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

CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
L
Lohrmann on Cybersecurity
aimingoo的专栏
aimingoo的专栏
V
V2EX
S
Security Affairs
T
Threatpost
C
CXSECURITY Database RSS Feed - CXSecurity.com
IT之家
IT之家
J
Java Code Geeks
The Register - Security
The Register - Security
U
Unit 42
C
CERT Recently Published Vulnerability Notes
月光博客
月光博客
A
About on SuperTechFans
H
Hackread – Cybersecurity News, Data Breaches, AI and More
T
The Blog of Author Tim Ferriss
Cisco Talos Blog
Cisco Talos Blog
Project Zero
Project Zero
S
Schneier on Security
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
D
DataBreaches.Net
博客园 - 司徒正美
V
Vulnerabilities – Threatpost
T
Tor Project blog
Security Latest
Security Latest
T
The Exploit Database - CXSecurity.com
T
Threat Research - Cisco Blogs
Scott Helme
Scott Helme
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
M
MIT News - Artificial intelligence
云风的 BLOG
云风的 BLOG
小众软件
小众软件
L
LangChain Blog
Attack and Defense Labs
Attack and Defense Labs
Recent Commits to openclaw:main
Recent Commits to openclaw:main
P
Palo Alto Networks Blog
A
Arctic Wolf
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
C
Cyber Attacks, Cyber Crime and Cyber Security
博客园 - 叶小钗
D
Darknet – Hacking Tools, Hacker News & Cyber Security
L
LINUX DO - 最新话题
MongoDB | Blog
MongoDB | Blog
Webroot Blog
Webroot Blog
H
Hacker News: Front Page
Know Your Adversary
Know Your Adversary
Spread Privacy
Spread Privacy
AWS News Blog
AWS News Blog
Engineering at Meta
Engineering at Meta

