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Ask HN: Share your productive usage of OpenClaw

What are some very productive things you achieved with OpenClaw that you wouldn’t mind sharing? Comments URL: https://news.ycombinator.com/item?id=47147183 Points: 101 # Comments: 83

Can you reverse engineer our neural network?

Article URL: https://blog.janestreet.com/can-you-reverse-engineer-our-neural-network/ Comments URL: https://news.ycombinator.com/item?id=47146487 Points: 236 # Comments: 170

RoguePilot Flaw in GitHub Codespaces Enabled Copilot to Leak GITHUB_TOKEN

A vulnerability in GitHub Codespaces could have been exploited by bad actors to seize control of repositories by injecting malicious Copilot instructions in a GitHub issue. The artificial intelligence...

Anthropic updates Claude Cowork tool built to give the average office worker a productivity boost (3 minute read)

Anthropic's Claude Cowork is getting a wider release. Anthropic launched a series of connectors and plugins for the knowledge worker tool earlier this week aimed at 'turbo-charging' the capabilities o...

Anthropic Dials Back AI Safety Commitments (4 minute read)

Anthropic is softening its core safety policy to stay competitive with other AI labs. The company previously paused development work on its model if it could be classified as dangerous, but it will en...

Kilo launches KiloClaw, allowing anyone to deploy OpenClaw agents in production in 60 seconds (10 minute read)

KiloClaw enables users to deploy OpenClaw agents in under 60 seconds without dealing with complex infrastructure setup. The service runs on Fly.io's multi-tenant VMs, offering robust security and pers...

Citrini's Scenario Is A Great But Deeply Flawed Thought Experiment (36 minute read)

A recent viral essay about how AI's bullishness could be bearish is full of flaws and just a work of speculative fiction. It posits that AI's success will be bad for the economy rather than good. Howe...

Over 50% of AI SRE PoCs get abandoned. Most test in the wrong environment. 🔍 (Sponsor)

Most AI SRE evaluations are set up to fail before they start:80% of AI projects fail, often due to misaligned expectations and undefined metricsPoCs scoped under 3 months are 3X more likely to reach p...

Agents are not thinking, they are searching 🔗 (28 minute read)

A lot of mysticism has built up around AI. The underlying technology is non-deterministic. This post provides a framework that creates as much determinism as possible despite that. AI models are searc...

Kubernetes as AI's operating system: 1.35 release signals (4 minute read)

Kubernetes v1.35 ("Timbernetes") shipped with stable in-place Pod resource resizing, gang scheduling for distributed AI workloads, and a new default to KYAML output format designed to reduce configura...

Intelligence Yield (1 minute read)

Everyone focuses on how hard a task can models solve. Benchmark data also captures how much work models need to get there. Opus 4.6 solves harder tasks, more reliably, with considerably less compute. ...

New in Pulumi IaC: `onError` Resource Hook (2 minute read)

Pulumi released a new onError hook feature that lets developers automatically retry failed cloud infrastructure operations or handle errors with custom code, useful for transient failures like DNS pro...

The 5-Step Playbook for Finding the Value of AI (Sponsor)

We love this practical guide from You.com that walks through a proven framework to identify, prioritize, and document high-value AI opportunities. Explore where AI can drive the most impact in your or...

Choosing between Amazon ECS Blue/Green Native or AWS CodeDeploy in AWS CDK (7 minute read)

Amazon Elastic Container Service now offers native blue-green deployments, enabling zero-downtime releases with built-in lifecycle hooks, bake time, and rollback without requiring AWS CodeDeploy. Whil...

Lines of Code Are Back (10 minute read)

AI has revived lines of code as a success metric. When code is nearly free to generate, volume measures nothing and correlates with more duplication, churn, and false productivity gains. Instead, engi...

The End of CI/CD Pipelines: The Dawn of Agentic DevOps (9 minute read)

Agentic DevOps tools like GitHub Copilot and Microsoft's Azure SRE Agent shift CI CD from deterministic pipelines to AI-driven judgment that can autonomously debug tests, remediate incidents, and redu...

Security boundaries in agentic architectures (10 minute read)

Agentic systems risk security breaches when agents execute generated code without proper boundaries. These systems should separate agent compute from generated code to prevent access to sensitive secr...

300 Days of RuboCop (20 minute read)

A Ruby developer spent 300 days introducing RuboCop into a 1M+ line legacy Rails monolith, enabling cops incrementally and fixing offenses through hundreds of small, reviewable PRs instead of a big-ba...

Qwen3.5-35B-A3B (Hugging Face Repo)

Qwen3.5 integrates breakthroughs in multimodal learning, architectural efficiency, reinforcement learning scale, and global accessibility to deliver exceptional utility and performance. It features a ...

Refactoring Azure Quick Review with GitHub Copilot (12 minute read)

Azure Quick Review azqr was completely refactored using GitHub Copilot plan and agent modes under architectural supervision, eliminating major technical debt and 72 scanner packages. The overhaul remo...

Big Iron Bits: The mainframe mockumentary you never knew you needed (Sponsor)

Office comedy meets myth-busting tech. See why many of the world's largest companies still trust Big Iron in Broadcom's hilarious web series. Start watching episodes now.

Ubuntu 26.04 LTS will default to OpenJDK 25 (2 minute read)

Ubuntu 26.04 LTS 'Resolute Raccoon' will default to OpenJDK 25 when it launches on April 23, matching the long-term support cycles of both the OS and Java version.

Very Big Video Reasoning Dataset and Benchmark (4 minute read)

The VBVR suite introduced over one million video clips across 200 structured reasoning tasks to support large-scale research in video reasoning. It also included VBVR-Bench, a rule-based and human-ali...

