{"hookSpecificOutput":{"hookEventName":"PostToolUse","additionalContext":"[learning-opportunities-auto] The user just committed code. Per the learning-opportunities skill, consider whether this is a good moment to offer a learning exercise. If the committed work involved new files, schema changes, architectural decisions, refactors, or unfamiliar patterns, ask the user (one short sentence) if they'd like a 10-15 minute exercise. Do not start the exercise until they confirm. If they decline, note it — no more offers this session."}}also you can secure/lockdown tool calls better and make the agents tasks retryable, give it failure modes etc. (not if ur laptop dies during agent work its only god and the agent who know what happened to your code.. oh no wait. the agent needs to just spend 100k tokens to remember where it was (great way to spend ur money).
Conceptually, you should treat them as incremental software instead of magic you grab from others [1]
The killer feature is that coding harnesses tend to have SkillBuilder agent skills so creating them becomes very easy and you can evolve them.
I recommend you build your own for your particular pain points.
Very simple example [2] showing what another user mentioned around "evals" so that you can really achieve good enough correctness for your automation.
- [1] https://alexhans.github.io/posts/series/evals/building-agent...
- [2] https://alexhans.github.io/posts/series/evals/sketch-to-text...
> When you complete architectural work (new files, schema changes, refactors), Claude offers optional 10-15 minute learning exercises grounded in evidence-based learning science. The exercises use techniques like prediction, generation, retrieval practice, and spaced repetition to provide you with semi-worked examples from across your own project work.
Confusing name though.
Examples?
> Generation effect: Accepting generated code and decreasing generating one's own code can skip the active processing that builds understanding.
Holy truth.
I want to learn Java spring, and probably let ai help me / quiz me. I will take a look into the skills for inspiration.
I know I sometimes get demotivated mid-way, but that also tells me it might not be worth the investment
I still don't see why AI would be mandatory. It's helpful, yes, but not mandatory.