Latest from TechRadar

Quordle hints and answers for Monday, April 13 (game #1540) NYT Strands hints and answers for Monday, April 13 (game #771) NYT Connections hints and answers for Monday, April 13 (game #1037) Morbid Metal developer explains why he ditched an origami art direction in favor of gritty sci-fi — 'It worked, but it didn't really feel like me' '71% of US households get routers from ISPs': Why new FCC rules could leave millions stuck with outdated,… 'The CPU is the system’s executive layer': Intel joins SambaNova as both face existential threat from… ‘More bang for your buck’: 7 easy ways to boost your MacBook Neo’s performance for free DJI Romo P vs Roborock Saros 10R — which robot vacuum comes out on top when it comes to dodging obstacles? I put… I spent 6 hours with Genshin Impact on the Galaxy S26 Ultra, and I can't believe how far mobile gaming has come What is the release date for The Testaments episode 4 on Hulu and Disney+? I reviewed the LG G6 for 3 weeks, and it's a fantastic OLED TV that's the new best option for brighter rooms Is your bird feeder camera doing more harm than good? 3 tips for using it safely as RSPB issues urgent disease warning Chelsea vs Man City Live Streams: How to watch Premier League 2025/26 from anywhere in the world, team news How to watch Alcaraz vs Sinner for FREE: TV Channels for Monte-Carlo Masters Final Sunderland vs Tottenham Live Streams: How to watch Premier League 2025/26 from anywhere in the world, team news Are these the best-designed workout headphones ever? I used them for a month to find out How to watch Snooker 900 John Virgo online (it's free) – stream O'Sullivan vs Higgins anywhere I've only just discovered the Walk With Frodo app on Garmin's Connect IQ store — and as as a huge LOTR nerd, it's going to make the next 1,800 miles fly by 'Just not sustainable': Why your monthly £25 broadband internet bill could soon hit £45 How to watch Paris-Roubaix 2026: Free Streams & TV Info as Tadej Pogacar chases third Monument How to watch Euphoria season 3 online – stream Zendaya & Sydney Sweeney drama from anywhere today '$15K bill destroyed a solo developer’s startup': How hackers are using leaked Google API keys to… There's a sneaky way to watch UFC 327 really cheap... NYT Connections hints and answers for Sunday, April 12 (game #1036) NYT Strands hints and answers for Sunday, April 12 (game #770) Quordle hints and answers for Sunday, April 12 (game #1539) Amazon's Ring cameras are the perfect solution to secure your home on a budget — shop today's best deals… I've tested every iPhone since the iPhone 12, and Ceramic Shield 2 is the first iPhone glass I fully trust UFC 327 live stream: how to watch Procházka vs Ulberg, start time, preview, full card We're officially getting the DJI Pocket 4 on April 16, but here's how Insta360 could beat it 'Today is the day you've been waiting for': eGPUs can now officially turn a humble Mac Mini into an AI… Linux pulls support for ancient CPU — unsurprisingly, Linus Torvald says there is 'zero real reason' to… Keanu Reeves' new Apple TV movie Outcome has been slammed by critics — watch these 4 highly-rated films with the beloved actor instead 'AI is a once-in-a-lifetime opportunity': Amazon CEO Andy Jassy lays out his '6 truths' for the… How to watch Grand National 2026: Free Streams & TV Channels for Aintree National Hunt Race ‘I hadn’t verified a single thing’: Using ChatGPT for Iran war news changed how I trust information Want cafe-quality lattes at home without buying an expensive new coffee machine? Jura's new gadget upgrades your drinks with perfectly foamed milk every time 'A self-inflicted hit': Washington state just rolled back sales tax exemptions for AI data centers worth… Playing The Last of Us with friends made my favorite PlayStation game feel brand new again Mint Mobile's new Samsung Galaxy S26 series deal can save you up to $900 — enough to cover an entire device Not a squat, not a deadlift — the trap bar deadlift 'sits between' the two, builds muscle fast and is… Record Store Day 2026 starts soon! The date, the top vinyl drops, and everything else you need to know Women's Six Nations 2026 Free Streams: TV Channels, Preview, Table, Round 5 Fixtures, France vs England Time Beyond Paradise season 4 star would 'love' to do The Celebrity Traitors season 2 — and would be 'terrified' if one contestant came to Shipton Abbott 'There’s no one-size-fits-all office chair': Vari explains the design decisions behind its award-winning… I was a vacuum reviewer for two years — these are the 6 sub-£250 models I'd recommend in a heartbeat Save $200 and get the Samsung Galaxy S26 Ultra at its preorder price for a limited time at Amazon 'Small business owners have significant creative control from start to finish' — VistaPrint reveals the… TurboQuant isn't the RAM crisis savior you're hoping for, analysts say — as memory prices continue to… ICYMI: the 7 biggest tech stories of the week, from DJI's new robovac to Artemis II iPhone photos I matched the upgraded Meta AI against ChatGPT, and you can really tell which AI has social media roots Quordle hints and answers for Saturday, April 11 (game #1538) I created my dream coffee corner at IKEA for under $100 — and my mornings are about to get a lot cozier 'Experts' to rent for $1 per month: Hostinger debuts 7-person AI team to help SMBs save thousands on… The new MacBook Air has already dropped to a record-low price on Amazon I tested Turtle Beach's Mario-themed controller and headset for Nintendo Switch 2 — and they surprised me for… NYT Strands hints and answers for Saturday, April 11 (game #769) NYT Connections hints and answers for Saturday, April 11 (game #1035) After soaring 2,200%, DDR4 RAM prices finally fall — but don't get too excited It's "completely changed my home cleaning habits": The Dreame Z20 is a highly effective vacuum cleaner for even lsrger homes. Beyond no-log: Tor looks into seizure-proof servers that forget your data There's a sneaky way to watch IPL 2026 for FREE Microsoft hands Linux Foundation key Surface data to help fix laptop battery life Adobe Reader users beware — experts flag months-old security flaw using booby-trapped PDFs to scope out victims 'Shockingly good value': New rugged Android tablet has a built-in 1080p projector, night-vision camera, and… Stop the presses — Microsoft is actually cutting cloud PC prices for SMBs, promises to make it 'more cost-effective for small and medium businesses' Microsoft has begun stripping out AI from Windows 11 — but it's already being criticized for not going far… Euphoria season 3 episode 3 release date: when will it come out on HBO Max? 'If one piece of your supply chain is delayed, then your whole project can't deliver': Nearly half of US data centers planned for 2026 canceled or delayed — and things could soon get much worse ChatGPT’s hidden backup model just got smarter — as OpenAI adds a cheaper Pro option Forget Big Mistakes — new Netflix true crime series Trust Me: The False Prophet is the only TV show you need to… 'The problem is not AI’s capability...what won’t improve on its own is the human side': Major study claims white-collar workers are fighting back against AI in the workplace Introducing Perspectives — the new home for premium contributed content on TechRadar Pro ‘Computers are no longer a bicycle for the mind’: Frameworks founder says the Steve Jobs era is over and PCs are now a ‘self-driving car that takes you directly to the destination’ No, Elon Musk doesn't want to give you a $5,000 tax refund — it's a scam, here's what to look out… ‘It’s a potential national security threat’: Proton study finds over 3,500 US legislators’ official emails leaked and exposed on the dark web ‘I want to cancel’: YouTube Premium quietly hikes its US prices for the first time in three years, forcing… RTX 5090s and other high-powered graphics cards may carry risks of cable melting issues — but Asus thinks it has… Former Xbox exec thinks Naughty Dog's decision to cancel the 80% completed The Last of Us Online 'was the right call', but it shouldn't have greenlit it in the first place — 'The ambition was there, but the realistic upfront planning wasn't', she says West Ham vs Wolves Live Streams: How to watch Premier League 2025/26 from anywhere in the world Microsoft warns worrying security flaw exposed over 50 million Android users, says 'user credentials and financial… ‘Apple will grit its teeth and push through’ — new report suggests the iPhone Air 2 isn’t dead,… Google Chrome rolls out a new tool to try and stop infostealer malware in its tracks 'Two Hells collide' — Doom: The Dark Ages and Diablo Immortal unite in a limited-time crossover event,… Spotify is rolling out new video controls, and as someone who hates its in-app music videos, I know this will be a huge… 8 new movies and TV shows to watch on Netflix, Prime Video, HBO Max, and more this weekend (April 10) AdGuard VPN has a new app for iPhone — and you can try it out for 7 days for free Currys refuses to end its Easter sale — I've found the 21 best tech deals that are still available Amazon is slashing prices on Garmin watches — save up to $350 on best-rated models for running, biking and hiking Inspired to start running this summer? Here are 8 brilliant running shoes I'd recommend for beginners NASA used a 12-year-old GoPro to capture a sight called the ‘greatest gift’ by Artemis II pilot — and… iPhone owners urged to change this key privacy setting after FBI recovers suspect’s deleted Signal messages How to read Murder in Purple and Gold online from anywhere Garmin's cashing in on the screenless Whoop-style smart band trend with its upcoming CIRQA — here's the… YouTube insists that a 90-sec, unskippable ad format 'isn't something we are testing' — but furious… ‘Everything is magenta’: This wild hack got Mac OS X Cheetah working on a Nintendo Wii, and I can’t… A new free-to-play Borderlands game gets surprise drop on mobile, which Zynga says is part of a 'limited-time… The Xiaomi 17 outmuscles the iPhone 17 and Galaxy S26 in several key areas — read our full review In a sea of PlayStation Portal cases, the one I value the most has yet to be beaten How to submit an article for TechRadar Pro Perspectives
From code-first to intent-first: Microsoft Build 2026 could be the end of programming as we know it
Ritoban Mukherjee · 2026-06-02 · via Latest from TechRadar
GitHub Copilot
(Image credit: GitHub/Microsoft)

