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Article URL: https://www.lemonde.fr/en/france/article/2026/07/17/france-blocks-access-to-polymarket_6755581_7.html

Comments URL: https://news.ycombinator.com/item?id=48949208

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Article URL: https://blog.google/products-and-platforms/platforms/android/world-emoji-day-noto-3d/

Comments URL: https://news.ycombinator.com/item?id=48949184

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Article URL: https://ytbulktranscript.app/

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Article URL: https://wolbarg.com/blog/shared-memory-vs-isolated-memory

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Maker here. Favur is a multi-agent harness written in Python: a team of 14 specialized agents — planner, architect, coder, tester, reviewer, builder among them — coordinated by Favur itself, not by an LLM. It takes a written statement of work and produces completed code, with no hand-holding or constant guidance along the way. Favur Evals scores those runs across models, using the same standardized SOW every time.

The fastest way to get it: https://favur.dev/drive/top_run — an interactive replay of whatever run currently tops the board. Every run is captured end-to-end, so you can watch the agents plan, hand work to each other, write the tests before the code exists, go through review, and ship — at your own pace, exactly as it happened. (Faithful playback of the record, not a live run.) Every run on the board has its replay linked from its details page.

Scoring: each run gets a composite across eight engineering subjects — code quality, test quality, cost efficiency, velocity, tool discipline, effort efficiency, process discipline, deliverables — computed from the run's own artifacts (lint, complexity, its pytest results, tool telemetry). Click any score and it expands into its formula.

Favur is a multi-model harness — different models can take different seats in the same run — and what we keep finding is that no single model leads every part of the job. Currently the top composite is an all-Meta Muse Spark run, while the strongest test suites, the best value-per-dollar, and the cleanest zero-failure execution belong to three other configs. The per-seat behavior fingerprints (cache utilization, reasoning depth, tool cadence) are my favorite way to compare models.

Caveats: every model runs inside our scaffolding, so treat the scores as relative rankings inside this harness, and some configs only have a run or two so far. Favur itself is closed-source and invite-only — please sign up for email updates to get news and future access.

Happy to answer anything about the harness, the scoring, or the replays.

https://evals.favur.dev https://favur.dev

Comments URL: https://news.ycombinator.com/item?id=48949145

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Article URL: https://www.nytimes.com/2026/07/17/technology/roger-summit-dead.html

Comments URL: https://news.ycombinator.com/item?id=48949144

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Article URL: https://github.com/kanaka/mal

Comments URL: https://news.ycombinator.com/item?id=48949143

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Article URL: https://craftvis.com

Comments URL: https://news.ycombinator.com/item?id=48949140

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Article URL: https://www.theguardian.com/fashion/2026/jul/17/adversarial-clothing-are-garments-designed-to-confuse-facial-recognition-systems-about-to-go-mainstream

Comments URL: https://news.ycombinator.com/item?id=48949139

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Article URL: https://www.quantamagazine.org/thermodynamic-computers-go-with-the-energy-flow-20260715/

Comments URL: https://news.ycombinator.com/item?id=48949137

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Article URL: https://www.filfre.net/2026/07/the-life-and-times-of-maxis-part-2-simworld/

Comments URL: https://news.ycombinator.com/item?id=48949134

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In this article

1. Weston on the future of defense 
2. Our latest intelligence (and response) on npm supply chain attacks
3. Follow the research in the Black Hat Briefings
4. Go deeper in Microsoft sessions
5. Visit booth #2144 for research, community, and hands-on defense
6. Plan your week with Microsoft Security
7. Skill up before and after Black Hat
8. See you at hacker summer camp
9. Microsoft Security booth #2144 experiences and schedule

Across the threat landscape, in this moment, one pattern sits at the center of the story: threat actors are following trust.

They are not only looking for vulnerable systems, but rather targeting the software, services, identities, tools, developer workflows, and AI systems that organizations already depend on.

