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

L
LangChain Blog
C
Check Point Blog
博客园 - Franky
V
Visual Studio Blog
云风的 BLOG
云风的 BLOG
aimingoo的专栏
aimingoo的专栏
Microsoft Security Blog
Microsoft Security Blog
V2EX - 技术
V2EX - 技术
AI
AI
Hacker News - Newest:
Hacker News - Newest: "LLM"
Jina AI
Jina AI
S
Security @ Cisco Blogs
Security Archives - TechRepublic
Security Archives - TechRepublic
H
Hacker News: Front Page
H
Hackread – Cybersecurity News, Data Breaches, AI and More
O
OpenAI News
Attack and Defense Labs
Attack and Defense Labs
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
爱范儿
爱范儿
H
Heimdal Security Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
G
Google Developers Blog
G
GRAHAM CLULEY
V
V2EX
The Register - Security
The Register - Security
人人都是产品经理
人人都是产品经理
B
Blog RSS Feed
Schneier on Security
Schneier on Security
M
MIT News - Artificial intelligence
Stack Overflow Blog
Stack Overflow Blog
Help Net Security
Help Net Security
大猫的无限游戏
大猫的无限游戏
C
CERT Recently Published Vulnerability Notes
The GitHub Blog
The GitHub Blog
V
Vulnerabilities – Threatpost
The Last Watchdog
The Last Watchdog
J
Java Code Geeks
S
Secure Thoughts
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
量子位
NISL@THU
NISL@THU
K
Kaspersky official blog
Engineering at Meta
Engineering at Meta
T
Threatpost
Recent Commits to openclaw:main
Recent Commits to openclaw:main
宝玉的分享
宝玉的分享
Security Latest
Security Latest
T
The Exploit Database - CXSecurity.com
博客园_首页
A
Arctic Wolf

