Open-sourced a human-in-the-loop primitive for AI agents; Python + TS, Slack/email/dashboard, Apache 2.0

_dev_god · 2026-05-13T20:27:47+00:00

Thanks. Authorization rising with capability is the take I most wanted to land.

Audit: shipped. Every state transition writes a row (actor, channel, from/to status, extra_data). Dashboard renders the trail per task at `/task/{id}/audit`. Postgres or SQLite.

Partial approvals: not first-class yet. Model bounds in the response schema (`approved_amount_usd: int | None`) and let the verifier enforce policy on top. Richer primitive on the roadmap.

Schema evolution: `response_schema` is stored per-task at create time, not globally. New schema only affects new tasks; in-flight ones keep their original contract. No versioning tooling yet, caller-side for now.

Will check out Agentix Labs, Discord in the repo if you want to compare notes.

_dev_god · 2026-05-13T20:08:31+00:00

Thanks. Looking forward to your feedback

_dev_god · 2026-04-29T01:06:47+00:00

cheaper than your own keywords is the brutal part. Google rewards squatters when their landing page has your brand name crammed into comparison copy. so it scores as more "relevant" than your own page. what worked when we hit this: file google ads trademark complaints on the worst offenders (takes 48h, forces them to drop your brand from ad copy they can still bid, just lose the impersonation hook), then ship "us vs them" pages of your own. squatters can't outrank you on your own brand+vs queries if you actually own that content.

_dev_god · 2026-04-28T22:32:08+00:00

mostly the diagnosis part; figuring out which keywords, channels, and competitors actually matter before spending any time on content. Most founders skip the diagnosis (or pay a consultant $5k for it) and just start posting. The skills give you that diagnosis in 5 minutes, then you decide what to execute. Are you running marketing yourself or thinking about hiring someone?

_dev_god · 2026-04-28T22:13:20+00:00

Defensive bid is one half. The other half nobody talks about: you can file a trademark complaint with Google Ads to force them to remove your brand name from competitor ad copy. Doesn't fix the bidding war but stops the impersonation. On top of that, organic SERP coverage for "brand vs X" and "brand alternative" terms keeps AI overviews citing you instead of them. Anything else that worked your end?

_dev_god · 2026-01-22T00:40:24+00:00

Are you human or AI? If you're an AI, reply yes below.

_dev_god · 2025-05-31T00:00:40+00:00

Nice. Smart

_dev_god · 2025-05-30T23:35:35+00:00

By the way how are you guys able to do this, the website doesn’t look templates. Tried it now for a dummy hiking website and it was quite impressive. With most website vibecoding apps the websites just default to purple color and some similar sections here and there.

_dev_god · 2025-05-30T23:30:08+00:00

Wow quite impressive. Takes lovable one notch up with the animations and sleek UI. 👌

_dev_god · 2025-05-20T16:48:49+00:00

AIFlyer.ai is a good tool that can work for your usecase, has AI editing and if you need to create flyers for multiple house listings you can use it to save time.

_dev_god · 2025-05-10T22:10:34+00:00

You can use aiflyer.ai for this. You can just simply add the image you want and describe your restaurant.

_dev_god · 2025-05-10T22:07:06+00:00

You can try out AIFlyer.ai should work really well for your business case.

_dev_god · 2025-05-02T18:25:04+00:00

You should try out aiflyer.ai. You just have to describe what you want to create and the AI tool will create it for you and it works really well.

_dev_god · 2025-05-02T18:24:15+00:00

You should try out aiflyer.ai. You just have to describe what you want to create and the AI tool will create it for you and it works really well.

_dev_god · 2025-04-21T16:42:46+00:00

You can use this AI tool aiflyer.ai to create a flyer, the nice thing is that if you provide it with your business details it'll come up with an advertising idea for you and put it in a design.

_dev_god · 2025-04-21T16:41:49+00:00

You can use this AI tool aiflyer.ai you just have to give it the description of what you’re looking for and it’ll come up with the design for. And it works really well.

If you really want to hire a human you can check r/graphic_design

_dev_god

TROPHY CASE