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Tuesday, June 09, 2026

How to Build Reliable AI Agents: 5 Engineering Patterns from a Production System

2026-06-09 16:31
Building reliable AI agents is a significant challenge, especially when they perform well in demos but falter in production. In their article, Sharma and Hegde discuss their experience with an AI agent for capacity optimization. They faced issues due to a lack of a single source of truth for CPU configurations, which were scattered across multiple systems and often inconsistent. The authors highlight that traditional methods like prompts and multiple agents did not resolve reliability issues....
Scott Nyberg

This AI agent startup ditched Anthropic for DeepSeek β€” and says it’s saving millions

2026-06-09 16:17
πŸš€ Lindy, a no-code AI agent platform, has transitioned from Anthropic to DeepSeek, claiming significant cost savings and enhanced performance. πŸ’° This shift comes amid rising inference costs that challenge sustainable AI deployment. Companies like GitHub and Uber have experienced substantial billing increases, prompting a reevaluation of AI spending. πŸ’‘ The Linux Foundation is responding by launching the Tokenomics Foundation, aimed at creating standards for AI token costs. #AI #TechNews...
Paul Sawers

HCP Packer adds enforced provisioners

2026-06-09 16:00
πŸš€ HCP Packer has introduced enforced provisioners, enhancing security and compliance across image builds. This feature allows platform and security teams to define mandatory provisioning steps centrally, ensuring standards are maintained throughout the image lifecycle. By automating compliance checks, organizations can improve security, reduce operational overhead, and increase visibility for audits. Learn more about this capability now available in HCP Packer! πŸ”πŸ”’ #HCPCPacker #ImageGovernance...
Mitchell Ross

Introducing North Mini Code: Cohere’s First Model For Developers

2026-06-09 15:56
πŸš€ Exciting news in the AI development space! Cohere has launched North Mini Code, a 30B-parameter Mixture-of-Experts model with 3B active parameters. This model is tailored for agentic software engineering tasks and is available on Hugging Face under the Apache 2.0 license. North Mini Code excels in complex coding workflows and high-quality code generation, outperforming other models of similar size in benchmarks. Check it out! πŸ’»βœ¨ #Cohere #AI #SoftwareEngineering #MachineLearning #Coding

Security in the Post-Mythos Era

2026-06-09 15:00
🚨 The cybersecurity landscape is evolving with AI-driven vulnerability discovery reshaping defenses. In the article "Security in the Post-Mythos Era," the author emphasizes the importance of foundational hardening and proactive threat detection. Traditional strategies like multi-factor authentication and network segmentation are vital but often overlooked. The recent unveiling of Project Glasswing showcases AI's capability to identify critical zero-day vulnerabilities, underscoring the need...
Yuri Kramarz

Evaluate Clinical ASR Models Faster with Agent Skills and NVIDIA Nemotron Speech

2026-06-09 15:00
Training speech AI to understand clinical terminology is challenging. Common drug names and medical terms often aren't included in standard speech models. πŸ₯ Synthetic data generation can address this gap, but accuracy in pronunciation is crucial. Incorrect pronunciations can lead to more problems rather than solutions. NVIDIA's tools support this process, allowing quick creation of clinical benchmarks without the hurdles of real audio collection. 🎀 Clinical ASR is essential for various...
John Jahanipour

Fusing Security and Networking: Your Fastest Path to Profitability

2026-06-09 15:00
🌐 Fusing security and networking is essential for protecting infrastructure in today's AI-driven world. Cisco Cloud Control and LiveProtect are key innovations that simplify operations and enhance profitability for partners. πŸ”’ Cisco Cloud Control acts as a unified command center for managing networking and security, providing immediate operational simplicity. βš™οΈ LiveProtect offers always-on defense, shielding Cisco products from vulnerabilities as they are discovered, without downtime. #Cisco...
Ryan Franks

When your data model is the bottleneck: lessons from Medium’s feature store

2026-06-09 14:40
Medium’s recommendation system aims to keep readers engaged by processing user activity signals and correlating them with new articles. πŸ“š The feature store plays a crucial role in this system, enabling real-time data storage and retrieval to support fast user interactions. AndrΓ©as Saudemont explains how the team improved their data model to handle over 1 million operations per second effectively. Learn more about their challenges and solutions! πŸ’‘ #Medium #DataScience #MachineLearning...
Cynthia Dunlop

How long before we stop reading the code?

