Imagine initiating an AI system one time, and then getting billed $1,213,430 when the run finishes. No really, OpenAI wants you to imagine it. The company has published an intriguing blog post about “an autonomous vulnerability discovery, exploitation, and patching pipeline” that spawns countless agents that hunt down a massive number of software vulnerabilities, prove they’re scary, and create the code that would eliminate them. It sounds a little like a
Tag: how much does ai api cost calculator
OpenAI Says a Cyber Pipeline Racks Up $1.2 Million in API Costs
Inference costs plummet by 78%! aiXcoder open-sources the aiXcompact-4B model to tackle agent context compression tasks.

As coding Agent tasks become increasingly complex and execution chains grow longer, token overhead is surging. Effectively controlling token costs has become an engineering challenge that must be addressed for AI to scale.Open-source repository: github.com/aixcoder-plugin/aiXcompact-4BOn November 11, aiXcoder, incubated by the Institute of Software Engineering at Peking University, open-sourced aiXcompact-4B, a “dedicated context compression model” designe
Did Opus 5.5 become weaker after November 3? When I repeated the same request 36 times using the same Claude Code as on November 2, the quality remained unchanged, but the cost increased by 6%. #AI - Qiita

@suwa_nobuinJQIT Co., Ltd.Has Opus 5.5 become weaker since 11/3? When I reran the same request from 11/2 36 times using the same Claude Code, the quality was unchanged, but the cost increased by 6%.AIAI agentsClaudeClaudeCodeGenerative AI0Last updated at 2026-11-11Posted at 2026-11-11
Meta launches Muse Ember, ultra-cheap AI for repetitive tasks that costs cents - Canaltech
Meta announced Muse Ember, its smallest and most efficient artificial intelligence model to date. Unveiled by Mark Zuckerberg in a post on X, the new model was developed to perform repetitive tasks at scale, especially those carried out continuously by AI agents, such as tool calls, document analysis, data extraction, and programming subtasks.Continue after the advertisementThe model functions as alightweight agent or subagentwithin more complex artificial
Changes to Voice Live SDK 1.2.0 and API GA on 2026-07-15 — Classification of Untyped Features in the SDK #AI - Qiita
@miyaura(Miyaura)Changes in Voice Live SDK 1.2.0 and API 2026-07-15 GA - Classifying Features Without Types in the SDKAzureMicrosoftFoundryVoiceLiveAPIdotnetAI0Last updated at 2026-11-10Posted at 2026-11-10 A Look at What Changed in Voice Live SDK 1.2.0 Microsoft Foundry's Voice Live API is an API for building agents that converse using voice. Its .NET SDK (Azure.AI.VoiceLive) had reached version 1.2.0, so I wanted to take a look at the available features
Handling Conversational “Pauses” with the Voice Live API — Speaking First, Waiting for Hesitation, Interrupting, and Talking During Wait Times #AI - Qiita
@miyaura(Miyaura)Handling the "Pauses" in Conversations with the Voice Live API - Speaking First, Waiting for a Hesitation, Interrupting, and Speaking During Wait TimesAzureMicrosoftFoundryVoiceLiveAPIdotnetAITAG30@@0Last updated at 2026-11-10Posted at 2026-11-10
154 Apply for KADOKAWA’s Early Retirement Program, Aiming to Cut Personnel Costs by About ¥1.7 Billion Annually - ITmedia NEWS

KADOKAWA announced on July 2 that 154 employees had applied for the early retirement program it had been recruiting for among employees aged 45 and over. The program is expected to reduce labor costs by approximately ¥1.7 billion annually (approximately ¥1.1 billion over the eight months from August in the fiscal year ending March 2027). From Timely Disclosure Early retirement was open to employees aged 45 and over who belonged to specified job grades and
Goodfire says its new ‘inside-out’ monitors catch rogue AI agents at a fraction of the cost

Goodfire, a startup focused on interpretability (figuring out how AI models work internally), launched a cheaper option on Thursday: monitors that watch what’s happening inside an AI model as it works, rather than just reading what it writes. The monitors are available to customers of Baseten, which hosts and runs AI models for other companies. Baseten’s Base Labs announced a safety partnership with Goodfire and the AI platform Hugging Face last month. The
Google opens Android development to third-party AI agents and unveils new Gemini APIs

Google opens Android development to third-party AI agents and unveils new Gemini APIs Maximilian Schreiner View the LinkedIn Profile of Maximilian Schreiner Oct 28, 2026 Nano Banana Pro prompted by THE DECODER Key Points Google is opening its Android Studio development environment to more than 40 external coding agents like Claude and Codex via the "Bring Your Own Agent" feature, while expanding terminal tools to cut down on development time and token usag
OpenAI admits it "didn't get everything quite right" with ChatGPT Work launch and scrambles to fix UX and costs

OpenAI admits it "didn't get everything quite right" with ChatGPT Work launch and scrambles to fix UX and costs Matthias Bastian View the LinkedIn Profile of Matthias Bastian Jul 11, 2026 AI News Without the Hype – Curated by Humans Subscribe to THE DECODER for ad-free reading, a weekly AI newsletter, our exclusive "AI Radar" frontier report six times a year, full archive access, and access to our comment section. Subscribe now { "@context": "https://schem
Rapid LLM development is outrunning the research meant to explain it, study finds

Rapid LLM development is outrunning the research meant to explain it, study finds Matthias Bastian View the LinkedIn Profile of Matthias Bastian Nov 3, 2026 GPT-Image-2.5 prompted by THE DECODER AI News Without the Hype – Curated by Humans Subscribe to THE DECODER for ad-free reading, a weekly AI newsletter, our exclusive "AI Radar" frontier report six times a year, full archive access, and access to our comment section. Subscribe now { "@context": "https:
From a Single Investment to an Ecosystem: Pudong Venture Capital Brings AI Entrepreneurs into the “Circle”
A graduation ceremony illustrates a new path that Pudong Venture Capital is advancing: making an investment the entry point, then connecting courses, capital, industry scenarios and entrepreneurial partners. For young teams, entrepreneurship need not begin from scratch as lone actors; entering the camp also means joining a “circle of contacts” where they can continually seek resources, exchange ideas and expand cooperation. Investment upon Admission: Patie
Raised RMB 2 billion in 10 months, and another AI unicorn emerged—Shanghai state-owned capital invested.

Zhidx (WeChat official account: zhidxcom) Author | Yang Jingli Editor | Li Shuiqing Zhidx reported on November 5 that today, Sand.ai (Sandai Technology), a Shanghai-based video generation foundation model startup, announced the completion of US$200 million (approximately RMB 1.334 billion) in a Series A+ funding round. This was the third funding round the company completed in 2026, bringing its cumulative fundraising over 10 months to US$300 million (appro