LLMs from Scratch vs What Should My Bot Do
LLMs from Scratch vs What Should My Bot Do compared for 2026 — features, license, ease of use, performance and which one to choose. Build a GPT from nothing, line by line vs Five-question quiz suggests three agent jobs, with prompts.
Updated regularly · curated by olud.ai
LLMs from Scratch vs What Should My Bot Do at a glance
| Spec | LLMs from Scratch | What Should My Bot Do |
|---|---|---|
| Category | Learn AI & machine learning | Learn AI & machine learning |
| Type | Book + code | Hosted planner and prompt library |
| License | Apache-2.0 | Proprietary |
| Runs locally | Yes | No |
| Primary language | Python | — |
| Ease of use | Intermediate | Beginner |
| Best for | genuinely understanding how an LLM works | for a small-business owner deciding which job to give an AI assistant first |
| GitHub stars | 107.4k | — |
How LLMs from Scratch and What Should My Bot Do score
| Criterion | LLMs from Scratch | What Should My Bot Do |
|---|---|---|
| Popularity | 5.0 | n/a |
| Maintenance | 5.0 | n/a |
| Ease of use | 3.5 | 5.0 |
| Privacy | 5.0 | 3.5 |
| License freedom | 5.0 | 1.5 |
Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.
What each one is
LLMs from Scratch
Sebastian Raschka's companion repository to "Build a Large Language Model (From Scratch)": you implement attention, a transformer, pretraining and fine-tuning yourself, in plain PyTorch.
- You build every component yourself — no black boxes
- Runs on a laptop, no cluster needed
- The clearest explanation of attention anywhere
What Should My Bot Do
What Should My Bot Do is a hosted planner and prompt library for setting up an AI assistant. A five-question quiz suggests three jobs from 46 small-business routines, each with a copy-ready prompt for Grok Bot, ChatGPT, Claude and n8n. No signup; free, with a $29 routine pack and a $149 setup service. Note before using it: the routines run on your own messaging, social and booking accounts, whose platform rules decide what is allowed.
- Planner, use-case pages and templates work without an account or signup.
- Each of the 46 routines comes in four versions: Grok Bot, ChatGPT, Claude and n8n.
- Drafts-first prompts: the bot drafts the email, reply or post and waits for approval.
Key differences
LLMs from Scratch is book + code, while What Should My Bot Do is hosted planner and prompt library. Their licenses differ (Apache-2.0 vs Proprietary), which matters if you ship a commercial product. LLMs from Scratch leans more intermediate-friendly, whereas What Should My Bot Do is more suited to beginner users. They also differ in how they run (Yes vs No). In short, LLMs from Scratch fits genuinely understanding how an LLM works, and What Should My Bot Do fits for a small-business owner deciding which job to give an AI assistant first.
Which should you choose?
Choose LLMs from Scratch for genuinely understanding how an LLM works. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.
There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.
Frequently asked questions
Is LLMs from Scratch or What Should My Bot Do easier to use?
What Should My Bot Do is generally the easier of the two to get started with, while LLMs from Scratch rewards more setup with more control.
Are LLMs from Scratch and What Should My Bot Do free?
LLMs from Scratch is free and open source (Apache-2.0), and What Should My Bot Do is free to use but closed source. Neither charges for the core software.
Can I run LLMs from Scratch and What Should My Bot Do locally?
LLMs from Scratch: yes · What Should My Bot Do: no. Both can be used without sending your data to a third-party cloud where their setup allows.
LLMs from Scratch vs What Should My Bot Do — which should I pick in 2026?
Choose LLMs from Scratch for genuinely understanding how an LLM works. Choose What Should My Bot Do for for a small-business owner deciding which job to give an AI assistant first.
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