2026-06-09 13:00
πŸš€ Code reviews are facing a critical shift. Instead of focusing solely on code, experts suggest prioritizing reviews of intent, specs, and acceptance criteria. This change addresses the bottleneck caused by AI-generated code, which outpaces human review capabilities. Research shows that as code changes grow, the usefulness of comments declines. In fact, teams using AI now merge 98% more PRs, leading to longer review times. AI tools can assist in reviews, but they bring challenges like non-...
Ankit Jain

How we built an AI foundation for the Revenue Operations team in Cisco Marketing

2026-06-09 12:00
πŸš€ Cisco's Marketing Revenue Operations team has developed an AI enablement playbook to streamline innovation and secure deployment. This initiative transforms AI strategies into actionable solutions, addressing the complexities of AI implementation. The playbook is designed to support teams in turning AI concepts into real-world impact for customers and partners. #Cisco #AI #Innovation #Marketing #RevenueOperations
Daryl Thomas

Cisco SASE with Meraki: Get in the Fast Lane to SASE

2026-06-09 12:00
πŸš€ Explore the power of Cisco SASE with Meraki! This solution simplifies security by integrating SD-WAN with cloud-delivered Security Service Edge (SSE). It addresses the complexities of hybrid work environments, where users, apps, and data are spread across various locations. With Cisco SASE, teams can smoothly transition from SD-WAN to a complete SASE architecture while maintaining familiar tools. This integration promises a clearer operating model for security management. #Cisco #SASE...
Max Cornell

Fewer False Alarms, Better Coding Flow in RustRover 2026.2

2026-06-09 11:35
πŸš€ RustRover 2026.1 has made significant improvements by reducing false positives by up to 25%. This means fewer misleading warnings and a smoother coding experience. False positives occur when the IDE incorrectly flags code as problematic, even when it runs correctly. RustRover uses its own analysis engine alongside cargo check, which helps enhance IDE features but can lead to discrepancies. To maintain a seamless workflow, RustRover’s analysis reacts in real-time, allowing developers to...
Manuel Ceron

How an Agent Built a 3D Paris Gallery by Chaining Two Hugging Face Spaces

2026-06-09 10:46
Discover how an innovative agent created a 3D gallery of Paris by integrating two Hugging Face Spaces. This project showcases the potential of AI technology in building immersive experiences. The article delves into the technical process and tools used to achieve this unique virtual environment. Explore the future of digital galleries! 🌐🎨 #HuggingFace #3DArt #AIDesign #VirtualReality #Innovation

The tokenmaxxing party is over, and Revenium is mopping up

2026-06-09 10:00
The article discusses the end of the "tokenmaxxing" trend in AI, where companies competed to use the most AI tokens without clear business outcomes. As costs rise, firms are shifting from reckless token usage to stricter budget control. Revenium, an observability tool, has introduced AI Insights to help businesses recover wasted AI spending by providing actionable recommendations. This marks a significant pivot in AI management as organizations seek efficiency and optimization. πŸŒπŸ“ŠπŸ’‘ #AI...
Chris J. Preimesberger

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2026-06-09 07:40
πŸŽ™οΈ Join Ryan as he speaks with Bryan Clark from Databricks about the evolving role of AI agents in database management. They explore how these agents create and use databases, often neglecting infrastructure cleanup. Solutions like database branching and centralized access control can help teams adapt to this agent-driven landscape. Learn more about Databricks Lakebase, a Postgres-compatible database designed for efficiency! #DatabaseManagement #AIAgents #Databricks #TechTalk #Postgres
Phoebe Sajor

With great AI power comes the need for zero trust responsibility

2026-06-09 07:09
The rise of dual-use AI, exemplified by Anthropic’s Claude Mythos, is transforming enterprise security. This tool autonomously identifies critical software vulnerabilities, enhancing bug-finding efficiency significantly. πŸš€ However, these advancements also present risks. Unauthorized use of AI can lead to rapid, machine-speed exploits, overwhelming traditional security responses. Organizations must focus on enforcing zero trust principles and continuous secret hygiene to mitigate these...
David Mills

