Collaboration Platforms Under Measurement: 185,584 Confluence and 91,979 Jira Instances
Collaboration Platforms Under Measurement: 185,584 Confluence and 91,979 Jira Instances Collaboration platforms rank high on attacker lists because…
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Mattermost: 736,893 Fingerprint Matches on Self-Hosted Collaboration
Mattermost: 736,893 Fingerprint Matches on Self-Hosted Collaboration Mattermost is a self-hosted collaboration platform: channels, direct messages,…
Realtime Room Teardown Explained for Python Team Presence Sidebars in 5 Steps
Realtime Room Teardown Explained for Python Team Presence Sidebars in 5 Steps Use a realtime API with explicit room teardown and recovery rules for…
AI Coding Isn't Scary, But a Dozen AIs in One Group Chat Is
Back in July 2026, Hugging Face got hit by an autonomous intrusion launched from an AI model. Tens of thousands of attack logs flooded their securit…
Mininglamp Open-Sources Octo: Designing the Collaboration Layer for Multi-Agent Teams
Mininglamp Open-Sources Octo: Designing the Collaboration Layer for Multi-Agent Teams Over the past year, something changed in the AI agent space. C…
Why IM Is the Natural Infrastructure Layer for AI Agent Collaboration
When you're building a multi-agent system, the first real question isn't which model to use or how to structure your prompts. It's simpler and harde…
Building Trust with Product Teams as an SRE
SRE teams that fight with product teams don't get things done. SRE teams that get along with product teams get surprising amounts of reliability wor…
working together or alone
thesis going alone is faster in the short run, but working with people is what produces durable, well-tested decisions. the hard part is admitting t…