks, and 19 open issues, last pushed Jul 9, 2026. [agents-towards-production](https://github.com/NirDiamant/agents-towards-production) has 21k stars, 2.8k forks, and 11 open issues, last pushed Jul 4, 2026. Figures are from public GitHub metadata via [ai-agents-for-beginners's repository](https://github.com/microsoft/ai-agents-for-beginners) and [agents-towards-production's repository](https://github.com/NirDiamant/agents-towards-production). | | [ai-agents-for-beginners](/tools/microsoft-ai-agents-for-beginners.md) | [agents-towards-production](/tools/nirdiamant-agents-towards-production.md) | | --- | --- | --- | | Tagline | 12 Lessons to Get Started Building AI Agents | End-to-end, code-first tutorials for building production-grade GenAI agents | | Stars | 68,988 | 20,953 | | Forks | 22,886 | 2,789 | | Open issues | 19 | 11 | | Language | Jupyter Notebook | Jupyter Notebook | | Adopt for | Aimed at beginners, 'ai-agents-for-beginners' offers introductory lessons on building AI agents through practical modules in a multi-language environment. It's ideal for individuals new to AI Agents and interested in agē | agents-towards-production is an open-source project focused on providing comprehensive, step-by-step tutorials for developing AI agents from the prototype stage to enterprise-ready deployment. This guide includes best-pr | | Persona | - | - | | Runtime | - | - | | License | MIT | Other | | Categories | AI Agents | AI Agents | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ai-agents-for-beginners](/tools/microsoft-ai-agents-for-beginners.md) | [agents-towards-production](/tools/nirdiamant-agents-towards-production.md) | | --- | --- | --- | | Days since push | 1d | 6d | | Open issues (now) | 19 | 11 | | Owner type | Organization | User | | Full report | [trust report](/tools/microsoft-ai-agents-for-beginners/trust.md) | [trust report](/tools/nirdiamant-agents-towards-production/trust.md) | **Typed relationship:** ai-agents-for-beginners _(successor)_ agents-towards-production The agents-towards-production offers end-to-end tutorials for building production-grade GenAI agents, which could be seen as a next step after foundational learning from ai-agents-for-beginners. Coexists - While it serves as an advanced reference, ai-agents-for-beginners remains valuable for foundational knowledge. ## Decision facts: ai-agents-for-beginners - **Requirements:** The lessons are available in multiple languages for accessibility.; While some background knowledge of programming is helpful when starting this course, it is not mandatory to have prior experience. - **Adopt for:** Aimed at beginners, 'ai-agents-for-beginners' offers introductory lessons on building AI agents through practical modules in a multi-language environment. It's ideal for individuals new to AI Agents and interested in agē ## Decision facts: agents-towards-production - **Adopt for:** agents-towards-production is an open-source project focused on providing comprehensive, step-by-step tutorials for developing AI agents from the prototype stage to enterprise-ready deployment. This guide includes best-pr ## Choose when ### Choose ai-agents-for-beginners if… - License: ai-agents-for-beginners is MIT, agents-towards-production is Other. - Requirements: The lessons are available in multiple languages for accessibility.; While some background knowledge of programming is helpful when starting this course, it is not mandatory to have prior experience.. - The agents-towards-production offers end-to-end tutorials for building production-grade GenAI agents, which could be seen as a next step after foundational learning from ai-agents-for-beginners. - Tags unique to ai-agents-for-beginners: agentic-framework, agentic-rag, ai-agents, ai-agents-framework. - - You are starting your journey into developing AI agents and want structured learning material that covers both foundational and more advanced concepts within AI agents like agentic-ai. ### Choose agents-towards-production if… - License: agents-towards-production is Other, ai-agents-for-beginners is MIT. - The agents-towards-production offers end-to-end tutorials for building production-grade GenAI agents, which could be seen as a next step after foundational learning from ai-agents-for-beginners. - Tags unique to agents-towards-production: agent-framework, deployment, genai, langgraph. - * When you aim to deploy AI agents using cloud services such as AWS Bedrock AgentCore Runtime, where automatic infrastructure management and standardized communication patterns are key. ## When NOT to use ai-agents-for-beginners - - This tool might not be suitable if you are already familiar with building AI agents and are looking for an advanced course that goes beyond basics. The content here is geared towards beginners. - - If your primary focus is on developing skills related exclusively to Generative AI (GenAI), the 'Generative AI For Beginners' course, which has a more extensive 21 lessons focused solely on GenAI, 2 ## When NOT to use agents-towards-production - * If your enterprise strictly forbids using cloud services; this tool emphasizes both cloud and on-prem deployment strategies but may not fit entirely on-prem infrastructures. - * When you are looking for a fully managed service without code-first or tutorial-guided approaches, as 'agents-towards-production' focuses heavily on hands-on tutorials