Bring your own evaluation framework to EvalHub

2026-06-09 07:01
πŸš€ EvalHub now supports a "bring-your-own-framework" (BYOF) approach, allowing teams to integrate custom evaluation frameworks. This enables organizations to leverage proprietary or academic evaluation harnesses not included in the default provider set. By implementing a simple Python method, users can package their framework, enabling features like experiment tracking and OCI artifact persistence. Learn more about building your custom adapter and the integration process. #EvalHub #AI...
William Caban Babilonia, Rui Vieira, Matteo Mortari

Integrate OpenShift AI and PG Airman MCP Server

2026-06-09 07:01
πŸš€ Discover how agentic AI is transforming data access in enterprises! This article introduces the integration of Red Hat OpenShift AI and EnterpriseDB’s PG Airman MCP server, addressing the challenges non-technical staff face with SQL. It highlights a natural language interface that simplifies data queries and ensures compliance with data governance. Stay tuned for more insights in this four-part series! #DataGovernance #AI #PostgreSQL #OpenShift #TechInnovation
Peter Samouelian

Claude Fable 5 now available on AI Gateway

2026-06-09 07:00
πŸš€ Claude Fable 5 is now live on AI Gateway! This Mythos-class model enhances performance on complex, multi-step tasks, reducing the need for human intervention. It excels in code review, bug-finding, and offers higher accuracy on challenging problems. Fable 5 includes safeguards against misuse in sensitive areas and retains prompts for 30 days without training the model. To access, set the model to anthropic/claude-fable-5 in the AI SDK. #AI #ClaudeFable5 #Anthropic #TechInnovation...
Source: Vercel Blog
Jerilyn Zheng

Defend against frontier cyber models: Cloudflare's architecture as customer zero

2026-06-09 06:00
🌐 In a recent article, Cloudflare discusses the importance of architecture in addressing vulnerabilities, highlighting insights from Project Glasswing. πŸ” The speed of vulnerability discovery has increased with frontier cyber models like Mythos, which can quickly identify and exploit weaknesses. However, these models do not eliminate the need for thorough security measures. πŸ’» Cloudflare emphasizes that their security architecture is built using its own products, serving as a model for...
Dan Jones

Improving Code Reviewer with Atlassian PR Context

2026-06-09 05:34
πŸš€ Enhancing the Rovo Dev Code Reviewer is a key focus for improving code quality. The tool now incorporates historical PR context, allowing it to learn from past code reviews. This aims to replicate the knowledge experienced reviewers have about code patterns, team conventions, and important discussions. By utilizing Atlassian's Teamwork Graph Collection, the Code Reviewer accesses previous PRs for relevant code changes and team feedback, combining technical accuracy with cultural insights....
Jovana Dunisijevic

Okta Developer Connect San Francisco 2026 Recap

2026-06-09 05:00
🌐 Okta Developer Connect San Francisco 2026 focused on securing identity in the age of AI, bringing together over 100 developers and security leaders. The event highlighted the general availability of Okta for AI Agents, addressing key governance questions around agent discovery, connectivity, and lifecycle management. Developers shared insights on the rapid deployment of agents and the challenges in establishing adequate governance. Sessions covered Cross App Access and the importance of...

Decemberfest is here! How we celebrate the holidays at Elastic

2026-06-09 04:00
πŸŽ‰ Decemberfest is in full swing at Elastic! 🌍 This annual celebration, running from late November to mid-December, brings together Elasticians globally to connect and give back. In 2025, over 1,000 employees participated in 26 office events, 31 clusters, and 22 virtual gatherings. From festive in-person events in 57 cities to fun virtual activities like holiday trivia, the spirit of togetherness is alive. Additionally, our eCookbook allows team members to share recipes and earn charitable...
Source: Elastic Blog
Elastic Culture

15 questions every European bank should answer about conversational AI in 2026

2026-06-09 00:00
European banks are encouraged to assess their readiness for conversational AI by reflecting on 15 critical questions outlined in a recent article. These questions focus on compliance with current regulations and the technical capabilities needed for effective deployment. Understanding these factors is essential for maximizing the potential of conversational AI in the banking sector. Stay informed and prepared! πŸ€–πŸ’Ό #ConversationalAI #BankingInnovation #EURegulations #TechReadiness #AIInsights
Henry Guyver

5 criteria for choosing a vector database that will survive production

2026-06-09 00:00
Understanding vector databases is essential in today's data-driven world. πŸ—ƒοΈ Unlike traditional databases, vector databases manage data as vectors, enhancing search precision and enabling machine learning applications. As data volumes increase, their role in managing unstructured data becomes more critical. Choosing the right vector database involves considering performance, scalability, and system compatibility. This guide answers key questions about their features and differences from...
Source: Elastic Blog
Jordi Mon Companys

