January 22, 2026

50 articles from this day

Decoupling the AI Stack: How to Architect a Production-Grade Local LLM System

Decoupling the AI stack enhances the architecture of local LLM systems, addressing challenges in concurrency, governance, and model swapping. The SOLV Stack provides a scalable, privacy-first solution for enterprise environments, enabling efficient AI coding assistants without cloud dependency.

Dev.to Building AI Products building-ai-products architecture llm

Building a Regulatory Risk Copilot with Databricks Agent Bricks (Part 1: Information Extraction)

Databricks' new AI tools enable seamless extraction of structured data from complex PDFs, enhancing regulatory risk analysis. By facilitating real-time collaboration between SMEs and engineers, the platform accelerates the development of production-ready AI systems for document processing.

Databricks Blog AI Agents & Tool Use industries

Chainlit AI framework bugs let hackers breach cloud environments

Two critical vulnerabilities in the Chainlit AI framework, CVE-2026-22218 and CVE-2026-22219, allow attackers to read any server file and exploit internal services, posing significant risks for cloud environments. Organizations using Chainlit are urged to upgrade to version 2.9.4 or later to mitigate these threats.

Bleeping Computer Open Source Drops open-source-drops

High-Availability Feature Flagging at Databricks

Databricks' SAFE feature flagging platform enables decoupled code deployment and feature enablement, achieving over 300 million evaluations per second with microsecond latency. Its architecture incorporates layered resilience mechanisms to maintain high availability and reliability across services, essential for managing complex deployments.

Databricks Blog Dev Tooling & DX dev-tooling-dx

Millions of people imperiled through sign-in links sent by SMS

Authentication links sent via SMS are exposing millions to identity theft and scams due to weak security practices. Researchers found that many services use easily guessable tokens, allowing unauthorized access to sensitive user data, highlighting the urgent need for improved authentication methods.

Ars Technica Dev Tooling & DX biz-it policy dev-tooling-dx

Threat actors expand abuse of Microsoft Visual Studio Code

Threat actors are exploiting Microsoft Visual Studio Code by manipulating tasks.json files to execute malicious JavaScript payloads. This research outlines the infection chain, backdoor functionality, and emphasizes the importance of caution when interacting with third-party repositories.

Hacker News Dev Tooling & DX startup

Internet voting is insecure and should not be used in public elections

Internet voting systems are fundamentally insecure due to vulnerabilities like malware and lack of effective dispute resolution protocols. The scientific consensus indicates that no current technology can secure internet voting, making it a dangerous option for public elections.

Hacker News Dev Tooling & DX startup

AI networking startup Upscale scores $200M to challenge Nvidia's NVSwitch

Upscale AI has raised $200 million in Series A funding to develop innovative networking switches aimed at competing with Nvidia's NVSwitch. Their SkyHammer silicon is designed for AI workloads and will support both UALink and ESUN protocols, targeting hyperscale integration.

The Register Building AI Products Technology

Driving A DAC Real Fast With A Microcontroller

Utilizing the Raspberry Pi Pico 2, a microcontroller can achieve a remarkable 150 MS/s sample rate for DAC output, traditionally reserved for FPGAs. The key lies in its Programmable I/O subsystem, enabling efficient parallel data handling and high-speed GPIO operations.

Hackaday Dev Tooling & DX microcontrollers parts dac

eBay updates legalese to ban AI-powered shop-bots

eBay has updated its user agreement to prohibit the use of AI-powered shopping bots, citing concerns over potential revenue loss from automated bidding. The move reflects a growing tension between e-commerce platforms and the rise of agentic commerce, which could disrupt traditional retail dynamics.

The Register Building AI Products Technology

Future jobs in AI will come with a hardhat and boots, tech bigshots argue

AI leaders emphasize the need for skilled trades as AI infrastructure expands, predicting significant job creation in sectors like construction and energy. They argue that while AI may displace some jobs, it will also enhance the value of vocational skills, making them essential in the evolving job market.

The Register Building AI Products Technology

Here’s how Spotify pulled off a legal ambush to stop that 300TB dump of stolen music

Spotify and major record labels executed a legal strategy to shut down Anna's Archive, a site that scraped 300TB of music, by filing a sealed lawsuit and obtaining a restraining order without prior notice. Despite initial takedowns, Anna's Archive continues to adapt and evade these efforts, highlighting ongoing challenges in digital copyright enforcement.

Android Authority Dev Tooling & DX news spotify

Spotify Lawsuit Triggered Anna's Archive Domain Name Suspensions

Spotify and major record labels have initiated legal action against Anna's Archive for releasing scraped Spotify data, resulting in the suspension of several domain names. This lawsuit highlights the ongoing tensions between copyright enforcement and digital archiving, raising important questions about data access and legality.

