惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

T
Threat Research - Cisco Blogs
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
V
Vulnerabilities – Threatpost
GbyAI
GbyAI
P
Proofpoint News Feed
L
LINUX DO - 热门话题
P
Palo Alto Networks Blog
A
About on SuperTechFans
T
Tenable Blog
M
MIT News - Artificial intelligence
IT之家
IT之家
I
Intezer
D
DataBreaches.Net
爱范儿
爱范儿
T
Threatpost
C
CERT Recently Published Vulnerability Notes
云风的 BLOG
云风的 BLOG
博客园 - 三生石上(FineUI控件)
WordPress大学
WordPress大学
K
Kaspersky official blog
大猫的无限游戏
大猫的无限游戏
A
Arctic Wolf
Y
Y Combinator Blog
Cyberwarzone
Cyberwarzone
酷 壳 – CoolShell
酷 壳 – CoolShell
D
Darknet – Hacking Tools, Hacker News & Cyber Security
H
Help Net Security
Microsoft Security Blog
Microsoft Security Blog
Spread Privacy
Spread Privacy
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
AWS News Blog
AWS News Blog
博客园 - 聂微东
C
Check Point Blog
S
Securelist
有赞技术团队
有赞技术团队
雷峰网
雷峰网
aimingoo的专栏
aimingoo的专栏
Last Week in AI
Last Week in AI
Stack Overflow Blog
Stack Overflow Blog
MongoDB | Blog
MongoDB | Blog
D
Docker
G
GRAHAM CLULEY
T
The Exploit Database - CXSecurity.com
C
Cybersecurity and Infrastructure Security Agency CISA
T
Tailwind CSS Blog
L
Lohrmann on Cybersecurity
G
Google Developers Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
L
LangChain Blog