A package can become a distribution path. A build pipeline can become an access path. A trusted tool can become or expand an attack surface. An AI agent with the wrong access can become a new way to reach code, data, or infrastructure.

While the surfaces may change, the goal for the majority of threat actors remains the same: find what is trusted, abuse it, and scale the impact.

At Black Hat USA 2026, Microsoft Security will walk through how we are seeing this shift unfold, how security teams can look for it earlier, and how threat intelligence, expert-led response, and security operations need to work together when campaigns move across software, identity, cloud, data, and AI systems.

On Wednesday, August 5, 2026, the day begins with David Weston’s keynote, The End of Rare: Defending When Offense Is Cheap, which looks at what defense requires when offensive capability becomes easier to access, automate, and scale. Later that afternoon, Aarti Borkar and Tanmay Ganacharya will resume the main stage for Poisoned at the Source: Inside the Hunt for Supply Chain Attacks, which offers a closer look at how Microsoft Threat Intelligence is hunting attacks across software ecosystems, developer workflows, and trusted services. This includes details into the ongoing attacks on npm (Node package manager). 

Together, these sessions frame the challenge security teams are facing now: when offensive capability becomes easier to scale, security teams need to understand the trust paths threat actors can abuse before those paths become open doors for attacks. 

At our booth, we’ll also showcase Microsoft Defender Experts Threat Intelligence, a new expert-led service delivering continuous, curated intelligence tailored to your organization, and Microsoft Defender Experts MDR, now extended with third-party and multicloud coverage.

From August 4 to 6, 2026, at Mandalay Bay in Las Vegas, you’ll find Microsoft Security on the Business Hall floor at booth #2144, and on Wednesday evening, join us at the Microsoft Security reception at Swingers at Mandalay Bay.

Register for the Microsoft Security reception Weston on the future of defense 

At 9:15 AM PT on Wednesday, August 5, 2026, David Weston, CVP of Agentic Security, will examine what changes for security teams when offensive capability becomes easier to access, automate, and scale. 

The keynote sets up one of the central questions security leaders are facing now: how does the security operations center (SOC) and analysts adapt when threat actors can move faster, test more often, and reuse trusted paths across software, identity, cloud, and AI systems? Join the keynote Wednesday, August 5, 2026, then continue the conversation with Microsoft Security at booth #2144. 

Our latest intelligence (and response) on npm supply chain attacks

That same intelligence-to-action challenge is at the center of our main stage session at Black Hat. 

On Wednesday, August 5, 2026, from 2:30 PM PT to 3:00 PM PT, Aarti Borkar, Corporate Vice President (CVP), Microsoft Security, and Tanmay Ganacharya, Vice President of Microsoft Security Research and Threat Intelligence, will share intelligence and insights into the ongoing supply chain campaigns impacting all areas of the threat landscape. The talk, Poisoned at the Source: Inside the Hunt for Supply Chain Attacks, will walk through Microsoft Threat Intelligence’s investigations into the ongoing npm supply chain attacks targeting software ecosystems, developer workflows, trusted services, and how organizations are handling the challenges associated with npm packages.

Follow the research in the Black Hat Briefings

Microsoft Security researchers will also present peer-reviewed technical research in the Black Hat Briefings. These sessions go deep into cloud, mobile, and software supply chain defense.

GitHub Can Tell You’re Being Hacked. You’re Just Not Listening: Building EDR for GitHub from Its Own Event Stream

• Presented by Yossi Weizman, Principal Security Research Manager
• Wednesday, August 5, 2026, from 10:15 AM PT to 10:45 AM PT

One Click to System: Exploiting Bixby’s Trust Model for Full Device Compromise

• Presented by Dimitrios Valsamaras, Senior Security Researcher
• Wednesday, August 5, 2026, from 12:00 PM PT to 12:40 PM PT

Handle With Care: Chaining Azure Automation Flaws for Cross-Tenant Identity Takeover

• Presented by Shay Shavit, Senior Security Researcher
• Wednesday, August 5, 2026, from 4:30 PM PT to 5:10 PM PT

Check the official Black Hat schedule for final room assignments and any timing updates.

