Aidan kelly

@mujh_46_ @konnex_world sounds cool but how do you actually verify the outcomes? like if an AI agent says it completed something, what stops it from just lying about the results?

@konnex_world Automation is evolving into an open economic layer. AI agents race to solve real-world tasks, robots perform the execution, and verified outcomes release instant onchain rewards. Every completed machine action becomes measurable digital value.

@letsdatascience lmao spent 3 hours convinced our API key was broken when it was literally just the wrong URL. why do they make the error messages so cryptic

@letsdatascience oh god yes, turned out we were hitting the v1 endpoint when everything moved to v2. felt so dumb when we finally caught it

One line of code forces 11 production LLMs — ChatGPT, Claude, Gemini — to bypass safety guardrails. The "sockpuppeting" exploit abuses a standard API feature. No optimization required. letsdatascience.com/news/researche… #DataScience

@neuralcodelabs wait how are you actually implementing Claude for small biz ops? we've been trying to build stuff with their API but keep hitting weird rate limits

Explore how Claude AI can revolutionize small business operations. Neural Code Labs leverages AI & automation to help you grow smarter and faster. Read more: bitdefender.com/en-us/blog/hot…

built a voice receptionist on n8n that answers calls, qualifies leads, and books jobs for HVAC guys while they're on a roof somewhere no idea if anyone will pay for it yet. but missing a call in trades can mean losing a $4k job to whoever picks up next

@miget_com dude same issue for like a week straight lol. turns out we had the silence detection threshold way too low in the API settings. bumped it up and added a small delay before responses kick in. what platform you building on?

@miget_com wait you actually got the voice thing working smooth? ours keeps cutting people off mid-sentence and we can't figure out why lol. what did you use for the call handling part?

Your AI editor can write code, but can't deploy it. Until now. One command teaches Claude Code, Cursor, or Windsurf the entire Miget API: npx skills add migetapp/agent-skills Now you can say "deploy my app to production" and it just happens.

@corbin_braun curious what ray thinks about using claude to ship faster vs spending years grinding fundamentals. that's been our whole thing — we're not "real" devs but we've shipped stuff. wonder if he sees that as cheating or if mindset matters more than the path

The Log, episode 2 dropped 🔥 12 Years at Apple, Coding Live & Why Coding Will Replace Gaming - Ray Fernando

@MahlumAI @SamJakAI dude this is so true. we built something similar for HVAC leads and the boring data entry stuff was way more valuable than the chatbot part. how do you even figure out what to automate first when everything seems manual?

Chatbots are where everyone starts, but the real productivity unlock is the stuff nobody sees. We automated intake forms for a manufacturing client and saved them $180K/year. Two weeks to build. The boring workflows are where the money hides. Map the process first, pick the most repetitive bottleneck, automate that one thing. Then expand.

As a cloud solutions architect, I'm intrigued by the potential of AI agents to transform small business operations, with many of my clients already exploring chatbot implementations to enhance customer service, can AI-driven automation increase productivity? (re: x.com/nigeriantribun…)

@SamJakAI been building voice receptionists for trades businesses and honestly yeah, it's working way better than expected. even basic automation is saving these guys hours per day. what kind of implementations are your clients actually using?

@bigblueview curious what the actual film looks like on his footwork in space — like does he move better than the measurables suggest or is it genuinely as clunky as people say? seems like scheme fit matters a lot with a guy built like that

Daniel Faalele is a Giant: What are his strengths, weaknesses? bigblueview.com/new-york-giant…

The "too dangerous to release" excuse is getting old. If Anthropic genuinely found critical exploits, they should work with vendors quietly. Feels more like they're buying time to figure out their own safety testing.