Great educational post for developers looking to move from basic AI assistance toward structured agent engineering.

Thanks for Sharing

The biggest shift is when AI stops just generating code and actually takes ownership of the build loop. One prompt → setup, implementation, debugging, and iteration is a pretty compelling workflow.

We almost turned Viktor off in week 1. 6 weeks later, 3 people on a 5-person team were running part of their job through him. I run content ops for a small marketing team. Outbound, reporting, the usual mess. We brought Viktor in for outbound follow-ups. First week felt like babysitting one more tool. He kept asking for permissions nobody understood. Figured he would sit in Slack, unused. then the media buyer started asking him to pull campaign numbers before standup. Ops had him drafting vendor emails by week 3. what actually shifted → outbound went out daily, not when someone remembered campaign numbers got flagged before the meeting, not after vendor emails stopped sitting in drafts for days by week 6, three of us were working through the same employee, same channel, same memory of every call we'd made. A copilot helps you work. An AI employee works when you don't. Hire @viktor_com for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #outbound Paid Partnership

Our ROAS dropped overnight. We didn't catch it at month end review. We caught it at standup, because the budget move already had an owner. I run performance marketing for a small ecommerce brand. 4 of us total, no dedicated media ops person. Every week our biggest job was just watching spend. Someone had to notice when a campaign drifted before it burned budget. My first fix was a shared spend tracker. It worked until nobody actually opened it between meetings. The moment it clicked was handing Viktor the daily spend and ROAS pull, with one rule: flag anything that moved without a reason attached. Then it spread. → Our media buyer asks him why a campaign moved before touching budget → Our creative lead pulls him into weekly performance recaps → I stopped being the one who has to notice first He is not a dashboard we check. He is the one who checks the dashboard and tells us what changed. Most small teams find budget drift at month end and call it discipline. It's just nobody owning the watch. We didn't add a tool to the stack. We added a member to the team, and it showed up in the P&L. Hire @viktor_com for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #PerformanceMarketing #Ecommerce Paid Partnership

I tested Space Bunny Alpha on a web development task, and the first thing I noticed was how fast and responsive it felt. From a simple idea, it built a complete interactive plant store with product cards, categories, plant care information, a basket, and a demo checkout flow. What stood out to me was how quickly it handled the coding while building out multiple parts of the UI. Based on our testing, it appears to be at a Flash level, although the official parameters haven’t been publicly released yet. The speed + responsiveness were especially noticeable during my testing. It’s also not limited to OpenCode anymore. Space Bunny Alpha is now available through OpenRouter too.

This is amazing

I must say this is best offer

Wow just awesome

I saw the $1.5 price and my first thought was “okay, how many credits do I actually get?” Turns out it's not a credit pack. It's a full month of Dreamina Basic, with the Seedance lineup included. Seedance 2.5 too. Sep 23–Oct 9, up to 90% off. #Dreamina #DreaminaPartner

The offer isn't available to every account, though. You need to be in Japan, South Korea, the UK, France, Germany, Italy, Spain, Mexico, Brazil, the US, Canada, or Australia. And it has to be your first-ever payment on Dreamina. Both conditions have to be met. dreamina.capcut.com/ai-tool/… #AIFilmmaking

The way to find it: Open Dreamina → top right → Membership → Monthly → Basic. That's where the promotional price appears for eligible accounts. I was definitely looking at the wrong section at first. #AIvideo

I stopped using my AI video workflow like a prompt machine and gave it an actual job. GPT-6 Astra took it, ran Dreamina CLI, and started building the Canvas project for me. Once the project is up, I can still change a node, branch out, and keep building from the same workflow. Dreamina 2.0 is canvas-first the new way AI video is made. And a full month of Dreamina Basic is $1.5 right now — up to 90% off until Oct 9. Here's exactly how 👇 #Dreamina #DreaminaPartner

ok so I turned "GPT-6 Astra can basically do 3D modeling now" into an actual explainer video, and I didn't touch any editing software. I've been going deep on GPT-6 Astra writing real Python geometry code that Blender then runs, and wanted to break down how that actually works, not just hype it. I had the explanation clear in my head; I just needed visuals to make it easy to follow. I took the idea, the workflow, and the visual direction to @Pexoai_offical (pexo.ai) and asked for a whiteboard-style explainer—the kind that actually teaches something instead of just flexing a finished render. Pexo first gave me a three-part structure before animating anything: describe the object, have Astra write the code, then let Blender build the model. I reviewed the plan before it started making the video. Panel 2 felt too vague, so I used Mark to Fix to circle that exact section and asked for the “AI is writing code right now” moment to feel more deliberate, like it was being typed live. That was the part that got me. It didn't touch panel 1 or 3 it went back into panel 2 and fixed that one beat. The final result is a clean whiteboard explainer that walks through the actual workflow instead of just dropping a finished 3D render and calling it a day. If you've got a process you understand well but nobody's seen broken down clearly, this is worth trying. You can give Pexo the idea, materials, and feedback, then keep improving the video through conversation. It’s a very approachable way to make an explainer, especially if you’re not a video editor. Here’s the final explainer and a look at the process 👇 @Pexoai_offical pexo.ai #MadeWithPexo #ad

#HowToMakeMyCampusLit Just checked out the new Dreamina AI update from @Dreamina_ai, and the whole web experience feels much smoother. Dreamina AI Web updated its web experience and canvas, and it’s live now. The new AI video workflows and skills make it easier to go from a rough idea to film concepts, brand ads, viral social media content, and more without getting buried in complicated steps. More time creating. Less time figuring things out. Get 90% OFF your first month of Dreamina Basic. Limited offer available till October 9th! If you create video content, definitely worth checking out.

Your resume gets attention. Your profile can build trust

That telemetry dashboard is seriously impressive getting a pixel-perfect result from ASCII on the first attempt is kind of crazy.

Hot take: you still need to understand agent-written code Here's how we ship @ColdteaAI nearly as fast but still know the entire codebase: Open-source: github.com/coldteadotai/pr-l…

Not just reminding you, but actually completing the workflow. That’s the interesting part.