Microsoft Build is the company's annual developer conference, running every year since 2011. This year, it has a clear organizing theme: AI agents. Scheduled for June 2 and 3 at Fort Mason Center in San Francisco, it's the first time Build has left Seattle since 2016.

Microsoft has kept in-person attendance to around 2,500 developers, with Satya Nadella delivering an opening keynote framed around "creating new opportunities for developers across our platforms in this era of AI." With a smaller attendance capacity and tight event schedule, Microsoft is hoping to make this the defining event for its AI-native products.

Last year, Microsoft Build produced more than 50 announcements across GitHub Copilot, Azure AI Foundry, and the Model Context Protocol (MCP), establishing autonomous coding agents and multi-agent orchestration as the central developer story. A year on, much of that tooling has graduated from preview to production. Build 2026 is expected to show where it goes next.

AI-native programming at Build 2026: What to expect

Microsoft has organized the Build 2026 session catalog across seven tracks, with Agents & Apps, GitHub, and developer productivity at the top of the agenda. Developer tooling announcements are expected to reflect the company's central framing for the event: 'agents.'

GitHub Copilot's autonomous coding agent, first announced at Build 2025, has had a year in real-world deployments. The agent can pick up a GitHub Issue, spin up an isolated environment through GitHub Actions, work through the task, and open a pull request for human review. Build 2026 is expected to show the next generation of that capability, including multi-agent coding workflows and deeper integration between GitHub and Azure services.

On the platform side, Azure AI Foundry is likely to receive significant additions. Microsoft Agent Framework 1.0 reached general availability in April 2026, giving .NET and Python developers a production-ready SDK for multi-agent orchestration. Sessions at Build are expected to show how that framework connects to Foundry's agent runtime, managed memory, and observability tooling at scale.

Microsoft has also been pushing AI capabilities to the device layer. Windows AI PCs carrying Qualcomm Snapdragon X Elite, Intel Core Ultra, and AMD Ryzen AI processors have been on the market for two years. The developer tooling is finally matching the hardware. Build sessions are expected to cover Windows Copilot Runtime APIs that target on-device NPUs, enabling a hybrid architecture where simpler inference tasks run locally and complex ones go to the cloud.

Sign up to the TechRadar Pro newsletter to get all the top news, opinion, features and guidance your business needs to succeed!

What ties these announcements together is a shared direction. You describe what you want, agents handle the execution, and the developer's role shifts toward directing and reviewing rather than writing every line. Whether that model holds up in production across complex workloads is a central question Build 2026 is expected to start answering.

What is intent-first programming?

The phrase "intent-first programming" describes a model where you express what you want a system to do, rather than writing the instructions for how to do it. Where traditional development requires authoring explicit syntax and logic, intent-first tools accept natural language descriptions and translate them into working code. That translation layer is now embedded in GitHub Copilot Agent Mode, the Copilot Studio Agentic Workflow Builder (which reached general availability on May 20, 2026), and GitHub Spark.

For you as a developer, this changes the nature of the work in specific ways. You spend less time writing boilerplate and more time reviewing, redirecting, and validating what the agent produces. Writing a precise prompt that accurately conveys scope and constraints becomes at least as important as syntax proficiency, while interpreting and auditing generated code still requires solid technical understanding.

The risks that come with this model are real and worth naming. AI-generated code can carry security vulnerabilities, performance inefficiencies, and subtle logic errors that pass visual inspection. Cybersecurity researchers have documented these problems across multiple vibe coding and AI-assisted development platforms. Intent-first programming accelerates the path from idea to running code, but it doesn't remove the need for a technically informed person in the loop.

What’s the difference between code-first and intent-first?

Swipe to scroll horizontally

Dimension

Code-first

Intent-first

Primary input

Explicit syntax written by the developer

Natural language description of the desired outcome

Developer role

Author of implementation

Director of outcomes and reviewer of generated code

Error handling

Developer debugs manually

Agent iterates and self-corrects, with developer oversight

Skill emphasis

Language and syntax proficiency

Prompting precision and code review

Speed

Slower for routine tasks

Faster for common patterns; slower for complex edge cases

Output accountability

Developer owns every line

AI produces the code; developer remains responsible for it

Everything we know of Microsoft's plans for AI at Build

Microsoft has been laying this groundwork in public across 2025 and early 2026. The tools arriving at Build 2026 aren't appearing from scratch; they've been maturing through preview cycles, with Build serving as the venue where Microsoft maps out how they fit together as a production stack.

Enterprise demand has also moved in this direction. A PwC study cited by Microsoft found that eight in ten enterprises now use some form of agent-based AI. Appetite for tooling that handles entire workflows, not just isolated code suggestions, has grown accordingly.

