CodeOtter Engineering Blog

Deep dives into Dual-Engine AI code review, System One typed gauges, local GGUF & laya sidecars, and self-hosted engineering under ELv2.

Why We Built a Dual-Engine Architecture (System One + LLM) and Open-Sourced CodeOtterWhy We Built a Dual-Engine Architecture (System One + LLM) and Open-Sourced CodeOtterRead moreReplacing Vibes-Based PR Reviews with Typed 0–100 Rubrics and judge() NormalizationReplacing Vibes-Based PR Reviews with Typed 0–100 Rubrics and judge() NormalizationRead moreRunning 100% Offline AI Code Reviews with Local GGUF, laya & CodeReviewer SidecarsRunning 100% Offline AI Code Reviews with Local GGUF, laya & CodeReviewer SidecarsRead more
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Dual-Engine PR ScoringOffline & Air-Gapped GGUFMulti-Repo Org GovernanceBlast Radius & Merge GatesAll Use Cases →
Engineering
Dual-Engine ArchitectureOffline Reviews with layaTyped 0–100 RubricsReview Guidelines (AGENTS.md)Engineering Blog →
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Autonomous PR scoring with Dual-Engine rubrics (System One + LLM) and air-gapped local GGUF sidecars.

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CodeOtter is licensed under the Elastic License v2 (ELv2). Free to self-host. Not OSI open source.LICENSE →