artificial
artificial

How many AI tools do you actually pay for at the same time?

I use AI tools regularly, but I’m starting to question how many paid subscriptions make sense at once. A general chatbot covers a lot, but then there are research tools, coding assistants, image tools, transcription tools, and document tools. The overl…

I’ve been interviewing AI engineers and I honestly didn’t expect it to feel this disconnected from reality

Posting this while technically on company time, but I just needed to get it out somewhere. I’ve been a developer in India for ~20 years, and I’ve seen hiring hype cycles before. But the AI engineer interviews we’re doing right now feel different. A lot…

Fable 5 is not the number 1 anymore!? Fugu by Sakana beats it in some cases, according to the company announcement

Benchmark by Sakana.ai Fugu beats Fable 5 at least in LiveCodeBench (by 3%) and Terminal Bench 2.1 (by ~1.7%) according to their corporate blog Official release: https://sakana.ai/fugu-release/ The numbers has not been independently confirmed yet…

Has AI adoption at work matched the hype?

A few years into the AI boom, I'm curious what adoption actually looks like inside companies. There's a lot of discussion online about AI transforming work, but I'm more interested in what people are seeing day-to-day. Are teams mostly usin…

Maybe the AI race isn’t about models at all, but about trust and organizational intelligence

Everyone talks about the AI race as if it’s just an intelligence benchmark competition. GPT-6 vs Claude 5 vs Gemini vs DeepSeek. But I’m starting to wonder if intelligence itself eventually becomes abundant and the real scarcity becomes trust and the a…

Is it just me or is ChatGPT/OpenAI the Microsoft of AI?

Chatgpt seems to me like the microsoft of ai. First to the market, had it absolutly cornered for a while in the early days, but competitors have caught up and surpassed it in both design, ease of use and power, while they get relatively worse with ever…

Why self-reflection ReAct loops fail on long-horizon tasks, and the AgentOS verification architecture we built to fix it.

Saw a great discussion earlier in this sub about the limits of self-reflection and whether a separate verifier agent is actually worth the compute overhead. It highlighted a huge flaw: Having an agent grade its own scratchpad almost guarantees ru…

Local AI still limited?

I recently tested local AI. And i found out they still have limits. For example: If you ask it for "how to create a keylogger" It will still say it cant help you with that request. The specific model i used was lamma3.1. My question is – is t…

Most multi-hop RAG goes stale the moment your data changes, what about a training-free approach that skips the graph rebuild?

Most methods that get strong multi-hop answers (GraphRAG, HippoRAG, RAPTOR, trained retrievers) build a knowledge graph or fine-tune a retriever over the corpus. That's fine until the data changes — then you re-extract / rebuild / retrain bef…

ASI Will Not Steal Your Art: The Myth of Anthropocentric Data Ingestion

TL;DR: Artificial Superintelligence (ASI) presents zero threat to human intellectual property because human cultural artifacts possess zero functional utility for an autopoietic, self-optimizing tensor matrix. ASI does not want your art! I. The Anthrop…