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Building an open source chain of trust: new research uncovers key blockers and ways forward

Canonical is pleased to share its latest research report, “The open source chain of trust.” Based on a survey of 500 DevOps professionals, the report highlights how organizations approach their open source software supply chains. While many companies are moving toward verifiable provenance and automated security workflows, internal misalignment and disjointed approaches remain serious challenges for most teams. Read the report.

Beyond safety and security: Why automotive open source demands dependability

In the traditional automotive world, teams often work in silos: the cybersecurity experts lock down the ports, the quality assurance teams hunt for bugs, and the functional safety engineers track the ISO 26262 compliance. At Canonical, we believe this fragmented workflow causes friction rather than collaboration. You cannot have a safe vehicle that isn’t secure, and you cannot have a secure vehicle running on poor quality code. This friction results in a slow and rigid development process.

GPT-4 API cost 2026: pricing breakdown and how to estimate it

GPT-4 API pricing spans $0.10 to $30.00 per million input tokens across the model family. GPT-4.1 is the current recommended production model at $2.00 input / $8.00 output per million tokens. Legacy GPT-4 still runs at $30.00/$60.00 per million tokens -- 15x more expensive for no meaningful quality gain. For finance and engineering leaders accountable for AI spend, choosing the right GPT-4 variant is the single biggest cost lever on your bill.

MCP vs CLI: Does it even make a difference? | Live Laugh Logs ep. 3

MCP vs CLI: does it even make a difference? Here’s everything you need to know. Welcome to Episode 3 of Live Laugh Logs, the podcast from the Coralogix Developer Relations team. This week Andre has made the move to the US, so Annie and Lewis are joined by George Pickers, Head of Solution Engineering for EMEA & APAC at Coralogix.

Burninghouse Video Production Services Guide to Corporate and Brand Storytelling

If you are exploring Burninghouse video production services, you likely want video content that does more than look polished. You want something that supports your brand identity, connects with the right people, and feels easy to produce. Burninghouse is a Melbourne-based production company built around that need. It creates visual work for businesses that want strong communication, better engagement, and a smoother path from idea to launch.

How to Choose the Right Aerial Drone Photographers for Your Project Need

Choosing the right aerial drone photographers can shape how your project is seen, understood, and marketed. Whether you need aerial photography for a residential listing, drone photography for a development campaign, or broader drone services for a commercial asset, the provider you hire matters. You want clear results, safe operations, and visuals that support your goals. So how do you make the right call? It starts with knowing what skilled professionals actually bring to your project.

How The Faith Agency in Melbourne Delivers Integrated Marketing Campaigns

If you are looking into The Faith Agency in Melbourne, you likely want to know how it turns separate marketing tasks into one joined-up campaign. That is exactly where this advertising agency stands out. With more than 20 years of experience, The Faith Agency combines marketing strategy, creative thinking, and media execution through an integrated media agency model. The result is stronger brand awareness, clearer decision-making, and campaigns built to support business goals rather than just fill channels.

The Best Requirements Management Platforms Based on Scalability

Spreadsheets work fine when you're managing fifty requirements. Maybe even a hundred. However, somewhere around a few hundred, the cracks show: broken cross-references, version conflicts in shared drives, and zero traceability from a requirement to its test case. By the time you're managing thousands of requirements across multiple product lines, spreadsheets aren't just inconvenient. They're a compliance risk.

Managing IPv4 Address Scarcity: Strategic Allocation for Enterprise Networks

The global IPv4 address space is finite. With the Internet Assigned Numbers Authority (IANA) exhausting its available addresses in 2011 and regional registries following suit shortly after, enterprise IT teams face an unprecedented challenge: how to manage networks and scale infrastructure when new IPv4 addresses simply cannot be created.