Comparison
AI-Engineering.academy vs rag-time
Verdict
Pick AI-Engineering.academy if aI-Engineering.academy is a repository for learning and applying AI concepts, with a focus on fine-tuning, inference, and deployment strategies for large language models, delivered through Jupyter Notebooks under the MIT; pick rag-time if rAG Time is tailored for those looking to systematically learn and apply Retrieval-Augmented Generation techniques in a structured 5-week program.
Markdown twin · AI-Engineering.academy alternatives · rag-time alternatives
GraphCanon updated Sep 30, 2026
12views this month
vs
Trust & integrity
| Signal | AI-Engineering.academy | rag-time |
|---|---|---|
| Maintenance | Slowing (203d since push) As of Sep 19, 2026 · github_public_v1 | Dormant (459d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 19, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- AI-Engineering.academy
- Mastering Applied AI, One Concept at a Time
- rag-time
- RAG Time: A 5-week Learning Journey to Mastering RAG
Stars
- AI-Engineering.academy
- 2.4k
- rag-time
- 905
Forks
- AI-Engineering.academy
- 280
- rag-time
- 319
Open issues
- AI-Engineering.academy
- 9
- rag-time
- 4
Language
- AI-Engineering.academy
- Jupyter Notebook
- rag-time
- Jupyter Notebook
Adopt for
- AI-Engineering.academy
- AI-Engineering.academy is a repository for learning and applying AI concepts, with a focus on fine-tuning, inference, and deployment strategies for large language models, delivered through Jupyter Notebooks under the MIT
- rag-time
- RAG Time is tailored for those looking to systematically learn and apply Retrieval-Augmented Generation techniques in a structured 5-week program.
Persona
- AI-Engineering.academy
- -
- rag-time
- -
Runtime
- AI-Engineering.academy
- -
- rag-time
- -
License
- AI-Engineering.academy
- MIT license, allowing for free use, modification, and distribution of the repository content
- rag-time
- The MIT License provides freedom to use, copy, modify and distribute the software provided that copyright and license information are retained.
Last pushed
- AI-Engineering.academy
- Feb 27, 2026
- rag-time
- Jun 17, 2025
Categories
- AI-Engineering.academy
- Inference & Serving, LLM Frameworks, Model Training
- rag-time
- Data & Retrieval, LLM Frameworks, Model Training
Trust and health
Maintenance
- AI-Engineering.academy
- Slowing (36%)
- rag-time
- Dormant (18%)
Days since push
- AI-Engineering.academy
- 203d
- rag-time
- 459d
Open issues (now)
- AI-Engineering.academy
- 9
- rag-time
- 4
Stars delta
- AI-Engineering.academy
- +20 (30d)
- rag-time
- +12 (30d)
Open issues delta
- AI-Engineering.academy
- +2 (30d)
- rag-time
- 0 (30d)
Owner type
- AI-Engineering.academy
- User
- rag-time
- Organization
Full report
- AI-Engineering.academy
- Trust report
- rag-time
- Trust report
Choose AI-Engineering.academy if…
- Requirements: The repository is structured around Jupyter Notebooks, requiring a suitable environment to run these notebooks.
- Tags unique to AI-Engineering.academy: fine-tuning, inference, large-language-models, quantization.
- Also covers Inference & Serving.
- When you need a structured learning path for mastering applied AI concepts, including fine-tuning and deployment strategies for large language models
When NOT to use AI-Engineering.academy
- If you are seeking a repository that covers a broad range of AI topics beyond fine-tuning and deployment of large language models
- When you prefer a repository that already has comprehensive deployment strategies available, as the deployment section is marked as 'Coming Soon'
Choose rag-time if…
- Requirements: Min 8 GB RAM.
- Tags unique to rag-time: ai, generative-ai, hybrid-search, indexing.
- Also covers Data & Retrieval.
- When you need a detailed, week-by-week learning path specifically focused on the nuances of RAG techniques, from basics to advanced applications.
When NOT to use rag-time
- If you prefer ad-hoc or self-directed learning without a structured timeline. Other tools may offer more flexible formats, which can be preferable if adhering to strict schedules is not ideal.
- When your focus is solely on either indexing or generation models and not the integration of both for RAG. In this case, specialized resources for just indexing or model training might suffice.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (adithya-s-k/AI-Engineering.academy) · observed Sep 20, 2026
- GitHub forks (adithya-s-k/AI-Engineering.academy) · observed Sep 20, 2026
- Last push (adithya-s-k/AI-Engineering.academy) · observed Feb 27, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 30, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (microsoft/rag-time) · observed Sep 20, 2026
- GitHub forks (microsoft/rag-time) · observed Sep 20, 2026
- Last push (microsoft/rag-time) · observed Jun 17, 2025
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: AI-Engineering.academy 2.4k · rag-time 905 (synced Sep 20, 2026).
Common questions
- What is the difference between AI-Engineering.academy and rag-time?
- AI-Engineering.academy: Mastering Applied AI, One Concept at a Time. rag-time: RAG Time: A 5-week Learning Journey to Mastering RAG. See the comparison table for live GitHub stats and shared categories.
- When should I choose AI-Engineering.academy over rag-time?
- Choose AI-Engineering.academy over rag-time when Requirements: The repository is structured around Jupyter Notebooks, requiring a suitable environment to run these notebooks; Tags unique to AI-Engineering.academy: fine-tuning, inference, large-language-models, quantization; Also covers Inference & Serving; When you need a structured learning path for mastering applied AI concepts, including fine-tuning and deployment strategies for large language models.
- When should I choose rag-time over AI-Engineering.academy?
- Choose rag-time over AI-Engineering.academy when Requirements: Min 8 GB RAM; Tags unique to rag-time: ai, generative-ai, hybrid-search, indexing; Also covers Data & Retrieval; When you need a detailed, week-by-week learning path specifically focused on the nuances of RAG techniques, from basics to advanced applications.
- When should I avoid AI-Engineering.academy?
- If you are seeking a repository that covers a broad range of AI topics beyond fine-tuning and deployment of large language models When you prefer a repository that already has comprehensive deployment strategies available, as the deployment section is marked as 'Coming Soon'
- When should I avoid rag-time?
- If you prefer ad-hoc or self-directed learning without a structured timeline. Other tools may offer more flexible formats, which can be preferable if adhering to strict schedules is not ideal. When your focus is solely on either indexing or generation models and not the integration of both for RAG. In this case, specialized resources for just indexing or model training might suffice.
- Is AI-Engineering.academy or rag-time more popular on GitHub?
- AI-Engineering.academy has more GitHub stars (2,383 vs 905). Stars measure visibility, not whether either tool fits your constraints.
- Are AI-Engineering.academy and rag-time open source?
- Yes - both are open-source projects on GitHub (AI-Engineering.academy: MIT, rag-time: MIT).
- Where can I find alternatives to AI-Engineering.academy or rag-time?
- GraphCanon lists graph-backed alternatives at AI-Engineering.academy alternatives and rag-time alternatives (AI-Engineering.academy markdown twin, rag-time markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, AI-Engineering.academy or rag-time?
- AI-Engineering.academy: Slowing. rag-time: Dormant. 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-Engineering.academy and rag-time?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: AI-Engineering.academy trust report; rag-time trust report.