artificial
artificial

I built an LLM proxy that uses differential geometry to detect prompt injection — here’s what actually works (and what doesn’t)

I’ve spent the last few months building Arc Gate, a monitoring proxy for deployed LLMs. The pitch: one URL change, and you get real-time behavioral monitoring, injection blocking, and a dashboard. I want to share what I learned because most “AI securit…

Reality of SaaS

Why on earth would you pay $49/mo for a polished Saas product when you can spend $500 a day building one for yourself in Claude. Absolute insanity if you ask me. The End of Software. submitted by /u/aipriyank [link] [comments]

**Baby Minds, Porn AIs, and Why This Feels a Little Bit “adjacent to a predatory dynamic”

I’m not an engineer or a philosopher. I’m a disabled mom in hospice command center mode with my dad, and I use AI every day from my recliner. At first it was just a tool for me: “fix my grammar, help me write this, summarize that.” Very normal. Then so…

Canada gave one AI startup $240M in a single grant — more than 66% of what 107 companies received over 7 years

submitted by /u/Expensive-Aerie-2479 [link] [comments]

scalar-loop: a Python harness for Karpathy’s autoresearch pattern that doesn’t trust the agent’s narration

I built scalar-loop to solve one problem: LLM agents game their verifiers. The pattern is Karpathy's autoresearch loop. LLM proposes an edit, harness runs the metric, loop keeps or reverts based on the number. Simple. Until you watch the agent, on …

How LLMs decide which pages to cite — and how to optimize for it

When ChatGPT or Perplexity answers a question, it runs RAG: retrieves top candidates from a crawled index, then scores them. The scoring criteria are public knowledge from the Princeton GEO paper (arxiv.org/abs/2311.09735). Key signals: answer directne…

Why is every AI getting restricted these days?

Like seriously, it’s not just ChatGPT… it’s Claude, Grok, Gemini… all of them feel way more locked down than before. I genuinely don’t get it. What’s the point of pouring nearly Trillions into this tech if it ends up feeling borderline unusable half …

Project Shadows: Turns out "just add memory" doesn’t fix your agent

Been building a multi-agent system called Shadows for a few months. Nine agents collaborating on strategy work with a shared memory layer. I spent most of my time on retrieval because that's what every benchmark measures. Mem0, MemPalace, Gra…