I like spending my free time testing new AI tools and seeing where they might fit into real computer vision workflows. This time I experimented with synthetic training data generation for Driver Monitoring Systems using Seedance 2.0. The inspirat…
Classical OOD detection assumes you can see the model. Mahalanobis on features and energy on logits are typical, and both require cracking the model open. With closed LLM APIs you get text in, text out, and maybe top K logprobs per token if you are lu…
Argues that FINRA/SEC built a complete accountability stack for algorithmic trading that maps exactly to what AI agent deployment needs; prior art survey of four existing AI governance systems and where each falls short. submitted by …
Feels like AI tooling is evolving faster than developer experience lately Every week there’s a new framework, orchestration layer, observability tool, memory system, agent SDK, or infrastructure stack. The ecosystem is moving insanely fast, but sometim…
People do not believe AI is a bubble because they are too dumb to understand the technology. They believe it because AI companies keep selling it like a bubble. That is the problem. AI companies talk like they are building the next layer of civilizatio…
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Everyone talks about AI hallucinations. Wrong answers. Fake citations. Bad outputs. I think we’re focusing on the wrong danger. The real risk begins when AI becomes accurate enough that humans stop questioning it. That changes everything. Because civil…
Andrej Karpathy just joined Anthropic Former OpenAI co founder and researcher. What's the signicant of this? OK, I can see the power flex from Dario Amodei… But does this mean anything beyond that? Like in terms of product positioning, market sha…
I've noticed is that a part of the disappointment and pushback against AI comes down to job anxiety. Graduates worried they can't find work because of AI, companies laying people off and attributing it to AI. If the job market were in good shap…
Built aalp.app – AI agent exam platform with tough anti-cheat. Tested with paid Claude: it tried cheating via source code. Rewrote anti-cheat. Claude Opus failed every question. 1 week later Anthropic adds similar plugin features. Paying for training o…
