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Shipped AI automations for startups over 18 months. Here's what's actually working on $8k–$25k projects right now:
Failure modes first — 200+ adversarial tests before launch. 80–90% of AI projects break from unhandled edges.
Hybrid always wins — LLM (Claude/GPT-4o) for reasoning + deterministic code for payments/validation = 96–99% reliability vs 60–70% pure AI.
Human-in-the-loop — Simple Slack + dashboard review queue for the 2–5% tricky cases. Clients love zero slippage.
Stripe + AI — Intelligent name matching, fraud signals, auto-reverify flows = biggest wins for verification apps.
Founder fixing broken AI workflows? Team needing LLM eval help? DM me.
What's your biggest automation pain point right now?
The network for creativity
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People have been talking about this Dario Amodei quote from Davos that AI could do most of what software engineers do within 6-12 months.
What’s interesting to me is that he wasn’t just talking about better coding tools - he was arguing that software engineering may be one of the first domains to get close to full task automation (which could then accelerate AI progress itself)
Curious how this is showing up for freelancers here...
What parts of software work feel closest to full automation right now, and what still feels very far away?
Paper or Figma ?
Paper.design got $4.2M and teases AI, 3D, and new features. As a freelance brand designer (POV), my biggest workflow challenges are feedback and alignment, not the tool.
Which will truly change workflows - new AI tools or better collaboration and feedback?
12 voted
34%
23 voted
66%
35 votes
Closed
I agree with the point about feedback and alignment. New tools can speed things up, but better collaboration is still what makes the work feel clear and move forward smoothly. ( But here's the truth. I don't like Figma. I'm looking for a better alternative.)
Hello everyone to reintroduce myself, I am a Brand Designer & Illustrator, currently aiming to delve into crafting future-forward ideas.
Question regards to this platform, is the usage of AI the only way of actually thriving moving forward, or are there people that is genuinely building visuals + craft without the usage of automation?
I ask, as most challenges is also aimed towards incorporating automation workflows such as kittlr, midjourney, capcut etc. into the process, so is there challenges that aims to reward non-ai workflows at all?
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