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Practical writing on AI coding guardrails — spec-driven development, agentic PR reviews, policy-as-code, observability, and product changelog updates from the Zenable team.

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SARIF, HTML, JSON, and More

Zenable CLI now supports SARIF, HTML, and JSON output formats alongside improved terminal output

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Observability for your coding agents

A new Findings dashboard provides interactive charts breaking down findings by category, repository, integration source, and requirement.

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Tracking and Tuning Requirements, Automatically

See which requirements are driving findings, which need tuning, and let Zenable's automated refinement system manage the balance

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200x speedup for guardrails

Guardrails now sync locally and run on your machine, delivering up to 200x faster execution with better cache hits and less network traffic.

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Requirements and Guardrails 2.0

Completely revamped requirements and guardrails pages with more search filters, built-in group bys, and a new filter bar for engine types.

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Your reviews, your rules

New tenant-wide settings let you independently toggle AI Reviews and Guardrail Reviews, plus configure analysis aggressiveness levels.

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Faster, smaller, and more ergonomic; we rewrote the Zenable CLI

A complete rewrite of the Zenable CLI as a native binary with cross-platform support, terminal UI, OAuth login, and IDE configuration.

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Agents.md are all you need

Zenable now supports AGENTS.md files as an open, standard way to add layers of context depending on where in the code base you're making changes.

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Requirements that learn from you

The new proposals page proposes requirements 100% based on your code bases, performing root cause analysis of bug fixes and suggesting guardrails.

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Tweak your guardrails via chat

Users can now modify guardrails conversationally -- navigate to the Guardrails page and communicate desired changes in natural language.

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Announcing Guardrails that automatically learn from you

Adaptive Guardrails use information from GitHub, IDEs, GitLab, pre-commit hooks, and CLI tools to learn your requirements and suggest improvements.

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Automated Context Hygiene

Automated context management that refines requirements, opens PRs to reduce token waste, updates outdated information, and adds helpful context.

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