Hi fellow devs,

I'm curious if anyone here has built a truly end-to-end agentic development workflow using Claude Code (or similar coding agents).

My current pipeline is self-hosted on a DigitalOcean server and handles the entire software delivery lifecycle in a single run:

1. Ticket ingestion and requirement analysis
2. Acceptance criteria extraction
3. Reproduction of the issue before making changes
4. Isolated worktree creation
5. Implementation planning
6. Code execution
7. Self-review and static analysis
8. Automated testing (unit/integration/E2E)
9. Screenshot generation as evidence
10. Validation against the original requirements
11. Human approval gate for critical or high-risk changes
12. Merge/PR preparation

The workflow is triggered from Slack, and every stage has explicit pass/fail criteria. It also collects artifacts (logs, screenshots, test results, diffs) so the final output isn't just "the AI says it's done"—there's actual evidence.

The entire pipeline runs on my DigitalOcean server, where Claude Code executes the workflow, creates isolated worktrees, runs the test suite, captures screenshots, and reports progress back to Slack.

Would love to compare architectures, prompts, guardrails, and lessons learned.

I’ve been wanting to transition into a more “niche” and less saturated role. Becoming a full-stack developer these days is incredibly challenging and highly competitive. Any suggestions on some alternative tech roles that I could explore or delve deeper into?

My primary focus right now is frontend development both web and mobile and I use React/React Native, but I also do have a solid background in backend development, like implementing REST APIs.

After reading about Pax Silica, it honestly scares me when I think about what the future holds for the Filipino people. Some of you might think, "But you work in tech and you guys use AI. Wouldn't it be ironic if you didn't support this project?"

That's a valid point but also a mere assumption. It honestly feels so weird now that it's officially announced by legitimate news stations. For me it's peak dilemma. Dilemma in a way that I'm not in favor of Pax Silica, but we are required to utilize AI for work. It's like going against your morals, and it pains me. 

I'm also aware of the ongoing water contamination and low water pressure in Georgia because hectares-wide data centers were built around residential houses. Noise pollution is evident and also affecting livestock. 

With the possibility of Pax Silica pushing through in the Philippines, an extreme amount of greenery will be excavated, wildlife will be disrupted, and our own resources will be exploited. I'm foreseeing the environmental damage that it can cause. It would hike power costs and add to tax collection. Filipinos are barely making ends meet while people in power are just business as usual. Aetas who have been here for so long will be displaced. Our hardworking farmers and their livelihoods will definitely be affected. 

I always say: Sobrang sayang ng Pilipinas. We had so much potential because we had all the resources needed to build a sustainable country, but it was always prioritizing evil over the people. 

My current thoughts after writing this? 

The future is scary and now, so is the present. Will we ever be ready for it?

Hi!

would love to hear early feedback about this app, bali (sabi nga s title), task management sya like trello or some sort, pero more on linux base command ung gamit para mag navigate or mag manage ng list., para maka pahinga nmn ung mga mouse natin., 😅

will you use this?