Forbes - Innovation

Why Do Humans Have Fingerprints? Hint: It’s Not What You Think Booking.com Confirms Data Breach, Reservation PIN Codes Changed Why Major News Sites Are Blocking The Internet Archive’s Wayback Machine iPhone Fold Release Date: New Report Details Frustrating Apple News Comet Tracker: How To See Pan-STARRS And Three Planets On Wednesday NYT Mini Crossword Today: Tuesday, April 14 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Tuesday, April 14 (It’s A Little Unclear) Today’s Wordle #1760 Hints And Answer For Tuesday, April 14 Most Of The Microplastics In Urban Air Come From Tires Today’s Wordle #1759 Hints And Answer For Monday, April 13 NYT Mini Crossword Today: Monday, April 13 Hints And Answers NYT Pips Today: Hints, Answers And Walkthrough For Monday, April 13 The YC Chief Who Codes 10,000 Lines A Day Has A Simple Secret Samsung Expands One UI 8.5 Beta To More Galaxy Owners Why You Should Stop Using Your iPhone If It’s On This List Chamath Says Firms That Treat AI As A Strategy Hand Rivals Their Edge 3 Unexpected Habits Of Secure Couples, By A Psychologist The First Lamp That Folds Your Clothes Samsung’s Disappointing Price Update For Galaxy Phone Buyers 3 Subtle Signs Someone Is Falling In Love With You, By A Psychologist Do Mantis Shrimp See More Colors Than Humans? A Biologist Explains NYT Connections Answers Explained For Monday, April 13 (#1,037) NYT Connections Hints Today: Monday, April 13 Clues And Answers (#1,037) LEGO Luigi & Mach 8 (72050) Review: 2026’s Best Set Yet? Marc Andreessen Says AI Productivity Will Trigger A Hiring Boom 3D Printing Is The Ultimate Hack To Reduce Household Spending Apple iPhone Fold: Striking Design Revealed In Leaked Photos Apple Smart Glasses: New Leak Reveals A Major Design Twist To Beat Meta Tested: The AI Coming To The Rivian R2 Quordle Hints Today: Monday, April 13 Clues And Answers Companies And H-1B Employees Endure Immigration Waits At Consulates 3 Easy Ways To Turn Anxiety Into Sustained Focus, By A Psychologist Here’s The Most Affordable Humanoid Robot You Can Buy Now UFC 327 Results: 5 Biggest Takeaways From A Wild Night In Miami UFC 327 Results, Bonus Winners, Highlights And Reactions Dana White Announces Huge New Fight For UFC White House Today’s NYT Strands Hints, Spangram, Answers: Sunday, April 12 (Get Ready) Tesla ‘Model 2’ Rises From The Ashes Today’s Wordle #1758 Hints And Answer For Sunday, April 12 NYT Pips Today: Hints, Answers And Walkthrough For Sunday, April 12 Tyson Fury Vs. Arslanbek Mahkmudov Results: Highlights and Reaction NYT Mini Crossword Today: Sunday, April 12 Hints And Answers How Shadow AI Culture Is Destroying Your Business Venture Capital Funds That Market Like Startups Win More Deals Conor Benn Vs. Regis Prograis Results: Highlights and Reaction Samsung’s Disappointing Price Update For Galaxy Phone Buyers Artemis Reached The Moon. The Grid Can Reach The 21st Century A Biologist Explains How Archerfish Shoot Down Prey. Hint: Their Aim Rivals Human Throwing Is It Time For Apple To Forget About The MacBook Air NYT Connections Hints Today: Sunday, April 12 Clues And Answers (#1036) Trump’s 2027 Budget To Reshape U.S. Environmental And Energy Policy CDC Delays Reporting Of COVID-19 Vaccine Benefits—Here’s What To Know Oura Has Designed A Solution To A Big Smart Ring Problem Netflix’s Best New Show Has A Near-Perfect 95% Rotten Tomatoes Score Coachella 2026 Is Being Taken Over By Creator Streams Quordle Hints Today: Sunday, April 12 Clues And Answers This Startup Wants To Use AI To Help Digitize History How To Get The Best Shield In ‘Crimson Desert’ Microsoft Venom Attack Targets C-Suite Executives ‘Maul: Shadow Lord’ Sets Even More Star Wars Rotten Tomatoes Records 3 Ways Happy Couples Argue Differently, By A Psychologist Success For Leapmotor Might Have Negatives For Stellantis New Names Surface As Potential Rogue And Wonder Woman In The MCU And DCU 4 Reasons Artemis Mission Matters Even If You Think It Is Wasteful Fast ‘Crimson Desert’ Patch Adds New Moves, Shield Hiding And One Great Feature Why Do Humans Blush? An Evolutionary Biologist Explains The Signal We Can’t Control Apple iPhone Fold: Striking Design Revealed In Leaked Photos Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update iOS 26.4.1 Release: Crucial iPhone Feature Update Arrives, But No Security Fix Fury vs. Makhmudov Full Card, Ring Walk Times and How to Watch Can’t Stand Liquid Glass? This New Hidden iPhone Setting Is A Game-Changer Test-Driving The 2026 Changan Deepal S05: Italian Style Made In China NSA Warning—Reboot Your Internet Router Now Ways That Human-AI Collaboration Slides People Into ‘AI Brain Fry’ And Cognitive Downturns Stop Using These Networks—Google, NSA And TSA Warn NASA Changes Moon Plan: Landing Now Depends On SpaceX Or Blue Origin Samsung Expands One UI 8.5 Beta To More Galaxy Owners The Evolution Of Programmable Hardware At Xilinx NYT Mini Today: Saturday, April 11 Hints And Answers Today’s NYT Strands Hints, Spangram, Answers: Saturday, April 11 (You’re Putting Me On) Splashdown! NASA’s Artemis II Returns To Earth After Moon Mission Attention Is All You Need. The Human Kind Is Still The One That Counts Today’s Wordle #1757 Hints And Answer For Saturday, April 11 NYT Pips Today: Hints, Answers And Walkthrough For Saturday, April 11 Android Circuit: Galaxy S27 Pro Emerges, Honor 600 Pre-Order Offers, Pixel 11 Display Leaks Apple Loop: iPhone 18 Pro Leak, Urgent iOS Update, MacBook Neo Issues Morgan Stanley Has Mostly Positive Outlook On Tesla Robotaxi, FSD V15 Running Out Of AI Tokens Faster Than Ever? Here’s Why CoreWeave Shares Pop 13% After Anthropic Deal ‘Euphoria’ Season 3’s Rotten Tomatoes Score Crashes, Has Lost Key Player People Don’t Agree On What AI Can Do, But They Don’t Even Use The Same Product ‘Overwhelming’—Google Issues Gemini Update For Gmail Users NYT Connections Hints Today: Saturday, April 11 Clues And Answers (#1035) Quordle Hints Today: Saturday, April 11 Clues And Answers The Costly Dream Of Space-Based AI Infrastructure Can You See The Watcher In This ‘Daredevil: Born Again’ Shot? Adobe Attacks Underway—Windows And Mac Users Given 72 Hours To Update You Just Watched The Backdoor Pilot For ‘The Pitt: Night Shift’ Are Nicotine Pouches Like Zyn And VELO Safe To Use? A Doctor Answers Human Resources (HR) Is The Key To AI Success Per WalkMe ( SAP)
OpenAI Buys Ona To Run Codex Agents Inside Enterprise Clouds
Janakiram MSV · 2026-06-13 · via Forbes - Innovation
OpenAI and Ona

OpenAI and Ona

OpenAI

OpenAI has agreed to acquire Ona, a German startup that keeps software agents working in a secure cloud after the developer who started the task logs off. The deal was announced Thursday and folds Ona into Codex, OpenAI's coding agent. It points the company at a problem that better models alone have not solved.

