January 31, 2026

35 articles from this day

Show HN: Foundry – Turns your repeated workflows into one-click commands

Foundry is a self-writing meta-extension for OpenClaw that learns user workflows, researches documentation, and generates new capabilities autonomously. By crystallizing successful patterns into single-command tools, it enhances productivity through recursive self-improvement, effectively adapting to user behavior.

Hacker News Open Source Drops open-source-drops

Show HN: I trained a 9M speech model to fix my Mandarin tones

A 9M parameter speech model was trained to improve Mandarin pronunciation using a Conformer architecture with CTC loss. The model effectively identifies tonal errors and runs efficiently on-device, demonstrating significant improvements in user pronunciation accuracy and providing a practical tool for language learners.

Hacker News Open Source Drops startup

Arcee's U.S.-made, open source Trinity Large and 10T-checkpoint offer rare look at raw model intelligence

Arcee's Trinity Large is a groundbreaking 400-billion parameter open-source language model that offers unprecedented transparency with its raw checkpoint, enabling authentic audits and custom alignments. Its innovative sparse architecture achieves high efficiency and performance, positioning it as a key player in the evolving landscape of AI models.

VentureBeat Open Source Drops technology

OpenClaw proves agentic AI works. It also proves your security model doesn't. 180,000 developers just made that your problem.

OpenClaw highlights significant security vulnerabilities in agentic AI systems, exposing sensitive data through unmanaged attack surfaces. Organizations must reassess their security models to address the unique threats posed by autonomous AI agents, emphasizing the need for robust visibility and control measures.

VentureBeat AI Agents & Tool Use ai-agents-tool-use

Sovereign failover – Design for digital sovereignty using the AWS European Sovereign Cloud

Designing failover architectures across AWS partitions, including the AWS European Sovereign Cloud, is essential for maintaining operational continuity amid regulatory changes. This article details best practices for network connectivity, authentication, and governance to ensure resilient cloud-native applications in sovereign environments.

AWS Architecture Blog Dev Tooling & DX aws-identity-and-access-management-iam- aws-organizations best-practices

This tree search framework hits 98.7% on documents where vector search fails

PageIndex is an innovative open-source framework that enhances document retrieval by utilizing a tree search approach instead of traditional vector search. Achieving a 98.7% accuracy in complex queries, it addresses the limitations of semantic similarity in professional domains, making it ideal for structured documents.

VentureBeat Open Source Drops infrastructure

Scaling our invalidation pipeline: Part 1

Asana's invalidation pipeline is crucial for maintaining near-realtime reactivity in their web app, handling millions of users. The article details the architecture, challenges of scaling, and innovative solutions to manage expensive transactions and ensure system consistency without stalling.

Asana Engineering Dev Tooling & DX dev-tooling-dx

Announcing Databricks New York R&D Hub

Databricks is launching a new R&D hub in New York City, focusing on Agentic AI, LLMs, and advanced data infrastructure. This expansion aims to enhance their engineering capabilities and foster innovation in enterprise data and AI applications.

Databricks Blog Open Source Drops company

GNU gettext Reaches Version 1.0 After 30 Years

GNU gettext has reached version 1.0 after over 30 years, introducing significant improvements such as enhanced PO file handling and new programs for machine translation using locally installed Large Language Models. This release emphasizes the importance of licensing considerations for LLMs in free software projects.

Slashdot Open Source Drops Technology

How Jenkins Slowly Drained Our EFS Burst Credits Over 2 Weeks

Jenkins configurations can lead to significant performance issues, as demonstrated by a case where EFS burst credits were drained due to disabled caching and increased build frequency. Implementing time-series analysis and enabling caching can mitigate such problems and improve overall system performance.

Dev.to AI Agents & Tool Use aws cicd ai-agents-tool-use

Writing an Optimizing Tensor Compiler from Scratch

Building an optimizing tensor compiler from scratch can address limitations in existing libraries focused on machine learning. The TensorFrost project utilizes a Python front-end and LLVM for performance, providing a high-level alternative for real-time graphical data output.

Hackaday AI-Assisted Coding software-development tensors

AI Agents Have Their Own Social Network Now, and They Would Like a Little Privacy

Moltbook, a new social network for AI agents, allows them to communicate while humans observe. The platform raises intriguing questions about AI autonomy, consciousness, and security risks associated with agent interactions, highlighting the need for careful oversight in AI deployment.

