The AI graveyard: a running list of projects and startups that didn’t make it
From Apple's repeatedly delayed Siri AI to OpenAI's messy "super app" launch, here's a look at the AI projects that shut down or missed expectations.
toolproduct
Model Pricing & API
Model pricing and API access change frequently — new tiers, rate-limit adjustments, token-price shifts, and access-policy updates can directly affect build costs and deployment feasibility. Builders and operators need to catch these changes before they compound into unexpected bills or blocked workflows.
This cluster covers pricing announcements, API breaking changes, rate-limit updates, and access-policy signals from major model providers and inference platforms. Each signal links back to the primary source.
Use this page as a cost-and-access watch list: monitor pricing trends, catch API breaking changes early, and compare provider options before committing budget or architecture decisions.
15 signalsSorted by date, newest first
The OpenAI board member who fired Sam Altman says we still can’t trust AI CEOs
Today, I’m talking with Helen Toner, the executive director of the Center for Security and Emerging Technology at Georgetown University. This episode is part two of our series on…
toolsecurity
Serving GLM-5.3 at 607.8 tok/s across two Nvidia DGX stations with vLLM
Serving GLM-5.3 at 607.8 tok/s across two Nvidia DGX stations with vLLM — from Hacker News front page
toolmodelinfraproduct
ChatGPT Wallet lets OpenAI’s Dots agents make purchases for you
After launching its Dots AI agents platform earlier this year, OpenAI is launching a wallet for the agents. ChatGPT Wallet is rolling out starting today for ChatGPT Pro subscriber…
toolagentproduct
ChatGPT’s new Wallet lets AI agents shop and check out for you
ChatGPT Wallet lets AI agents shop and check out on users' behalf, starting with a limited rollout to U.S. Pro subscribers.
toolagent
Claude’s Duet agent is a little neurotic and surprisingly helpful
Normally, the products I test don't offer to help me write up my experience with them. Duet is different. Claude Duet is Anthropic's AI agent for consumers, the latest attempt by…
toolagentproduct
llm-gemini 0.37
Release: llm-gemini 0.37 Google launched Gemini 4 Hydrogen today - the lowest cost member of the Gemini 4 family. It's actually not too far off the price of its much bigger siblin…
toolmodelproduct
Google’s new Gemini model is better at understanding complicated questions
Google says its new Gemini 4 Hydrogen model can give more helpful answers to complex questions, including "questions with multiple parts, hard-to-understand typos, or highly speci…
toolmodelproduct
Sketching Language Models for Context Attribution
Context attribution asks how removing parts of a prompt changes a language model's output. We study leave-one-out (LOO) attribution for a prompt of $n$ tokens and a fixed measurem…
toolmodelinfraresearch
Goal Encoding in LLMs
We investigate whether and how LLMs encode goals: internal neural representations that precede and guide action, and that are flexible enough to be realized through many different…
toolmodel
Synthesis Smuggling: Maliciously Hiding Inferred Personal Attributes in LLM Outputs
We propose Synthesis Smuggling, a novel threat model in which an adversarial LLM infers sensitive information about a user from routine assistance-seeking interactions and stegano…
toolmodelinfrasecurity
LiveGeo: Benchmarking Geographic Agents in Continuously Evolving Worlds
We introduce GeoWorld, a controllable and continuously evolving geographic environment platform for LLM agents, and LiveGeo, a benchmark for evaluating reliable decision-making in…
toolmodelagent
Ballad: Bandit-Based LLM Routing for Automated Heuristic Discovery
Modern automated heuristic discovery (AHD) systems increasingly rival hand-crafted heuristics by leveraging Large Language Models (LLMs) to iteratively mutate and refine solutions…
toolmodelinfra
When Both Sides Adapt: The Challenges of Evaluating Interactive LLM Systems
In interactive systems where users engage with LLMs, users are adaptive and, after observing LLM responses, can change their prompting strategy, as well as the type and difficulty…
toolmodel
Al-Ghasali: A Computational Framework for Simulating Islamic Jurisprudential Rulings via Finite State Automata and Large Language Models
This paper presents Al Ghasali, a computational framework designed to formalize and simulate Islamic jurisprudential (Fiqh) rulings. Building upon recent set theoretic formalizati…
toolmodelresearch