Agent Mode on GitHub Copilot

GitHub Copilot Agent Mode is now generally available and built directly into Visual Studio Code. In agent mode, you describe a task in natural language. Copilot then plans the approach, edits files across your codebase, runs terminal commands with your explicit approval, and iterates until the result matches your specification. The system supports third-party agents from providers including Anthropic and OpenAI alongside Copilot's own built-in agents.

The asynchronous coding agent adds another layer on top.

You assign a GitHub Issue to the agent. It spins up an isolated environment through GitHub Actions, works through the task in the background, and files a pull request for you to review when it's done. This capability is available on Pro, Pro+, Business, and Enterprise Copilot plans.

Build 2026 is expected to show what's next for these agents, including multi-agent coding workflows inside VS Code.

GitHub Spark , NLP, and semantic code search

GitHub Spark is a natural language app builder that lets you describe an application in plain English and receive working code with a live preview. Currently available to Pro+ and Enterprise subscribers, it's Microsoft's most direct response to dedicated vibe coding platforms. Build 2026 is a likely venue for updates on Spark's broader availability and expanded capabilities.

Semantic code search, also introduced in 2026, works on a different principle. Rather than matching keywords, it uses embeddings that understand code intent: searching for a "login bug" can surface authentication middleware and session handling logic even if those files never use the word "login." Together, Spark and semantic search point toward a development environment that understands what you mean, not just what you type.

Azure AI Foundry and Microsoft Agent Framework

Azure AI Foundry, which replaced Azure AI Studio in November 2024, has expanded steadily into a unified platform for building AI applications. The February 2026 update introduced multi-agent orchestration, MCP support, hosted agents, and sovereign local deployment options. Developers can now define agents in YAML, run two CLI commands, and have Foundry provision compute, register endpoints, and return a production-ready URL.

Microsoft Agent Framework 1.0 reaching general availability in April 2026 gave .NET and Python developers a commercial-grade SDK that converges two former research projects, AutoGen and Semantic Kernel, into a single runtime. Build 2026 is expected to detail how teams can use Agent Framework to connect Foundry agents, Microsoft 365 Copilot, and external tools through standardized A2A and MCP interfaces, moving multi-agent systems from experimental territory into enterprise operations.

Windows Copilot Runtime for on-device inference

Windows Copilot Runtime provides APIs that route AI inference to the NPU in AI-capable Windows machines. Build sessions are expected to cover new capabilities within the Windows App SDK, including Vision, Language, and Speech models that run entirely offline. For you as a Windows developer, this matters because it changes what's architecturally feasible without cloud connectivity.

Microsoft is also expected to announce an "AI Foundry for Windows" SDK that bundles ONNX Runtime, DirectML, and the Copilot Runtime into a single NuGet package. That would simplify on-device AI integration considerably, removing the need to wire together separate components.

The Windows Agent Arena developer sandbox, first announced at Ignite 2025, is also expected to get its first public workshop at Build.

What you should be thinking about as a developer

The shift toward intent-first tooling doesn't mean you can step back from understanding the code. If anything, your judgment becomes more consequential, because you're now the final check on a system that can produce hundreds of lines of plausible-looking code in seconds. Knowing when generated code is correct, when it's fragile, and when it introduces risk still requires technical depth.

Prompt quality matters more than most developers currently expect. Agents interpret ambiguous instructions literally or fill gaps with assumptions. Those assumptions may not match your production environment. Writing specifications that are clear about scope, constraints, and edge cases is a skill worth developing deliberately before agent-based workflows become the default on your team.

More than anything, though, the security review is a necessary step we'd urge you not to skip. Research from cybersecurity firms has documented critical vulnerabilities in AI-generated code across multiple platforms, from authentication bypass flaws to exposed environment variables. Build 2026 has a dedicated Responsible AI track and the compliance and safety tooling arriving through Foundry and GitHub suggests Microsoft is aware that this remains an open problem.

For now, treating generated code with the same scrutiny you'd apply to a pull request from a junior developer is a reasonable baseline until these tools mature further.

Ritoban Mukherjee is a tech and innovations journalist from West Bengal, India. These days, most of his work revolves around B2B software, such as AI website builders, VoIP platforms, and CRMs, among other things. He has also been published on Tom's Guide, Creative Bloq, IT Pro, Gizmodo, Quartz, and Mental Floss.