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Research

The best Prime Day headphone deals: Apple, Bose, Sony, and more deals I'd buy myself

Amazon's Prime Day arrives early this year, featuring discounts on several flagship headphones released in mid-to-late 2025. This roundup includes expert-tested deals from Bowers & Wilkins, Sony, Bose, and more, with savings ranging from $50 to over $100.

  • Prime Day runs June 23-26, a month earlier than usual.
  • New 2025 models like Bowers & Wilkins Px7 S3 and Sony WH-1000XM6 are discounted $50-$80.
In-site article

The first AI marketing benchmark

ViralBench introduces the first dedicated benchmark for AI marketing, testing models with two TikTok accounts and a goal to maximize views in the fitness niche.

  • ViralBench is the first benchmark specifically for AI-powered marketing.
  • Models receive two TikTok accounts and analytics tools to generate viral content.
In-site article
Agents

Show HN: I created agent skill based on Peter Lynch's books

This project introduces an Agent Skills open-standard skill that enables AI agents to perform public company research using Peter Lynch's investment philosophy. It offers two workflows: Quick Research for initial triage and Deep Research for full due diligence. The skill emphasizes evidence discipline with source citation, and outputs markdown reports with linked sources.

  • The skill guides compatible AI agents through web research and source verification to produce stock analysis reports. It can be triggered with a ticker symbol or company name.
  • Quick Research provides a fast screening decision (SKIP, WATCHLIST, or DEEP RESEARCH) based on aggregator data.
In-site article

AI Didn't Make Us Faster It Demoted Us

The article argues that AI has not accelerated our work as promised but instead has demoted human roles, reducing our agency and decision-making.

  • AI's promise of speed has not materialized; instead, it has demoted human roles
  • Automation may weaken human initiative and critical thinking
In-site article

Anthropic gives @Claude a permanent seat in your Slack channels

Anthropic has announced Claude Tag, a new product that embeds Claude directly into Slack as a persistent, shared team member that accumulates institutional knowledge, works asynchronously, and can act without being prompted. Available in beta for Enterprise and Team plans, it replaces the older Claude in Slack app.

  • Claude Tag makes Claude a permanent member of Slack channels, capable of long-running tasks and accumulating context. It introduces 'agent identity' for secure tool access.
  • Multiple users can steer tasks in real time, and Claude can work autonomously with scheduled tasks.
In-site article

How to Use NVIDIA Canary-1B-v2 for ASR, Translation, and Automatic SRT Subtitle Export in Python

This tutorial builds a multilingual ASR and speech translation pipeline using NVIDIA Canary-1B-v2, covering setup, transcription, translation, timestamp extraction, SRT export, long-form transcription, batch processing, and benchmarking.

  • Set up NeMo and audio dependencies on a GPU-enabled runtime
  • Perform English ASR and translate to French, German, Spanish, and Italian
In-site article

Semgrep Guardian: Security for AI-Generated Code

Semgrep Guardian is an IDE-integrated security tool for AI-generated code, detecting vulnerabilities in real-time. With over 3 million weekly scans and 95% completion under 5 seconds, it prevents issues like OWASP Top 10, malicious packages, and secrets. It offers full visibility for security teams and easy deployment.

  • Semgrep Guardian scans AI-generated code in the IDE, fixing vulnerabilities instantly.
  • It covers OWASP Top 10, malicious packages, and hardcoded secrets.
In-site article
Robotics

The best Prime Day Samsung deals: Save big on Galaxy phones, tablets, and more

Amazon Prime Day 2026 runs June 23-26 with deep discounts on Samsung Galaxy phones, smartwatches, TVs, and tablets. Here are the top picks and buying advice.

  • Prime Day features record-low prices on Samsung Galaxy devices, including phones, TVs, and wearables.
  • ZDNET experts recommend looking for at least 20% off and using price trackers to verify deals.
In-site article
Policy

How AI is Reshaping Europe's Digital Sovereignty Debate

Strategies for governments to more effectively pursue AI sovereignty.

  • European nations are reassessing their digital sovereignty strategies
  • AI technology is at the heart of the sovereignty debate
In-site article
Tools

This tried-and-true $200 Android tablet is one of the best Prime Day deals worth buying

The TCL Tab A1 Plus is 33% off during Amazon Prime Day 2026, bringing its price to $200. With a 120Hz display, quad speakers, 8,000mAh battery, and AI features, this Android tablet is a standout deal.

  • 33% discount brings TCL Tab A1 Plus to $200 during Prime Day
  • Features include 12.2-inch 2.4K 120Hz display, Snapdragon 4 Gen 2, 16GB RAM, 128GB storage
In-site article
Other updates (21)
Agents

Think this open-source Flutter-native AI agent worth building?

flutter_copilot is an AI agent for Flutter that leverages the semantics tree to autonomously navigate and interact with app UIs using natural language. It supports OpenAI and compatible LLMs, enabling tasks like tapping, typing, scrolling, and more, with built-in safety policies.

