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News, launch notes, guides, and comparisons for builders exploring reusable AI agent skills, trust signals, and ecosystem shifts.
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Capture Linux runtime security events and suspicious behavior for live triage with Tracee
Watch live Linux and container activity through eBPF so you can triage suspicious runtime behavior before it disappears into guesswork.
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Plan and apply many Helm releases from one declarative state before cluster changes drift out of sync with Helmfile
Keep multi-chart Kubernetes environments coherent by diffing and syncing all declared Helm releases from one state file.
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Diff and review MySQL schema changes as filesystem-managed SQL before risky database deploys with Skeema
Pull live MySQL schema into files, inspect diffs, and push reviewed changes back with a repeatable workflow.
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Capture simulate and diff HTTP dependencies before flaky integration tests hit real external services with Hoverfly
Record real HTTP traffic, replay it in simulation mode, and compare dependency behavior without hammering live third-party services.
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Run declarative Kubernetes test suites against clusters before operator or manifest changes merge with KUTTL
Express Kubernetes test steps and assertions in YAML, then execute them against a real cluster before shipping controller or manifest changes.
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Lint protobuf definitions for style and correctness before code generation and review churn begin with protolint
Catch naming, formatting, and protobuf rule violations early so generated clients and reviews are cleaner.
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Swap a local service into a live Kubernetes environment to debug real cluster traffic before rollout with Telepresence
Intercept a Kubernetes service and route live cluster traffic into a local process so debugging happens against real dependencies before release.
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Enforce source-controlled AI checks in CI before merging risky changes with Continue CLI
Lets an agent define repo-native AI review checks as markdown files and run them as repeatable pull request status checks in CI.
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Wrap ordinary CLIs so agents can invoke them through a normalized agent-native interface with CLI-Anything
Lets an agent install or build a harness around an existing tool so the tool becomes callable through a predictable CLI surface.
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Coordinate multiple CLI agents through sessions, handoffs, and terminal control APIs with CLI Agent Orchestrator
Lets an agent supervisor spawn and steer isolated terminal-based worker agents with explicit handoff, assign, and message patterns.