Budgets for API keys on AI Gateway

2026-06-09 00:00
Navigating AI costs can be challenging as teams increasingly rely on coding agents and token-heavy workflows. πŸ’» To manage expenses, the AI Gateway now allows users to set spending caps on API keys. Once a limit is reached, further requests are rejected until the budget resets or is adjusted. This feature helps consolidate and control costs across all AI Gateway providers. πŸ” You can easily create or modify budgeted API keys through the Vercel Dashboard or CLI. This ensures better visibility...
Source: Vercel Blog
Jerilyn Zheng

Claude Fable 5 now available in AI Gateway

2026-06-09 00:00
πŸš€ Anthropic's Claude Fable 5 model is now live on Netlify's AI Gateway! No configuration is needed, allowing seamless integration. Developers can use the Anthropic SDK directly in Netlify Functions without the hassle of managing API keys or authentication. Automatic access to caching, rate limiting, and authentication infrastructure is included. For more details, check out the AI Gateway documentation. #AI #Netlify #ClaudeFable5 #TechNews #Anthropic
Source: Netlify Blog

CrowdStrike 2026 Technology Threat Landscape Report: China’s Ambitions Fuel Attacks

2026-06-09 00:00
🌐 The CrowdStrike 2026 Technology Threat Landscape Report highlights significant findings in cybersecurity. πŸ“Š Over 58% of state-sponsored attacks on the tech sector are attributed to China-nexus adversaries, including groups like MURKY PANDA and MUSTANG PANDA. πŸ” These attacks are motivated by financial gain, intelligence collection, and industrial espionage, reflecting the vulnerabilities of modern tech innovations. For a deeper understanding, consider downloading the full report....
Counter Adversary Operations

Domain Search is now available through the Vercel CLI

2026-06-09 00:00
πŸ“’ Exciting news for developers! You can now search for domains directly through the Vercel CLI. The new `vercel domains search` command allows you to check availability and pricing for various TLDs supported by Vercel. You can also filter results by TLD, sort them, and exclude unavailable domains. Don't forget to upgrade to Vercel CLI version 54.10.1 to access this feature! #Vercel #DomainSearch #WebDevelopment #TechUpdates #CLI
Source: Vercel Blog
Elliot Dauber

HNSW vs LSH: How Elasticsearch hits 0.99 recall@10 at 15,000 QPS β€” and what it costs

2026-06-09 00:00
Discover the approximate nearest neighbor (ANN) algorithm! 🌐 ANN enhances search efficiency by quickly identifying data points close to your query, even in vast datasets. As data grows, traditional nearest neighbor methods struggle, making ANN essential for effective recommendations in platforms like Spotify and Netflix. πŸŽΆπŸ“Ί Learn about its workings, types, and importance in vector search. #DataScience #MachineLearning #ANN #TechInnovation #Algorithms
Source: Elastic Blog
Jordi Mon Companys

HNSW vs. LSH: How Elasticsearch hits 0.99 recall@10 at 15,000 QPS β€” and what it costs

2026-06-09 00:00
Elasticsearch's HNSW achieves an impressive recall@10 of 0.99 at 15,000 QPS, surpassing OpenSearch for production vector search. πŸ“Š The article explains how HNSW and DiskBBQ quantization improve recall and speed, highlighting the challenges of exact nearest neighbor search at scale. It also details the workings of HNSW and the effects of quantization on memory usage without significant recall loss. #Elasticsearch #HNSW #VectorSearch #DataScience #MachineLearning
Source: Elastic Blog
Jordi Mon Companys

Integrating Twilio Agent Connect with Twilio Flex for Human Handoff

2026-06-09 00:00
Unlock the potential of customer service with Twilio's integration of Agent Connect and Flex! This article guides you through building a context-aware workflow that facilitates seamless AI-to-human handoffs using Twilio's tools. Enhance your customer interactions by leveraging Conversation Memory for smarter service. πŸ€–πŸ’¬ #Twilio #CustomerService #AI #TechIntegration #HumanHandoff
Simran Aishwarya

June 2026 Patch Tuesday: Microsoft Patches 206 Vulnerabilities Including Three Publicly Disclosed Zero-Days