  • Automates Flutter UI actions via natural language without screenshots
  • Uses semantics tree for UI understanding and LLMs for decision-making
In-site article

99% compressed, 1% on the bill: I audited 1B tokens to find out why

The author found that token costs paradoxically increased as models became cheaper, due to higher consumption. After investigating existing compression methods, they found them ineffective for agent-specific data like logs and SQL. They developed a custom architecture achieving 99.9% compression margin, but real savings depend on usage patterns.

  • Cheaper models lead to higher usage, raising bills.
  • Existing compression fails on agent-specific data (logs, SQL).
In-site article

OpenClaw and Hermes agree on what an agent is. They disagree on what controls it.

Two open-source agent harnesses, OpenClaw and Hermes Agent, take different architectural approaches: OpenClaw prioritizes a gateway for multi-channel reach, while Hermes focuses on persistent memory for developer context. Both have gained significant adoption, with OpenClaw backed by Microsoft and Nvidia, and Hermes leading in usage metrics. The choice between breadth and depth will shape enterprise agent deployment.

  • OpenClaw uses a gateway-first design for broad channel integration, adopted by Microsoft and Nvidia.
  • Hermes Agent emphasizes persistent memory and self-improving skills for deep developer context.
In-site article

Developers are now validating code they didn’t write — and may not understand

GitLab's AI Accountability Report reveals that 43% of developers cannot reliably distinguish AI-generated code from human-written code, and 85% say AI has shifted the bottleneck from writing code to reviewing it. The report highlights the need for governance and integrated toolchains to manage AI-generated code.

  • 91% of organizations use two or more AI coding tools.
  • 43% cannot reliably distinguish AI from human-written code.
In-site article

The Math Skills Every Aspiring Data Scientist Needs to Master Before Writing a Single Line of Code

This article breaks down each essential math discipline (statistics, linear algebra, calculus, discrete math), explains its role in data science, and maps out an efficient learning path. It emphasizes that mathematical intuition, not just coding, is the true differentiator in an AI-driven job market.

  • Data science algorithms are mathematical operations; understanding the math is more important than writing code.
  • Statistics and probability are the most frequently used math areas in daily data science work.
In-site article

Anthropic rolls out Claude Tag, your new agentic AI coworker in Slack

Anthropic launches Claude Tag, an agentic AI that lives in Slack channels, acting as a proactive team member. It can be configured to reactively respond or ambiently participate, learning from channel activity. Each channel has its own isolated Claude with scoped data and tool access. Available in beta for Enterprise and Team customers.

  • Claude Tag is an always-on AI coworker integrated into Slack channels.
  • It can proactively participate, remember context, and complete tasks autonomously.
In-site article

Why corporate AI super PACs spent $27 million on a local election

The tech industry has poured over $27 million into New York's 12th Congressional District primary, backing candidate Alex Bores amid a feud between AI companies over safety regulation. The race has attracted multiple super PACs from Anthropic, Ripple, and others, making AI safety a central issue.

  • AI companies have spent $27.83 million to influence the NY-12 primary.
  • Alex Bores, a state assemblyman who co-sponsored the first AI safety law, is the inadvertent center of a proxy war between Anthropic and other AI firms.
In-site article

AI agent security needs a composition graph, not just an SBOM

Traditional SCA only catches package-level vulnerabilities, but AI agents' risks stem from component composition. The OpenACA project exposes these by building agent composition graphs, revealing how plugins, skills, MCP servers, and permissions interact to create real-world attack surfaces.

  • AI agent risks arise from component composition, not individual package flaws.
  • SCA and runtime monitoring both fail to capture declared agent composition.
In-site article

GDM: When AI agents meet [video]

This video explores the application of Generative Decision Models (GDM) in AI agent interaction, demonstrating how agents collaborate to complete tasks.

  • GDM stands for Generative Decision Model
  • Video demonstrates AI agent collaboration
In-site article

Show HN: Your self, in every light - a local-first MCP self model for AI agents

Alma is a local-first MCP server that gives AI agents memory that belongs to you. It stores personal facts and preferences securely on your device, requires human approval for writes, and allows granular control over what agents know.

  • Alma is an open-source local-first MCP server that manages AI agents' access to user personal information.
  • Data is stored as facets in an append-only event log for auditability and rollback.
In-site article

Sharekit – install someone's AI coding setup with one command

Sharekit is a command-line tool that lets you install, preview, and rollback AI coding configurations (CLAUDE.md, skills, cursorrules, dotfiles) from GitHub with a single command. It features version pinning, hook safety, secret scanning, and a simple publishing workflow.

