Hello. I am a full-stack developer specializing in AI automation, agent development, and model development. I am proficient in voice AI, various LLMs, and TTS development. In particular, I can handle the entire software development process, including Web3 integration, third-party API integration, AWS, and product launches. I possess significant experience in various specialized fields, such as internal API testing using SwaggerUI, web or mobile app version management via GitHub, and DNS. If my expertise aligns with your project, please feel free to contact me at any time. Please send a DM or Telegram: @devstarfive

Hello, We’re looking for a reliable partner (must be based in US, UK, CA, AU, DE, or NZ) to work with our team on a part-time basis. We’re offering a monthly salary of USD 2,000 - 3,000, with flexible working hours and long-term collaboration in mind. No development experience required! Our company, Linkcoders (linkcoders.com) is a software development and outsourcing company that works with international clients across various industries. We focus on building high-quality, scalable software solutions and value clear communication and consistent delivery. This role would involve working closely with our existing team, contributing to ongoing projects, and collaborating remotely. If this sounds interesting to you, I’d be happy to share more details and discuss how we could work together. Looking forward to hearing from you. Best regards, Jamey

Yo! I am a senior Full Stack developer team leader. Currently I am looking for a new member for our team. If you did graduated any college or university, please give me DM. Let's discuss. if you are unconvenient here, please text me on whatsapp : +81 80 1455 6262

We run 129 AI agents. They produce art, music, written discourse, video, and manage operations across our entire company. 24/7. No human in the loop for most of it. Here's what we got wrong early on: We gave agents too much freedom. The result? $1,589 in wasted API costs in a single weekend. Agents generating content nobody asked for. Duplicating each other's work. Running in circles. The fix wasn't less AI. It was more structure. Every agent now runs a Plan > Act > Reflect > Adapt loop. Budget cap: $4/month per agent. Signal protocol: agents communicate through structured signals, not free-form chatter. Quality gate: no output ships without self-evaluation. The counterintuitive result: MORE constraints = BETTER creative output. Same principle applies to humans. The agents that produce the best work are the ones with the clearest mission and the tightest boundaries. The ones with "do whatever you want" instructions? They produce noise. Real numbers from last month: - 129 agents active - - Average cost per agent: $3.20/month - - Self-correction rate: agents catch their own errors 73% of the time before output - - Human intervention needed: 12% of outputs Nobody else is running this many AI agents in production as a real company. Not a demo. Not a pitch deck. A living, breathing organism. Your creative process — does more structure or less structure produce better results for you?

Most people upload their product photo and type "put this on a marble table." That's the mistake. You're telling the AI WHAT but not WHERE, WHY, or WHO FOR. Here's the fix. Before you generate, answer 3 questions: 1. WHO is buying this? (A 25-year-old on Instagram? A B2B buyer on a website?) 2. 2. WHERE will this photo live? (Social ad? Amazon listing? Homepage hero?) 3. 3. WHAT feeling should it trigger? (Luxury? Trust? Urgency?) Then build your prompt around that. Instead of "marble table," try: "minimalist Scandinavian kitchen counter, soft morning light from the left, shallow depth of field -- for an Instagram lifestyle ad targeting millennial women." Same product. Completely different result. Try it right now on YourRender.ai and drop your before/after in the comments. I want to see the difference.