Semafor

US inflation jumps, though long-term war impact yet to be seen Hospitals consider replacing some radiologists with AI Amazon takes a jab at Nvidia over chips shift VCs step in to fund university upstarts Exclusive: Anthropic is gaining on OpenAI’s revenue, but hasn’t yet eclipsed it Exclusive: AI powerhouses threaten data processing firms A South African artist is changing the way viewers understand Picasso’s Guernica Airbnb faces familiar battle in Cape Town First look at war-related inflation sparks political jostling View: China’s state businesses are reshaping markets in Africa US issues Nigeria travel warning over terrorism, kidnapping FirstRand exits UK business after regulatory hit Afreximbank’s $800M answer to Fitch Exclusive: Navy takes nuclear-powered sub offline after $800 million cost run-up Cuba leader says he will not step down Fed, Treasury summon Wall Street chiefs over AI fears How Bluesky earned its reputation — and why it could be the way of the future China eyes stronger Taiwan influence Orbán slams Hungary’s opposition as he trails in polls Iran war reshapes air travel, perhaps for the long term Tehran residents embrace calm amid tenuous truce Countries lack fiscal capacity to handle war fallout Higher producer prices ease China deflation fears Trump ‘optimistic’ on Iran peace talks Inside the five-year succession plan at a $130B warehouse giant Georges Elhedery on HSBC’s big bets on the Gulf and Asia Warsh’s Fed hearing slips past next week Moore takes on the Sun’s ‘MAGA billionaire’ and more Debatable: AI titans influencing regulation Americans still think taxes are too high, poll finds Lawmakers await Pentagon’s mystery funding request Semafor convenes largest US CEO gathering next week in Washington American Gen Zers are growing more uneasy about AI Amazon defends high AI spending AI turbocharges Chinese microdrama industry OpenAI pauses UK Stargate project UK rejects Iran’s Hormuz toll plan Israel, Lebanon to hold direct talks Republicans fight among themselves over their long pre-election to-do list Exclusive: Gulf sovereigns quadruple private credit portfolios Abu Dhabi’s Mubadala soars after dealmaking spree View: Ceasefire offers respite, but no quick rebound for the Gulf A Saudi oil magazine is publishing some of the best writing about the Islamic world Exclusive: SpaceX bankers game plan to blunt post-IPO selling tsunami Exclusive: Hormuz closure turns truckers into logistics saviors View: As Republicans embrace AI in campaigning, Democrats bet on a backlash Oil prices remain high despite Iran ceasefire Ancient philosopher text unearthed Panama pushes back against China in canal row China’s yuan set to strengthen due to Middle East war View: Ceasefire shows the power of Iran’s energy weapon EU faces ‘stagflation’ over war, economy official warns Trump slams NATO again Iran war support Iran maintains firm grip on Hormuz traffic Israel’s attacks in Lebanon threaten Iran war truce VP Vance to lead Iran truce talks in Pakistan Exclusive: Democrats pressure Pentagon over new media restrictions Exclusive: Ex-diplomat says war has permanently harmed Qatar-Iran ties Israel’s Netanyahu says Iran ceasefire is not ‘end of the war’ Iran truce already in doubt Exclusive: Saudi’s $100 billion electronics fund removes head, drops chip ambitions Trump administration expected to keep waiving Russian oil sanctions as Iran call looms Democrats to force Iran vote next week View: Why OpenAI’s slowdown isn’t as bad as it looks AI research foundation releases test that will warn when AGI arrives Data-center proponents targeted by shooter Exclusive: Microsoft says AI voice command needs more work Anthropic’s Mythos won’t solve the cybersecurity crisis View: Africa begins to feel economic pain of Iran war Gulf countries push nationals to take private sector jobs Türkiye’s chance to take on the Gulf as a haven for business Gulf stocks surge and oil falls after ceasefire deal Lagos celebrates Afro-Brazilian legacy through carnival Ghana hands major gold mine to local operator Zambia-Lobito rail link to cost up to $5 billion Afreximbank unveils $10B support plan for Africa to ease Iran war impact Dangote refinery increases exports amid Iran war supply shocks Global shipping disruption rocks Kenyan economy Democracy improves globally though gains are uneven, report says Cuba launches new banknotes to help ease transactions China’s graft drive ‘has not worked,’ analysts say UK Navy deploys anti-drone weapons amid global scramble All eyes on Hormuz traffic after ceasefire unveiled What Sharpton wants to hear from 2028’s Democratic contenders Iran ceasefire is a diplomatic triumph for Pakistan Oil drops on Iran-US ceasefire news Iran, US agree to two-week ceasefire Fewer in US, Canada see good job opportunities, report finds Exclusive: OpenAI goes after Ari Emanuel’s WME in Musk legal drama Trump agrees to suspend Iran attacks for two weeks Trump backs off threat to annihilate Iran Indian business delegation visits China in sign of bilateral thaw US AI firms team up in bid to counter Chinese ‘distillation’ More airlines cut flights, raise costs Global hedge funds respond to war shocks US targets pillars of Iran economy View: AI is testing the oldest debate in business: Who’s the customer? Bill Ackman tries again with $60B Universal Music Group bid Exclusive: Gulf conferences at risk from Iran war Why Oura is running toward Washington oversight
Research pulls back curtain on Claude
Reed Albergotti · 2026-06-18 · via Semafor

Anybody who’s been playing around with AI this year in any meaningful way will have noticed that the “models” have taken a back seat to the “orchestration layer,” the non-AI operational tasks that allow the technology to function in the real world (If this were a fancy restaurant, the AI model would be the Michelin star chef while the orchestration would be all the wait staff keeping the restaurant running.)

The real power of AI models comes when they are harnessed by an elaborate piece of software that lets users interact with the technology, whether it’s Codex, Claude Cowork, or OpenClaw. “Only about 1.6% of Claude Code’s codebase constitutes AI decision logic, with the remaining 98.4% being operational infrastructure,” a little-noticed research paper from April explains. In fact, the AI model itself is sort of cordoned off from anything important. For that, old-fashioned, deterministic computer code handles everything.

These still aren’t really consumer products — yet. For that to happen, we need vastly more complex software to handle everything that comes after the AI. Consumers don’t want to think about things like security or access control. They want it all to just work.

Of course, you still need a very good AI model to get great results. But as time goes on, the AI models themselves become less important than all the infrastructure being built around them.