2026-06-09 00:00
πŸ”’ Microsoft has released its June 2026 security update, addressing 206 vulnerabilities. This includes fixes for three publicly disclosed zero-day vulnerabilities and 37 critical ones. The most common risk types involve elevation of privilege, remote code execution, and information disclosure. Patches were primarily for Microsoft Windows, followed by Extended Security Updates and Microsoft Office. #Microsoft #Cybersecurity #PatchTuesday #Vulnerabilities #InformationSecurity
Falcon Exposure Management Team

Meet Elastic's ERGs

2026-06-09 00:00
🌍 Employee Resource Groups (ERGs) at Elastic foster community and inclusivity since 2016. These groups allow Elasticians to connect based on shared backgrounds and experiences. ERGs promote knowledge sharing, learning, and networking across our diverse, global workforce. They embody our Source Code, emphasizing acceptance and healthy discourse. Karen Penn, head of global inclusion, highlights the importance of β€œrespecting the pause” in communication to ensure understanding among our diverse...
Source: Elastic Blog
Elastic Culture

Migrating Your GitHub CI to Hugging Face Jobs

2026-06-09 00:00
πŸš€ Migrating your GitHub CI to Hugging Face Jobs can enhance efficiency and capabilities. Many projects rely on GitHub-hosted runners, but they come with limitations, like slow performance and lack of GPU access. Trackio faced these challenges and transitioned to using Hugging Face Jobs for a faster and more robust CI process. This article provides a step-by-step guide to help you replicate this setup for your own GitHub repository, including CLI and browser-based instructions. #GitHubCI...

Mythos-class Claude Fable 5 arrives on GitLab Duo Agent Platform

2026-06-09 00:00
πŸš€ Claude Fable 5, a robust Mythos-class model, is now live on the GitLab Duo Agent Platform! This model enhances multi-step, goal-directed tasks with improved first-shot accuracy. Early testers report significant reductions in iteration time for complex problems. Key features include long-horizon autonomy, allowing workflows to run without manual checkpoints, and better bug detection in code reviews. Explore its capabilities with GitLab Duo Agent today! 🌟 #GitLab #AI #ClaudeFable5...
Source: GitLab Blog
Talia Armato-Helle

Netlify is now in the Cursor marketplace

2026-06-09 00:00
πŸš€ Exciting news for developers! Netlify is now available in the Cursor marketplace. This integration allows you to connect your AI-assisted coding environment directly to Netlify without leaving your editor. This feature aims to streamline your workflow, making it easier to build and deploy projects. Explore more at cursor.com/marketplace/netlify. #Netlify #CursorMarketplace #WebDevelopment #CodingTools #DeveloperExperience
Source: Netlify Blog

Onboarding at Elastic: What to expect

2026-06-09 00:00
🌍 Onboarding at Elastic is designed to make new hires feel welcomed and prepared, regardless of location. In the first weeks, new employees are encouraged to connect with colleagues to build relationships. Elastic's X-School program plays a key role in this process, offering a comprehensive orientation experience. X-School spans four days, featuring interactive sessions that foster personal and professional growth. It accommodates global time zones, ensuring inclusivity for everyone. Senior...
Source: Elastic Blog
Elastic Culture

Shai-Hulud copycat campaign targets Python developers through PyPI typosquatting

2026-06-09 00:00
🚨 A recent report by GitLab's Vulnerability Research team revealed a supply chain attack on PyPI involving the Shai-Hulud malware. Five malicious packages were identified, including typosquats of popular libraries like Flask, Requests, and NumPy. These packages execute harmful code at installation without user action. The attack showcases how attackers exploit Python's .pth file mechanism for self-propagating credential theft, targeting major cloud providers and CI/CD environments. For those...
Source: GitLab Blog
Daniel Abeles

The Pre-Launch Identity Audit: Shipping Secure and Optimized Auth

2026-06-09 00:00
πŸš€ Before launching your application, it's crucial to conduct a thorough identity audit. This ensures your Auth0 setup is secure and optimized for real-world usage. πŸ” Start with the Production Readiness Check, which scans for configuration issues and highlights security vulnerabilities. πŸ“Š Next, monitor core usage metrics like Active Users and M2M tokens to ensure your app can scale effectively. πŸ”’ Lock down token signatures and clean up callback URLs to prevent security risks. #CyberSecurity...
Source: Auth0 Blog
Carlos Aguilar