Slashdot Dev Tooling & DX dev-tooling-dx

A timeline of the US semiconductor market in 2025

The U.S. semiconductor market underwent significant changes in 2025, marked by Nvidia's record revenue and strategic partnerships, alongside evolving government policies affecting AI chip exports. Key events included Intel's leadership shakeup and the U.S. government's equity stake in Intel, highlighting the industry's dynamic landscape.

TechCrunch Building AI Products building-ai-products enterprise hardware

AI hasn't delivered the profits it was hyped for, says Deloitte

Deloitte's report reveals that while 74 percent of organizations aim for revenue growth through AI, only 20 percent have achieved it. Despite this, AI is seen as transformative by 25 percent of leaders, highlighting the need for strategic implementation and employee engagement to unlock its full potential.

The Register Building AI Products Technology

Anthropic’s new Claude ‘constitution’: be helpful and honest, and don’t destroy humanity

Anthropic's new 'Claude Constitution' outlines ethical guidelines for AI behavior, emphasizing the importance of understanding values over mere compliance. It includes hard constraints against harmful actions and explores the implications of AI consciousness and moral status, raising critical questions about AI's role in society.

The Verge Building AI Products other

Apple is reportedly overhauling Siri to be an AI chatbot

Apple is reportedly transforming Siri into an AI chatbot named Campos, integrating features similar to OpenAI's ChatGPT and Google's Gemini. This shift aims to enhance user interaction and software integration, with a rollout expected in iOS 27 and related platforms by late next year.

Engadget Building AI Products -technology-electronics- -site-engadget- -provider-name-engadget-

BitGo raises $212.8M in its US IPO at $18 per share, above the marketed range of $15 to $17 per share, giving it a market value of about $2.1B (Bloomberg)

BitGo successfully raised $212.8 million in its US IPO, pricing shares at $18, exceeding the initial range of $15 to $17. This funding elevates BitGo's market valuation to approximately $2.1 billion, highlighting significant investor confidence in the cryptocurrency and blockchain sector.

Techmeme Building AI Products Technology

Blue Origin’s Starlink rival TeraWave promises 6-terabit satellite internet

Blue Origin's TeraWave aims to compete with Starlink by offering up to 6 terabits of satellite internet, targeting enterprise customers rather than individual users. With a multi-orbit design of 5,408 satellites, it promises high-speed connectivity for critical operations in data centers and government sectors.

The Verge Building AI Products other

Cisco fixes Unified Communications RCE zero day exploited in attacks

Cisco has patched a critical remote code execution vulnerability in its Unified Communications products, tracked as CVE-2026-20045. Exploitation of this flaw could allow attackers to gain root access, prompting urgent updates for affected systems as attempts to exploit it have already been observed in the wild.

Bleeping Computer Dev Tooling & DX dev-tooling-dx

Claude's new constitution

Anthropic's release of Claude's 'constitution' document reveals insights into the model's core values and training processes, highlighting contributions from external reviewers, including clergy with technical backgrounds. This transparency offers a unique perspective on AI ethics and development practices.

Simon Willison Building AI Products programming

'Contagious Interview' Attack Now Delivers Backdoor Via VS Code

The 'Contagious Interview' attack exploits trust in repository authors, allowing a malicious application to execute arbitrary commands on victims' systems without user interaction. This highlights the critical need for vigilance in software supply chain security and repository management.

Dark Reading Dev Tooling & DX dev-tooling-dx

Convert potentially dangerous PDFs to safe PDFs

Dangerzone converts potentially dangerous documents into safe PDFs by utilizing a sandboxing approach. It employs gVisor for isolation and can handle various document formats, ensuring security while allowing users to open files safely in their preferred PDF viewers.

Hacker News Open Source Drops startup

Linux creatives rejoice - this dev's hard work now lets Photoshop finally run on Linux, so let your imaginations run wild

Photoshop can now run on Linux through patched Wine compatibility layers, addressing the challenges posed by Adobe's installer architecture. This breakthrough allows Linux users access to Photoshop and hints at the potential for other Adobe applications to run on Linux in the future.

TechRadar AI-Assisted Coding pro

Marketing tech startup Applecart raised $100M in a minority funding round led by Blackstone's growth equity business, a source says at a ~$700M valuation (Myles Miller/Bloomberg)

Marketing tech startup Applecart has secured $100M in a minority funding round led by Blackstone's growth equity business, achieving a valuation of approximately $700M. This funding highlights the growing interest in innovative marketing technologies and the potential for significant market disruption.