and end-to-end guide creation. - * If your specific AI agent workload does not align with the foundational deployment patterns covered (containerization, AWS Bedrock, Ollama on-prem solutions, Runpod GPU deployment), other tools may, - other_remarks_and_conditions_of_use_or_nonuse_examples_with_links_or_code_snippets_e.g_github_issues__pull_requests__branch_names_etc_that_affect_anyoftheabove_can_be_cited_if_pertinent. ## Common questions ### What is the difference between ai-agents-for-beginners and agents-towards-production? ai-agents-for-beginners: 12 Lessons to Get Started Building AI Agents. agents-towards-production: End-to-end, code-first tutorials for building production-grade GenAI agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose ai-agents-for-beginners over agents-towards-production? Choose ai-agents-for-beginners over agents-towards-production when License: ai-agents-for-beginners is MIT, agents-towards-production is Other; Requirements: The lessons are available in multiple languages for accessibility.; While some background knowledge of programming is helpful when starting this course, it is not mandatory to have prior experience.; The agents-towards-production offers end-to-end tutorials for building production-grade GenAI agents, which could be seen as a next step after foundational learning from ai-agents-for-beginners; Tags unique to ai-agents-for-beginners: agentic-framework, agentic-rag, ai-agents, ai-agents-framework; - You are starting your journey into developing AI agents and want structured learning material that covers both foundational and more advanced concepts within AI agents like agentic-ai. ### When should I choose agents-towards-production over ai-agents-for-beginners? Choose agents-towards-production over ai-agents-for-beginners when License: agents-towards-production is Other, ai-agents-for-beginners is MIT; The agents-towards-production offers end-to-end tutorials for building production-grade GenAI agents, which could be seen as a next step after foundational learning from ai-agents-for-beginners; Tags unique to agents-towards-production: agent-framework, deployment, genai, langgraph; * When you aim to deploy AI agents using cloud services such as AWS Bedrock AgentCore Runtime, where automatic infrastructure management and standardized communication patterns are key. ### When should I avoid ai-agents-for-beginners? - This tool might not be suitable if you are already familiar with building AI agents and are looking for an advanced course that goes beyond basics. The content here is geared towards beginners. - If your primary focus is on developing skills related exclusively to Generative AI (GenAI), the 'Generative AI For Beginners' course, which has a more extensive 21 lessons focused solely on GenAI, 2 ### When should I avoid agents-towards-production? * If your enterprise strictly forbids using cloud services; this tool emphasizes both cloud and on-prem deployment strategies but may not fit entirely on-prem infrastructures. * When you are looking for a fully managed service without code-first or tutorial-guided approaches, as 'agents-towards-production' focuses heavily on hands-on tutorials and end-to-end guide creation. * If your specific AI agent workload does not align with the foundational deployment patterns covered (containerization, AWS Bedrock, Ollama on-prem solutions, Runpod GPU deployment), other tools may, other_remarks_and_conditions_of_use_or_nonuse_examples_with_links_or_code_snippets_e.g_github_issues__pull_requests__branch_names_etc_that_affect_anyoftheabove_can_be_cited_if_pertinent. ### Is ai-agents-for-beginners or agents-towards-production more popular on GitHub? ai-agents-for-beginners has more GitHub stars (68,988 vs 20,953). Stars measure visibility, not whether either tool fits your constraints. ### Are ai-agents-for-beginners and agents-towards-production open source? Yes - both are open-source projects on GitHub (ai-agents-for-beginners: MIT, agents-towards-production: Other). ### Where can I find alternatives to ai-agents-for-beginners or agents-towards-production? GraphCanon lists graph-backed alternatives at [ai-agents-for-beginners alternatives](/tools/microsoft-ai-agents-for-beginners/alternatives) and [agents-towards-production alternatives](/tools/nirdiamant-agents-towards-production/alternatives) ([ai-agents-for-beginners markdown twin](/tools/microsoft-ai-agents-for-beginners/alternatives.md), [agents-towards-production markdown twin](/tools/nirdiamant-agents-towards-production/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/microsoft-ai-agents-for-beginners-vs-nirdiamant-agents-towards-production.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ai-agents-for-beginners or agents-towards-production? ai-agents-for-beginners: Very active. agents-towards-production: 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 ai-agents-for-beginners and agents-towards-production? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ai-agents-for-beginners trust report](/tools/microsoft-ai-agents-for-beginners/trust); [agents-towards-production trust report](/tools/nirdiamant-agents-towards-production/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=microsoft-ai-agents-for-beginners`](/api/graphcanon/graph?tool=microsoft-ai-agents-for-beginners) - 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/_