InfoQ Homepage Culture & Methods Content on InfoQ
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How Observability and Telemetry Can Enhance the Practice of Software Engineering
Observability must evolve with serverless, event-driven architectures. OpenTelemetry can decouple telemetry from vendors, letting developers emit consistent, high-quality data that explains real system behavior. Shared vocabularies and good telemetry make debugging faster and improve reliability, speed, and developer productivity.
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Platform as a Product: Delivering Value While Balancing Competing Priorities
Software platforms must be treated as products. Success requires balancing engineering, design, usability, security, and value for internal customers and the organisation, Abby Bangser mentioned in her talk Platform as a Product. A product mindset, clear ownership, and continuous investment prevent bottlenecks, platform decay, and wasted effort, enabling scalable, sustainable value over time.
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Zendesk Says AI Makes Code Abundant, Shifting the Bottleneck to “Absorption Capacity”
Zendesk argues that GenAI shifts the bottleneck in software delivery from writing code to “absorption capacity”, which is the organisation’s ability to define problems clearly, integrate changes into the wider system, and turn implementation into reliable value. As code becomes abundant, architectural coherence, review capacity, and delivery flow become the main constraints.
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Developing Your Leadership Skills toward Principal Engineering
Work isn’t the only place where you can develop valuable leadership skills, Sophie Weston mentioned in the video The Principal Engineer’s Path from her QCon London talk. She suggested thinking about the things you do outside of your job where you can learn and practice useful leadership skills, and bringing your full skill set - your whole self - to work.
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Inside Spotify’s 2025 Wrapped Archive: AI Narratives at Scale and the Privacy Trade‑Off
Spotify's engineering team developed the 2025 "Wrapped Archive," generating 1.4 billion personalized reports for 350 million users. This system identifies key listening days and crafts narratives using a language model. As companies increasingly provide narrative recaps, concerns about user privacy and data tracking persist, necessitating a balance between insights and privacy safeguards.
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How to Handle Trust and Psychological Safety When Scaling Organizations
As organizations scale, communication overload, loss of shared context, and trust gaps emerge, Charlotte de Jong Schouwenburg mentioned. Trust must be built team by team; it can’t be replicated. Trust is interpersonal, while psychological safety exists among people and fuels learning. Leaders must deliberately design structures, rituals, and metrics that reward transparency and cohesion at scale.
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Agentic AI Patterns Reinforce Engineering Discipline
Paul Duvall recently discussed his library of engineering patterns for AI assisted development and practices that ground high quality delivery. Related discussions from Paul Stack and Gergely Orosz highlight a shift toward remixing and specification driven development.
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QCon London 2026: Team Topologies as the ‘Infrastructure for Agency’ with AI
At QCon London 2026, Matthew Skelton argued that AI success depends on organisational maturity. He highlighted bounded agency, security, and stewardship as key to managing AI agents. By using Innovation and Practices Enabling Teams, companies can drive knowledge diffusion and optimise internal processes to see real-world returns on their AI investments.
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Teleport Report Finds Over-Privileged AI Systems Linked to Fourfold Rise in Security Incidents
Enterprises that grant excessive access permissions to AI systems experience 4.5 times as many security incidents as those that do not, according to The 2026 State of AI in Enterprise Infrastructure Security, a report published by infrastructure identity company Teleport. The study found that identity management hasn't kept up with AI adoption in production systems.
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QCon London 2026: AI Agents Write Your Code. What’s Left for Humans?
Hannah Foxwell began her QCon London 2026 talk by noting that the long-sought velocity in development has arrived, but the industry is unsure how to use it. She set aside the technical details of agentic coding, focusing instead on its implications for the people working with these systems.
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Green IT: How to Reduce the Impact of AI on the Environment
AI poses major challenges for green IT: each query consumes vast energy, GPU chips last only 2-3 years, and costs stay hidden from users. Regulatory frameworks like the EU AI Act fall short on enforcement, Ludi Akue said. In her talk What I Wish I Knew When I Started with Green IT she presented model compression, quantization, and novel architectures, using sustainability as a design constraint.
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Stripe Engineers Deploy Minions, Autonomous Agents Producing Thousands of Pull Requests Weekly
Stripe engineers describe Minions, autonomous coding agents generating over 1,300 pull requests per week. Tasks can originate from Slack, bug reports, or feature requests. Using LLMs, blueprints, and CI/CD pipelines, Minions produce production-ready changes while maintaining reliability and human review.
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How to Shape the Engineering Culture in Software Companies
You can find your way through an organization by figuring out what artifacts people leave behind, David Grizzanti mentioned at InfoQ Dev Summit Boston. He compared culture to anthropology, suggested studying behaviors, power dynamics, and decisions first, and then patiently model and reward new norms, build allies, and use influence and leading by example, to shift engineering culture over time.
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HubSpot’s Sidekick: Multi-Model AI Code Review with 90% Faster Feedback and 80% Engineer Approval
HubSpot engineers introduced Sidekick, an internal AI powered code review system that analyzes pull requests using large language models and filters feedback through a secondary “judge agent.” The system reduced time to first feedback on pull requests by about 90 percent and is now used across tens of thousands of internal pull requests.
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QCon London 2026: SBOMs Move from Best Practice to Legal Obligation as CRA Enforcement Looms
In a talk at QCon London 2026, Viktor Petersson argued that software teams are running out of time to adopt SBOMs (Software Bills of Materials) due to pending legislative changes in both the US and Europe. He walked through the current regulatory landscape, spoke on the practical mechanics of generating high-quality SBOMs and on the emerging standards for distributing the resulting artefacts.