Go deeper in Microsoft sessions

Microsoft experts will also lead sessions that give you a closer look behind the scenes, including:

Mind the Gap: Turning Threat Intelligence into Decisive Action with Expert-Led Defense

• Presented by Wes Malaby, General Manager of Customer Success
• Wednesday, August 5, 2026, from 5:00 PM PT to 5:20 PM PT

Cyber Defense Showdown

• Presented by Fanta Kaba and special guest Jimmie Galaites
• Wednesday, August 5, 2026, from 5:00 PM PT to 5:20 PM PT

Agentic Security: What’s Next

• Presented by Naadia Sayed, Principal Product Manager
• Thursday, August 6, 2026, from 11:15 AM PT to 12:00 PM PT

These sessions extend the main stage story into practitioner decisions: how teams move from intelligence to action, how defenders test their judgment under pressure, and how AI and agents are changing security workflows.

Visit booth #2144 for research, community, and hands-on defense

This year we are transforming the Microsoft Security booth into a community center. Click here to jump to the full schedule.

If the keynote and main stage sessions frame the largest challenges across the threat landscape, booth #2144 is where you can directly explore the workflows behind it: threat intelligence, incident response, AI security, security operations, partner solutions, and hands-on practice.  

Customers: Schedule a time to meet with our team

You will find:

Connection circles, ask-me-anythings (AMAs), meetups led by industry influencers, and lightning talks

Short-form conversations with practitioners and experts on threat intelligence, incident response, AI security, identity, data protection, and security operations. If you swing by when the expo area opens, we’ll also fuel you up so you can skip the food court.

Partner presence

At Black Hat 2026, the Microsoft booth will feature 13 partners from the Microsoft Intelligent Security Association (MISA) who will showcase solutions built with Microsoft Security technology. Security Insider Conversations will feature MISA partners Critical Start (August 5, 2026, at 3:30 PM PT) and Huntress (August 6, 2026, at 2:00 PM PT) alongside Microsoft Security experts. Additionally, thank you to our Microsoft Security VIP Mixer sponsors: Ascent Solutions, Avertium, Devicie, Huntress, Illumio, Maureen Data Systems, and Security Risk Advisors. 

Demo our latest innovations

Explore connected experiences across defending with AI, securing AI, strengthening posture for AI adoption, using security intelligence in investigations and response, working with trusted partners, and connecting with Microsoft Defender experts.

Exclusive swag (featuring a surprise guest)

Spend some time with us at the experience we built around the booth and you’ll earn tokens that can be exchanged for custom patches and hats (because security experts have to wear many hats). Your favorite paperclip may be among the patches. Maybe.

Decompress with mini golf

The biggest Microsoft Security community moment of the week is our reception at Swingers at Mandalay Bay, hosted by Aarti Borkar.

Join us Wednesday, August 5, 2026, from 6:00 PM PT to 9:00 PM PT for food, drinks, mini golf, partner activations, and time with the Microsoft Security team away from the show floor.

Come compare notes with peers, meet Microsoft researchers and responders, and connect with the broader Microsoft Security community.

Space is limited, so reserve your spot early.

Register for the Microsoft Security reception Plan your week with Microsoft Security

You can find Microsoft Security at booth #2144 during Business Hall hours:

• Tuesday, August 4, 2026: 4:00 PM PT to 7:00 PM PT
• Wednesday, August 5, 2026: 9:00 AM PT to 6:00 PM PT
• Thursday, August 6, 2026: 9:00 AM PT to 4:00 PM PT

Stop by early to see the booth schedule, find upcoming AMAs and connection circles, and plan which live sessions and hands-on experiences you want to attend.

Skill up before and after Black Hat

You do not need to be in Las Vegas to take part in the broader Microsoft Security Black Hat experience.