  • One-command install of AI coding setups from GitHub
  • Preview, rollback, and version pinning supported
In-site article

I automated my job (and it made me a better leader)

A senior director at GitHub shares how she uses 40 automations to manage her workflow, freeing up mental space for what really matters. She explains how automations help with meeting prep, follow-ups, team alignment, and especially for her as someone with AuDHD, they serve as an essential accessibility tool.

  • Automations are not about replacing human connection but enabling leaders to show up fully for their teams
  • Start with the single biggest friction point (e.g., meeting prep) and build from there
In-site article
Chips

Forget Prime Day - Best Buy is selling this excellent LG OLED TV for over 50% off

The LG B5 is a more affordable OLED option that offers the same signature picture quality as its flagship sibling at a fraction of the price - especially with this deal.

  • LG B5 OLED TV is 53% off at Best Buy, priced at $1,500 for the 77-inch model
  • Features 120Hz refresh rate, Dolby Vision HDR, and VRR support for smooth gaming
In-site article

The Download: the future of chipmaking and Anthropic's government clash

This week's Download covers ASML's $400 million chipmaking machine and threats to its dominance, Anthropic's AI model triggering US export controls, and the frontier of longevity research through cellular reprogramming.

  • ASML's extreme-ultraviolet lithography machine is essential for the most advanced chips, but its monopoly faces growing challenges.
  • Anthropic released an AI model that led to US export controls, sparking a policy debate.
In-site article

I found an Android app that makes using my phone one-handed so much easier - and it's free

Quick Cursor is a free Android app that enables one-handed phone use via a virtual mouse pointer, especially useful for those with mobility or dexterity issues. Free version covers basics; Pro adds more customization.

  • Quick Cursor enables one-handed use with a virtual pointer controlled from a trigger area.
  • Free version is sufficient for basic needs; Pro offers advanced features like trigger actions.
In-site article
Startups

Oracle sheds 21,000 roles over the past year

Oracle reduced its workforce by 13% over the past 12 months, citing AI deployment in an annual filing. The company now employs 141,000 full-time workers, down from 162,000 the previous year. It joins several tech firms slashing jobs to offset massive capex on AI buildouts. Oracle spent $1.8 billion on restructuring costs.

  • Oracle cut 21,000 jobs, 13% of its workforce, in the past year.
  • The company cited AI adoption and deployment as a reason.
In-site article
Research

These are the 19 best Prime Day phone deals I'd actually buy myself

Amazon Prime Day 2026 runs June 23-26, but early discounts are already available. ZDNET experts have curated the best smartphone deals worth your attention, covering Apple, Samsung, Google, Motorola, and more, with buying advice and FAQs.

  • Prime Day 2026 officially runs June 23-26, but early deals are already appearing.
  • ZDNET experts hand-picked deals based on hands-on testing and price tracking.
In-site article
Models

How GPT-5 helped immunologist Derya Unutmaz solve a 3-year-old mystery

GPT-5 Pro helped solve a 3-year-old immunology mystery, offering insights into T cell behavior. The breakthrough could support cancer and autoimmune research.

  • GPT-5 Pro assisted immunologist Derya Unutmaz in solving a long-standing mystery about T cell behavior.
  • The mystery had eluded researchers for three years and involved specific T cell functions in immune responses.
In-site article

Build a protein research copilot with Amazon Bedrock AgentCore

This post shows you how to build a conversational protein research assistant that combines three capabilities: Natural language query parsing to extract structured search parameters, vector similarity search over protein embeddings using a specialized language model and AI-generated scientific summaries of search results.

  • Use Strands Agents SDK to orchestrate three specialized tools: parser, searcher, summarizer, deployed to Amazon Bedrock AgentCore.
  • Leverage ESM-C 300M protein language model for embeddings and pgvector on Amazon Aurora PostgreSQL for vector similarity search.
In-site article

Omio scales travel product development using OpenAI models

Multimodal travel platform Omio integrates OpenAI models, including ChatGPT and Codex, into its engineering operations to accelerate product development and launch conversational booking interfaces. The integration reduces technical effort to 20% of previous levels, with significant timeline compression, while maintaining human accountability for all outcomes.

  • Omio embeds OpenAI Codex across the entire software development lifecycle, from research to maintenance.
  • Technical effort reduced to 20%; a one-month single-engineer project now replaces what previously required multiple developers for a quarter.
In-site article
Robotics

Introducing Claude Tag

Claude Tag is a new Slack integration that lets teams collaborate with Claude as a teammate. Users can @Claude to delegate tasks, and Claude learns from channel context, takes initiative, and works asynchronously. Currently 65% of Anthropic's product team code is generated by an internal version. Available in beta for Claude Enterprise and Team customers starting today, replacing the existing Claude in Slack app with enhanced controls.

  • Claude Tag is a new Slack-based AI teammate that can be tagged for task delegation.
  • It learns from context, proactively provides information, and supports asynchronous work.