Techmeme Building AI Products Technology

New Android malware uses AI to click on hidden browser ads

A new Android malware family uses AI and TensorFlow.js to automate click fraud by interacting with hidden browser ads. This sophisticated method allows the malware to adapt to dynamic ad structures, posing a significant threat to users through covert operations and potential data charges.

Bleeping Computer Dev Tooling & DX dev-tooling-dx

My old PC can't run Windows 11, so I'm using it for this instead

Transform an old PC into a Home Assistant server to manage smart devices locally without cloud dependencies. The article provides a detailed guide for setting up Home Assistant OS on Proxmox, ensuring flexibility for various projects while enhancing home automation capabilities.

How-To Geek Dev Tooling & DX smart-home self-hosted

Online retailer PcComponentes says data breach claims are fake

PcComponentes denies a data breach affecting 16 million customers but confirms a credential stuffing attack. The company has implemented new security measures, including mandatory two-factor authentication and CAPTCHA, to protect user accounts and mitigate future threats.

Bleeping Computer Dev Tooling & DX dev-tooling-dx

Phishing Campaign Zeroes in on LastPass Customers

A new phishing campaign targeting LastPass customers utilizes advanced techniques, including large language models, to create convincing messages and subject lines. This highlights the evolving threat landscape in cybersecurity and the need for enhanced user awareness and security measures.

Dark Reading Dev Tooling & DX dev-tooling-dx

Sources: Project SGLang spins out as RadixArk with $400M valuation as inference market explodes

RadixArk, the commercial entity behind the open-source tool SGLang, has achieved a $400 million valuation, highlighting the growing trend of open-source projects transitioning into venture-backed startups. This shift underscores the increasing demand for AI inference optimization tools that can significantly reduce operational costs for businesses.

TechCrunch Open Source Drops ai venture accel

The new Siri chatbot may run on Google servers, not Apple’s

Apple's upcoming Siri chatbot may leverage Google servers for its next-generation AI models, marking a significant shift in its cloud strategy. This change aims to enhance performance and deliver competitive features, reflecting Apple's response to market demands for advanced AI capabilities.

9to5Mac Building AI Products news

The US and China Are Collaborating More Closely on AI Than You Think

US and China exhibit significant collaboration in AI research, with 141 out of 5,290 NeurIPS papers co-authored by institutions from both countries. This partnership highlights the interconnectedness of their AI ecosystems, despite ongoing geopolitical tensions, and underscores the importance of international collaboration in advancing AI technology.

Wired Building AI Products business business-artificial-intelligence

Todoist’s app now lets you add tasks to your to-do list by speaking to its AI

Todoist launches an AI-powered feature called Ramble, enabling users to add tasks through natural language voice commands. Built on Google's Gemini 2.5 model, it enhances productivity by capturing task details in real-time, significantly improving user engagement and task creation success rates.

TechCrunch Building AI Products building-ai-products apps productivity

Why LinkedIn says prompting was a non-starter — and small models was the breakthrough

LinkedIn's innovative approach to AI recommender systems involved developing a multi-teacher distillation technique that optimizes models for accuracy and click prediction. This method, combined with a detailed product policy document, enhances alignment between product management and machine learning engineering, driving significant improvements in recommendation quality.

VentureBeat Prompt Engineering & Evals infrastructure

Will Apple Charge for Its Siri Chatbot?

Apple is developing a Siri chatbot to compete with existing AI models like ChatGPT and Gemini, integrating it across iOS, iPadOS, and macOS. The potential pricing strategy may involve a free basic version with subscription tiers for advanced features, reflecting the competitive landscape of AI services.

MacRumors Building AI Products featured

Zendesk ticket systems hijacked in massive global spam wave

A massive spam wave is exploiting unsecured Zendesk ticket systems, allowing attackers to generate automated emails that bypass spam filters. Companies are advised to restrict ticket creation to verified users to prevent such abuse and enhance security measures against relay spam.

Bleeping Computer Dev Tooling & DX dev-tooling-dx

FBI's Washington Post Investigation Shows How Your Printer Can Snitch On You

An FBI investigation reveals how an office printer's logging capabilities led to the arrest of an IT specialist for unlawful retention of classified information. The case highlights the importance of understanding printer metadata and surveillance tools in safeguarding sensitive data within secure environments.

