CODING feels like the first and easiest step it could take after solving natural language so it is taking the path of least resistance to what it can understand at the "neuro" level.
What's next for it to understand? probably spacial/geometric and mathematical relationships. It's not so good at those still. That will likely take CAD and 3D modelling out pretty quickly etc.
The other thing we are seeing is instead of training it to understand these concepts, just build things towards what it already knows like code and natural language. That is why so much software now wants to have all their stuff be able to be build using code.
there is obviously productivity increase with AI but it might have a ceiling. AI leader bluffing spending trillions is a joke. cost of ai gets cheaper, compute spend getting higher is just confusing. the gap is really huge. it seems just selling hype
we currently support 1000+ app integration. we have rolled out 117+ apps that simple to connect. We are rolling out the rest since they are not non-technical friendly.
I have been experimenting with openclaw for the past 3 months and I am Software Engineer and I had difficulties setting it up and managing it. I almost bought Mac Studio to run it, bought into the hype. I do believe it absolutely amazing product. I recently launched AlitaGPT.COM (Alita.com was already registered) to provide a managed openclaw with hundreds of custom application integration. I used GCP GKE -Autopilot which is dedicated node for every customer which is costly on average $30-45/customer + AI API COST. I have launched couple managed openclaw on AlitaGPT and tried OpenAI GPT 5.1, worst and annoying models, it keeps asking for confirmation 10 times before doing a simple task. MiniMAX and Claude models tend to be better AI models at doing agentic tasks.
If @SAM_ATMAN keeps at this rate, MiniMax and Claude will takeover for B2B and B2C market.
not promotional post, but I would love to hear insights of HN engineers on AlitaGPT.COM . I built it for non-technical users who have no idea what openclaw is and I have integrated hundred of app OAUTH2. adding more apps.
The quality of your logs is critical. Our algo/LLM has no idea about your code but the "Logs". We currently push toward standardizing Otel based logs. You can read about it here https://opentelemetry.io/docs/specs/otel/logs/
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