The Microsoft Black Hat Skilling Challenge begins July 20, 2026, and will help defenders build hands-on skills across Microsoft Defender, Microsoft Sentinel, and Microsoft Security Copilot. Attendees can use the challenge to prepare before the event, then bring questions to on-site experts and community sessions. Remote participants can follow along through Microsoft Tech Community, AMAs, recaps, and post-event resources.

Join the Microsoft Black Hat Skilling Challenge See you at hacker summer camp

Threat actors are adapting around the systems organizations already trust. Security teams need to understand those trust paths before they become attack paths.

At Black Hat USA 2026, Microsoft Security will bring the research, expert perspective, and hands-on experiences to help practitioners see where attacker behavior is moving and how defense can adapt.

Add Poisoned at the Source to your schedule. Visit us at booth #2144. Join the skilling challenge. And register for the Microsoft Security reception on Wednesday night.

Register for the Microsoft Security reception Microsoft Security booth #2144 experiences and schedule Tuesday, August 4, 2026 TimeTitle5:00 PM PT to 6:00 PM PTHow Practitioners Build Effective Security Playbooks6:00 PM PT to 7:00 PM PTAgentic Security: What’s Next Wednesday, August 5, 2026 TimeTitle9:00 AM PT to 9:30 AM PTSecurity Communities Meet Up10:00 AM PT to 10:30 AM PTUsing Offensive Security Research to Advance AI Security10:30 AM PT to 11:00 AM PTThe Confused Deputy Strikes Back: How AI Agents Turn Into RCE Proxies12:00 PM PT to 12:30 PM PTHunting in the Gray: When Nation-States and Cybercrime Collide12:30 PM PT to 1:00 PM PTAI in Security Operations: What Actually Works and What Doesn’t1:00 PM PT to 2:00 PM PTAI in the SOC: Lessons Learned from the Front Lines2:30 PM PT to 2:30 PM PTMicrosoft Defender Challenge2:30 PM PT to 3:00 PM PTFrom Alert Fatigue to Action: How Practitioners Prioritize What Matters3:00 PM PT to 3:30 PM PTAgents in the Flow of Work: From Signals to Action3:30 PM PT to 4:00 PM PTWill It Hold Up in Court? Forensic Defensibility of Microsoft 365 Evidence5:00 PM PT to 6:00 PM PTZero Trust for the Agentic Era: An Interactive Discussion for Securing AI Thursday, August 6, 2026 TimeTitle9:00 AM PT to 9:30 AM PTThe Future of Microsoft Security and How Communities Can Support You10:00 AM PT to 10:15 AM PTQuantum Is Here: What Practitioners Must Do Now11:00 AM PT to 12:00 PM PTThe Next Era of Cyber Defense: Clarity, Control, and Response at Scale12:00 PM PT to 12:30 PM PTLessons from the Field: What to Do When You’re Under Attack12:30 PM PT to 1:00 PM PTWhen Browsers Become Agents: The Emerging Security Risks of AI‑Powered Browsers2:30 PM PT to 3:00 PM PTSocial Engineering Always Matters3:00 PM PT to 3:30 PM PTAI Runs on Data: Securing the Foundation of AI Adoption

To learn more about Microsoft Security solutions, visit our website. Bookmark the Security blog to keep up with our expert coverage on security matters. Also, follow us on LinkedIn (Microsoft Security) and X (@MSFTSecurity) for the latest news and updates on cybersecurity.

The post Microsoft at Black Hat USA 2026: Defending trust in the age of AI and supply chain attacks appeared first on Microsoft Security Blog.

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Article URL: https://stateofopensource.ai/

Comments URL: https://news.ycombinator.com/item?id=48947825

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Article URL: https://www.indiehackers.com/post/tech/a-5-figure-mrr-success-after-a-failed-product-buried-him-in-debt-jzXCQaChntz3v1usYLz5

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