Slashdot Dev Tooling & DX dev-tooling-dx

🎡Beginner-Friendly Guide 'Minimum Pair Removal to Sort Array I' - Problem 3507 (C++, Python, JavaScript)

Transforming an unsorted array into a sorted one through adjacent pair merging is a unique challenge that emphasizes greedy simulation and array manipulation. The article provides detailed C++, Python, and JavaScript solutions, highlighting essential techniques for element removal and loop termination in programming.

Dev.to AI-Assisted Coding ai-assisted-coding cpp python

Bezos' Blue Origin announces satellite rival to Musk's Starlink

Blue Origin's TeraWave aims to compete with SpaceX's Starlink by launching over 5,400 satellites to provide high-speed internet, targeting data centers and governments. With speeds up to 6 terabits per second, TeraWave could significantly enhance global data transfer capabilities.

BBC News - Technology Building AI Products Technology

Day 13: Nigerian Market Sales Intelligence Engine — Mastering List Comprehension & Lambda in Python

List comprehensions and lambda functions in Python can significantly streamline data processing for informal businesses in Nigerian markets. This article demonstrates practical applications of these concepts to transform messy sales data into actionable insights, enhancing decision-making speed.

Dev.to AI-Assisted Coding python africa beginners

I mirrored my Android screen to Windows with zero lag (and no apps installed on the phone)

Mirror your Android screen to a Windows PC without lag or app installation using built-in features or the open-source tool Scrcpy. This guide details the steps for both methods, enabling high-resolution mirroring and additional functionalities like file management and screen recording.

MakeUseOf AI-Assisted Coding windows android-tips

Not to be outdone by OpenAI, Apple is reportedly developing an AI wearable

Apple is reportedly developing an AI wearable device that resembles a pin, equipped with two cameras and three microphones. This move signals increased competition in the AI hardware market, particularly against OpenAI's anticipated hardware release later this year.

TechCrunch Building AI Products building-ai-products hardware ai-pin

Simulating Pots with LTSpice

Simulating adjustable potentiometers in LTSpice can be achieved by using two resistors to represent the pot's terminals. By employing the .step command, users can dynamically alter resistor values while ensuring their sum matches the desired total resistance, allowing for custom pot component creation.

Hackaday Dev Tooling & DX hardware ltspice poteniometer

After RAM, storage could be next to break your budget

Rising NAND production cuts by major manufacturers Samsung and SK Hynix are expected to increase SSD prices as demand from AI and data centers grows. This shift could impact both consumer and enterprise markets, reversing years of price declines and affecting PC building costs.

Digital Trends Building AI Products computing news ssd

Does the Xbox app for Arm signal a gaming renaissance? Not yet

Microsoft's rollout of the Xbox app for Windows on Arm PCs allows local Game Pass downloads, marking a significant step in mobile gaming. Despite promising performance from Qualcomm's Snapdragon X2 chips, compatibility issues and crashes hinder the gaming experience, revealing challenges that remain in the ecosystem.

PCWorld Dev Tooling & DX cpus-and-processors-gaming

FLOSS Weekly Episode 861: Big Databases with OpenRiak

OpenRiak offers a high-performance alternative to Riak, emphasizing its speed for specific operations and its position within the CAP theorem. This episode provides insights into its architecture and practical applications, making it valuable for developers interested in database technologies.

Hackaday Dev Tooling & DX hackaday-columns podcasts database

Ireland wants to give police spyware and facial recognition powers

Ireland's proposed Communications (Interception and Lawful Access) Bill aims to update surveillance laws from 1993, granting police extensive powers to intercept communications and utilize spyware and facial recognition technology. This legislation raises significant privacy concerns and implications for cybersecurity practices.

Boing Boing Dev Tooling & DX post encryption facial-recognition

This Android phone could double as your next Windows PC, but you won’t want it to

NexPhone offers a unique multi-boot configuration, allowing users to run Android, Linux, and Windows 11 on a single device. However, its performance is limited by the Qualcomm QCM6490 SoC, making it more suitable for light tasks rather than a full-fledged desktop experience.

9to5Google Dev Tooling & DX news

All brains on deck: 10 best practices for knowledge-sharing

Implementing effective knowledge-sharing practices enhances collaboration and innovation within organizations. Key strategies include fostering a culture of trust, utilizing AI for information retrieval, and maintaining organized documentation to ensure knowledge is accessible and actionable.

Atlassian Developer Dev Tooling & DX dev-tooling-dx

Organize the chaos: 5 key steps in the change management cycle

Effective change management is crucial for successful transitions within organizations. By following a structured cycle that includes clarity on goals, stakeholder engagement, and honest communication, leaders can facilitate smoother adaptations to new processes and technologies.

Atlassian Developer Dev Tooling & DX dev-tooling-dx