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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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More agents, faster hooks, and a CLI that heals itself

Five new IDE integrations, one hook call per tool batch, sub-agent feedback triage, skill telemetry, signed Windows binaries, and a self-updating, self-healing CLI.

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If you're sick of hearing about speedups, sorry. Not sorry.

KV caching across every model that supports it, more bbolt tuning, and a parallelized AI review API. Three more wins for inference speed and CLI responsiveness.

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Full Windows support for the Zenable CLI

The Zenable CLI now runs natively on Windows -- same install flow, same hooks, same guardrails, no WSL detour required.

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VS Code Copilot Chat integration

VS Code added agent hooks in 1.110.x. We added Zenable hook support to match -- run `zenable install` and you're done.

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A configuration for each code base

Config Profiles let you maintain multiple independent review configurations and assign them per repository, so backend, frontend, and prototype repos can each get the scrutiny they deserve.

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zenable-mcp is officially archived

The Python zenable-mcp package is archived. Long live the Go CLI -- faster, more IDEs, auto-updating, and actively maintained.

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Credit usage, no longer a black box

Live, self-service usage broken out by guardrail runs, AI reviews, and PR/MR reviews -- find your hot spots and right-size your plan.

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Making the CLI up to 7.3x faster (again) by moving to bbolt

We evaluated six embedded databases and moved to bbolt for up to 7.3x faster data storage across every operation, with zero lock contention.

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Our Supply Chain Security Sprint

In light of recent supply chain attacks, we added variable cooldown periods and release verification to all dependency updates

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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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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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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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