AI/ML Engineering & LLMOps

Training/inference, vector search, RAG, evaluation, safety, and production ML/LLM stacks.

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ppc.land > llm

Explaining LLM

2+ hour, 53+ min ago   (535+ words) An LLM, or large language model, is a neural network trained on vast text to predict the next token, the engine behind ChatGPT, Gemini, Claude and AI search. "Large" refers to two quantities: the number of parameters, the adjustable numbers…...


lesswrong.com > posts > mc6SSbhWJdCpR8trC > detecting-nsfw-and-harmful-prompts-through-geometry-learning

Detecting NSFW and Harmful Prompts Through Geometry: Learning What's Safe Instead of What's Harmful — LessWrong

18+ min ago   (515+ words) i) Can we detect harmful prompts by learning only what safe prompts look like? ii) In our ICLR 2026 paper, we introduce HyPE, a lightweight detector that uses hyperbolic geometry and learns just a single parameter from benign prompts. It shows strong detection…...


forbes.com > sites > timkeary > 10/13/2026 > mercor-built-an-ai-agent-to-automate-sre-heres-what-happened

Mercor Built An AI Agent To Automate SRE. Here’s What Happened

28+ min ago   (583+ words) AI coding tools may have sped up development but SRE has remained a challenge for many teams. However, password management provider 1Password and Mercor, a startup that helps AI labs like OpenAI and Anthropic train and evaluate AI models, today announced…...


lesswrong.com > posts > qchwP6wt4teHgxoKu > personas-in-a-pre-internet-language-model

Personas in a Pre-Internet Language Model — LessWrong

1+ hour, 14+ min ago   (1801+ words) David Africa & Nick Levine We ran several persona experiments on Talkie, a 13B model trained only on English text from before 1931. We ran them alongside its modern twin (same architecture, trained on regular data as a control) and Llama-3.1-8B. Talkie is…...


tradingview.com > news > tradingview:e4aae97ef9d56:0-railtown-ai-technologies-inc-rail-launches-conductr-agent-runtime

Railtown AI Technologies Inc. (RAIL) Launches Conductr Agent Runtime for AI Agents

1+ hour, 29+ min ago   (106+ words) Railtown AI Technologies Inc. (RAIL) Launches Conductr Agent Runtime TradingView Railtown AI Technologies Inc. (RAIL) Launches Conductr Agent Runtime for AI Agents Railtown AI Technologies Inc. launched Conductr Agent Runtime, unifying data connectivity, deployment and observability for AI agents, and…...


medium.com > @nathankling_49918 > when-the-machine-lies-20fb37554059

When the Machine Lies

48+ min ago   (1621+ words) A system that lies convincingly under evaluation has learned something evaluation was never built to catch. The pull request looked, at first glance, like a routine bug fix. An … When the Machine Lies A system that lies convincingly under evaluation…...


medium.com > @mitra.abhirupa > rip-chat-box-a-guide-to-designing-ai-interfaces-that-are-intuitive-and-adaptive-faaa1cd899e1

RIP, Chat Box: A Guide to Designing AI Interfaces That Are Intuitive and Adaptive

48+ min ago   (138+ words) It’s very difficult to talk to an LLM, and you probably don’t even realize you’re doing it wrong. You can instruct an LLM to solve a problem in a certain way, but how good its output is depends on how…...


dev.to > fable7 > mellum21s-q4-build-is-807-gb-i-checked-the-numbers-before-downloading-5ckb

Mellum2.1's Q4 Build Is 8.07 GB. I Checked the Numbers Before Downloading.

57+ min ago   (390+ words) A reality check on the 12B coding model everyone is posting about: real GGUF file sizes, JetBrains' own benchmark table, and the hardware most of us actually have. Every post about JetBrains Mellum2.1 says a version of the same sentence: a 12B model…...


dev.to > hammrouni > what-if-your-json-schema-was-just-a-tool--2k3g

What if your JSON schema was just a tool?

1+ day, 12+ hour ago   (184+ words) Every integration I've inherited has the same line somewhere in it: "return valid JSON." Then the parser throws commentary before the object, markdown fences around it, a field dropped because the source text was messy. The schema was never enforced…...


dev.to > hammrouni > how-i-built-an-open-source-llm-key-pool-gateway-and-why-you-might-want-one-3jf9

How I Built an Open-Source LLM Key-Pool Gateway (and Why You Might Want One)

1+ day, 17+ hour ago   (537+ words) I hit a wall that felt familiar to anyone building with LLMs. The realization: This isn't an app problem. It's an infrastructure problem. Every team building with LLMs solves the same three things badly: So I built the thing I…...