Codex now reaches more than 5 million people each week, OpenAI said, a 400% jump since the start of the year. The work it does has stretched from minutes into hours and sometimes days. Jobs that long need an execution environment to run. For most enterprises the harder question is a governance one. Will a bank or a hospital let an autonomous agent operate inside its own network, reach its data, and keep working while nobody is watching? Ona is OpenAI's answer to that question.

Inside Ona

To appreciate what Ona adds, it helps to know where it came from. The company began as Gitpod, a Kiel-based developer-tools firm that moved coding off local machines and into the browser. It says it has served 2 million developers. In late 2025 it rebranded to Ona and rebuilt itself around agents.

The Ona platform is built from three building blocks. The first is environments: sandboxed cloud workspaces defined in code that spin up the same way every time. The second is agents, background workers that accept a task and return a pull request, reachable from any device once the work is running. The third is a set of guardrails, the controls a security team cares about. They include audit trails, role-based access, scoped credentials and deployment inside a company's own virtual private cloud.

What ties these together is an idea Ona calls customer-controlled execution. OpenAI supplies the model and the orchestration. The agent runs inside the customer's cloud, where the company keeps its data, its credentials and its audit trail. With this, a company can let Codex modernize a legacy codebase or patch a class of vulnerabilities across days of work. The agent operates on infrastructure the company controls rather than on OpenAI's servers.

Why OpenAI Needs Ona

Codex began as a tool for software developers, and OpenAI has pushed it well past that base. Knowledge workers now account for roughly one in five Codex users and are growing faster than the core developer group, the company said. Plugins have extended it into sales, investment banking and equity investing. As more of that work runs unattended over long stretches, the place it executes stops being a detail and becomes the thing an enterprise buyer has to sign off on.

That is where Ona earns its keep. Its existing customers include banks, pharmaceutical companies and sovereign wealth funds. These are organizations that care less about a leaderboard score and more about where the code runs and who can see it. By bringing that execution layer in-house, OpenAI can tell a regulated buyer that a Codex agent will operate under the buyer's own security and governance rules.

The Competitive Picture

The acquisition is a trust pitch aimed straight at cautious IT departments, and the timing is no accident. OpenAI is racing Anthropic, whose Claude Code has grown quickly inside engineering teams over the past year. Both companies have filed confidential prospectuses with the SEC. OpenAI carries a valuation around $852 billion, so each is under pressure to turn coding-agent enthusiasm into production revenue.

Ona fits a pattern in OpenAI’s recent buying. The company picked up the security-testing startup Promptfoo in March and the healthcare-technology firm Torch in January. Both deals added enterprise plumbing rather than raw model capability.

The Limits

For all that, the deal does not close the case. It is still subject to regulatory approval. A US giant absorbing a German company that builds agent infrastructure could draw scrutiny on both sides of the Atlantic before the Ona team formally joins OpenAI.

A sharper question hangs over model neutrality. As an independent vendor, Ona enables enterprises to connect their own models via services such as Amazon Bedrock and Google Vertex AI. A customer could run Claude or Gemini inside an Ona environment. Under OpenAI's ownership, that openness is worth watching, and any buyer that chose Ona for multi-model flexibility has reason to ask how long it will last.

The deeper limit sits below all of this. Customer-controlled execution settles where an agent runs, not whether the agent stays correct over a two-day job. An autonomous agent that grinds away for two days can also be wrong for two days. The tools for reviewing long unattended runs are far less mature than the environments that host them. Running those agents inside your own virtual private cloud also moves real operational work onto your platform team, who now own the infrastructure the agents live on.

The Road Ahead

For a CIO weighing this, the questions are concrete. Ask whether Ona will stay model-neutral under OpenAI or quietly favor Codex. Press on which guardrails are genuinely Ona's own and which are thin wrappers around AWS or Azure controls you already pay for. And find out how review and rollback work when an agent has been running for a day inside production systems.

The Ona acquisition shows that the contest among coding agents is shifting from the model to the execution layer. That layer decides whether a regulated enterprise will let an agent touch its systems at all. OpenAI is buying its way into that layer rather than building it. That is a calculated move, given how far ahead Ona already sits on enterprise controls. Plenty of companies wanted the productivity of autonomous agents but balked at handing their code to a vendor's cloud. For them, customer-controlled execution opens a credible path to production on their own terms.