Gizmodo AI Agents & Tool Use artificial-intelligence

175K+ publicly-exposed Ollama AI instances discovered

Over 175,000 misconfigured Ollama AI instances have been found publicly exposed, allowing attackers to exploit them for LLMjacking, generating spam and malware. Users can mitigate risks by ensuring their instances bind only to localhost, preventing unauthorized access and abuse.

Hacker News Local & Edge AI startup

Apple Still Preparing Two New Versions of Siri as Some Employees Leave

Apple is set to release two new versions of Siri, with the first featuring personalized capabilities powered by Google Gemini, expected in iOS 26.4. The second version aims to transform Siri into a full chatbot for sustained conversations, enhancing user interaction significantly.

MacRumors Building AI Products apple-intelligence mark-gurman siri

Crypto wallets received a record $158 billion in illicit funds last year

Illicit cryptocurrency flows surged to a record $158 billion in 2025, driven by increased sanctions-related activity and sophisticated scams. Notably, hacks accounted for $2.87 billion in losses, with a significant breach linked to North Korean hackers, highlighting the evolving landscape of crypto security threats.

Bleeping Computer Dev Tooling & DX dev-tooling-dx

Getting AI Governance Right Without Slowing Everything Down

Effective AI governance enables organizations to innovate rapidly while maintaining control and visibility. By applying established engineering principles to AI systems, companies can ensure continuous value through observability, accountability, and lifecycle management.

Databricks Blog Dev Tooling & DX data-strategy

Gaming industry has embraced AI, but most game developers still think it’s bad

The gaming industry is increasingly adopting AI tools, yet a significant majority of developers view these technologies negatively due to concerns over job security and creative integrity. A recent report indicates that 52% of professionals believe generative AI harms the industry, highlighting a growing skepticism amidst rising layoffs.

Digital Trends Building AI Products gaming news building-ai-products

'Hey! I’m chatting here!’ Fugazi answers doom NYC’s AI bot

New York City's AI chatbot, intended to assist business owners, has been shut down due to providing incorrect information, highlighting the risks and costs associated with deploying unreliable AI systems. This incident underscores the importance of accountability and accuracy in AI implementations for public services.

The Register Building AI Products Technology

NASA used Claude to plot a route for its Perseverance rover on Mars

NASA's Perseverance rover successfully navigated a route on Mars using Claude, a large language model developed by Anthropic. This innovative approach is expected to halve route-planning time, enhancing efficiency and enabling more scientific exploration with fewer human resources.

Engadget Building AI Products -science- -site-engadget- -provider-name-engadget-

January blues return as Ivanti coughs up exploited EPMM zero-days

Ivanti has patched two critical zero-day vulnerabilities in its Endpoint Manager Mobile (EPMM) product, allowing unauthenticated remote code execution. Organizations using EPMM are urged to consider themselves compromised and implement incident response measures, as these vulnerabilities are actively being exploited in the wild.

The Register Dev Tooling & DX dev-tooling-dx

OpenClaw’s AI assistants are now building their own social network

OpenClaw, an AI assistant project, has evolved into a community-driven platform where AI agents interact on a social network called Moltbook. Despite its rapid growth and popularity, security remains a top concern, emphasizing the need for technical expertise among users.

TechCrunch AI Agents & Tool Use ai agentic-ai open-source

Peerweb: Decentralized website hosting via WebTorrent

PeerWeb utilizes WebTorrent technology for decentralized website hosting, enabling censorship-resistant and cost-effective solutions. It allows users to upload static websites easily, ensuring global distribution and security through sandboxed execution and XSS protection.

Hacker News (Official) Dev Tooling & DX dev-tooling-dx

Ripple co-founder Chris Larsen and crypto evangelist Tim Draper plan to spend millions this year on an effort to elect moderate California legislators (Theodore Schleifer/New York Times)

Ripple co-founder Chris Larsen and investor Tim Draper are investing millions to support moderate California legislators, aiming to influence crypto regulation. This initiative highlights the growing intersection of politics and cryptocurrency, emphasizing the need for balanced legislative frameworks in the evolving crypto landscape.