Improve test coverage across codebases with Datadog Code Coverage (4 minute read)

Datadog Code Coverage provides unified, line-level visibility across repositories, enforces consistent testing standards, and uses automated test generation to identify and fill coverage gaps, helping...

Head of Amazon's AGI lab is leaving the company (2 minute read)

David Luan, head of Amazon's AGI lab, is leaving the company after less than two years. He was hired through an acqui-hire of his startup, Adept, leading efforts like the Nova frontier model to compet...

Meta and AMD Partner for Longterm AI Infrastructure Agreement (3 minute read)

Meta has partnered with AMD in a multi-year agreement to enhance AI infrastructure with up to 6GW of AMD Instinct GPUs. This collaboration focuses on vertical integration across silicon, systems, and ...

Rust debugging survey 2026 (2 minute read)

The Rust compiler team has launched an anonymous 5-minute Debugging Survey (open until March 13) to better understand developers' struggles with debugging Rust.

Build the Agentic Enterprise at Salesforce TDX (Sponsor)

Be at the forefront of the largest technological shift in decades. Join Salesforce's Developer Conference (San Francisco, April 15–16) for deep technical training, hackathons, and more. Save $600 with...

OpenAI's New CPO (2 minute read)

OpenAI has appointed Arvind KC as Chief People Officer.

We are Changing our Developer Productivity Experiment Design (10 minute read)

METR is changing its Developer Productivity Experiment design as a significant number of developers are choosing not to participate in the study as they do not wish to work without AI.

ProducerAI Joins Google Labs (2 minute read)

ProducerAI, a generative music platform for creating and refining tracks, is now part of Google Labs.

Anthropic offers staff $6B share sale at staggering $350B valuation (3 minute read)

The transaction could total between $5 billion and $6 billion.

Build dynamic agentic workflows in Opal (4 minute read)

Google has introduced agentic intelligence to Opal workflows, enhancing flexibility and interactivity.

Airia: Enterprise AI orchestration that unifies experimentation, prod, and governance (Sponsor)

You want AI to be more than a never-ending work in progress, and that means enabling no-code, low-code, and pro-code development without IT gatekeepers standing in the way. Yet that doesn't mean gover...

Meta and AMD Agree to AI Chips Deal Worth More Than $100 Billion (4 minute read)

Meta has agreed to buy 6 gigawatts' worth of AI computing power from AMD in a deal valued at more than $100 billion. AMD has agreed to give Meta warrants to buy up to 160 million AMD shares, roughly 1...

Pentagon Gives Anthropic Ultimatum and Deadline in AI Use Standoff (5 minute read)

Anthropic has until Friday to comply with the Pentagon's demands to use its AI models for all lawful use cases, including mass domestic surveillance or autonomous weapons, which Anthropic doesn't allo...

Google moonshot spinoff looks to ship city-scale laser Internet (4 minute read)

Taara, a Google moonshot spin-off, plans to create urban data highways made out of light. Taara Photonics is a wireless communication platform based on optical phased arrays. The Taara Beam transmits ...

Data centers are racing to space — and regulation can't keep up (5 minute read)

Over the past month, six American companies and a Chinese firm have expressed interest in building data centers in space. Experts warn that the projects could open governance loopholes, especially for...

Expert panel: Plaid's 6 fintech predictions - and why fraudsters are the true early adopters (Sponsor)

The heaviest users of AI in fintech aren't fintechs, they're fraudsters. If you watch Plaid's 2026 Fintech Predictions, you'll see why that won't change for a while. Plaid CEO Zach Perret, CTO Will Ro...

AI and My Crisis of Meaning (2 minute read)

November was an inflection point with AI coding. Everyone now wants their own custom app to solve their business problem, and it's easier than ever to create one. Projects that should take weeks are b...

What Are Chinese People Vibecoding? (9 minute read)

This post takes a look at the many interesting coding projects that developers, creatives, and entrepreneurs in China have been creating with AI tools over the past year. Tinkering culture has no bord...

PayPal pops nearly 7% on report fintech startup Stripe is weighing an acquisition (3 minute read)

Stripe is reportedly considering buying all or some segments of PayPal's business. PayPal has struggled with growth in an increasingly competitive financial payments industry. Meanwhile, Stripe hit a ...

Tech Firms Aren't Just Encouraging Their Workers to Use AI. They're Enforcing It (8 minute read)

Some tech firms have started tracking their workers' use of AI tools with an eye on productivity gains, and in certain cases, factoring it into performance reviews. There are jobs that aren't even con...

35K+ People Bought This Tech Stock. (Sponsor)

You can invest too. But hurry. Get $11/share before February 26.

Explaining AI Chess For Humans (4 minute read)

A good theory of computer chess will also explain how anomalous humans like Magnus Carlsen consistently beat other chess geniuses.

The Looming Taiwan Chip Disaster That Silicon Valley Has Long Ignored (25 minute read)

A Chinese blockade of Taiwan could choke the supply of computer chips and bring the US tech industry to its knees.

WBD says Paramount's new, higher offer could be “superior” to Netflix's (2 minute read)

Paramount has increased its bid for Warner Bros. Discovery from $30 per share to $31 per share.

It was the best of times, etc. (1 minute read)

The AI community tends to say 'this is the worst it will ever be' in response to criticism, but in many aspects, this is also the best it will ever be.

Mark Zuckerberg's Meta is planning stablecoin comeback in the second half of this year (3 minute read)

Meta has started contacting vendors for help with administering stablecoin-backed payments and implementing a new wallet.

Dynamic Music Pill adds slick media controls to the GNOME panel

Add animated media controls to your GNOME panel or dock with Dynamic Music Pill, a slick GNOME Shell extension showing album art, waveforms and track info. You're reading Dynamic Music Pill adds slick...

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