There's lots of ways. You have to upskill through the stages IMO. Write code, write w/ agent, write w/ multi agents, write w/orchestrators.
My way is to just run a giant AI agent factory engine and make the agents full flow do everything. (plan long term, write prd, task, review).
Here's ~4000 commits in last month as an example, i have about ~10k ish including private/work stuff?
https://github.com/portpowered/you-agent-factory/commits/mai...
The premise when you get to full automation generally is you go full industral engineering:
1. watch overall flow, improve process via continuous improvement
2. work via checklists and gates.
3. replace process with mechanisms as much as possible (code > agents)
4. optimal throughput is continual testing and iteration (CI, CD), coverage, full e2e tests, mock everything, general best practices really.
decent blog:
https://openai.com/index/harness-engineering/
general points:
- build lots of linters
- document literally everything (arch, prd, best practices in repo)
- too many agents at the same time makes lots of code conflicts, so need to consider architecture of code how to maximize concurrency.
My way is to just run a giant AI agent factory engine and make the agents full flow do everything. (plan long term, write prd, task, review).
Here's ~4000 commits in last month as an example, i have about ~10k ish including private/work stuff? https://github.com/portpowered/you-agent-factory/commits/mai...
The premise when you get to full automation generally is you go full industral engineering:
1. watch overall flow, improve process via continuous improvement
2. work via checklists and gates.
3. replace process with mechanisms as much as possible (code > agents)
4. optimal throughput is continual testing and iteration (CI, CD), coverage, full e2e tests, mock everything, general best practices really.
decent blog: https://openai.com/index/harness-engineering/
general points:
- build lots of linters
- document literally everything (arch, prd, best practices in repo)
- too many agents at the same time makes lots of code conflicts, so need to consider architecture of code how to maximize concurrency.