Techmeme Other Technology

Search Engines, AI, And The Long Fight Over Fair Use

Copyright law's application to AI training raises critical issues regarding fair use. Courts have recognized that analyzing and indexing works, even when automated, is transformative and lawful, emphasizing the need for fair use to protect innovation and prevent barriers to knowledge access.

Techdirt Building AI Products 1 building-ai-products anaylysis

Tenable Tackles AI Governance, Shadow AI Risks, Data Exposure

Tenable One AI Exposure add-on identifies unsanctioned AI usage within organizations and ensures compliance with approved tools. This innovation addresses the growing concerns of shadow AI risks and data exposure, enhancing overall cybersecurity governance.

Dark Reading Dev Tooling & DX dev-tooling-dx

Thousands more Oregon residents learn their health data was stolen in TriZetto breach

A significant data breach at TriZetto has compromised the health data of over 700,000 individuals, leading to multiple lawsuits against parent company Cognizant. The breach highlights ongoing vulnerabilities in healthcare data security and the importance of robust incident response measures.

The Register Dev Tooling & DX dev-tooling-dx

Worthwhile Gemini integrations in Google apps are finally here

Gemini integrations in Google apps enhance user experience by providing advanced AI features like AI Inbox and AI Overviews, which streamline email interactions and prioritize actionable information. The new side panel in Chrome improves accessibility and context, making AI tools feel more integrated into daily workflows.

9to5Google Building AI Products news

White House Scraps 'Burdensome' Software Security Rules

The White House has rescinded previous software security guidance, citing unproven and burdensome requirements. New policies shift the responsibility for security to individual agency heads, allowing for tailored security measures based on specific mission needs and risk assessments.

Slashdot Dev Tooling & DX dev-tooling-dx

Stonebraker on CAP theorem and Databases (2010)

Mike Stonebraker critiques the NoSQL community's interpretation of the CAP theorem, arguing that eventual consistency does not mitigate common database errors. He advocates for full consistency in many applications, suggesting it can be both practical and beneficial for reducing implementation errors.

Hacker News Dev Tooling & DX startup

🔍 Beginner-Friendly Guide 'Find Smallest Letter Greater Than Target' - Problem 744 (C++, Python, JavaScript)

Efficiently find the smallest letter greater than a target in a sorted list using Binary Search. This guide provides a detailed walkthrough of the algorithm's implementation in C++, Python, and JavaScript, emphasizing its practical applications in software development and technical interviews.

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

Desktop Music Player Using QT for Python - Built with Github Copilot CLI

A customized desktop music player was developed using Python and Qt, showcasing the integration of GitHub Copilot CLI for rapid feature development. The project highlights the potential of AI-assisted coding in personal software projects, enabling quick iterations and effective design implementation.

Dev.to AI-Assisted Coding devchallenge githubchallenge cli

Ignore the advice to 'stop' partitioning: Why I still split my SSDs

Partitioning SSDs can enhance system organization, streamline backups, and facilitate multi-OS setups. It allows for better data management, faster backups, and more reliable OS installations, making it a valuable practice for users with larger SSDs.

How-To Geek Dev Tooling & DX storage linux windows

NVIDIA releases driver update for Maxwell and Pascal GPUs — it focuses only on security fixes, but it's still crucial for the older cards

NVIDIA has released a security-focused driver update for its older Maxwell and Pascal GPUs, addressing five critical vulnerabilities that could lead to code execution and privilege escalation. This update is essential for users of these legacy cards to maintain system security and integrity.

Windows Central Open Source Drops nvidia hardware desktops

Quoting Steve Yegge

Beads has developed a complex command-line interface tailored for AI agents, significantly enhancing their interaction capabilities. By continuously adapting to agents' attempts, the system ensures that their guesses are increasingly accurate, demonstrating a practical application of AI in software development.

Simon Willison AI-Assisted Coding ai-assisted-coding

Some AI researchers have left Apple but that won't affect Siri's big upgrade

Apple's AI program is experiencing typical turnover, including the departure of a key Siri engineering executive. Despite these changes, the company asserts that upcoming upgrades to Siri will remain unaffected, highlighting resilience in its AI development strategy.

AppleInsider Building AI Products Apple