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Engineering AI: quality, cost, and what ships.

Practical guides, benchmarks, product learnings, and operating ideas for teams using AI to build software.

Luna first with Sol on escalation against Sol on every PR: 120 verified bugs to 108, $4.13 to $4.15, 77 percent precision to 86 percentLatestCode Quality & Technical Debt

Let the Cheap Model Decide: Luna-First Code Review Found 12 More Bugs Than GPT-5.6 Sol at the Same Cost

Aditya JhaRead it
GPT-6 Astra Cost 1.6x More Per Verified Bug Than GPT-5.6 SolAnalysisGPT-6 Astra Cost 1.6x More Per Verified Bug Than GPT-5.6 SolAditya JhaHow Engineering Teams Can Actually Budget for AI UsageAI in Software DevelopmentHow Engineering Teams Can Actually Budget for AI UsageAditya JhaHow to Reduce AI Agent Costs Without Sacrificing QualitySoftware Quality AssuranceHow to Reduce AI Agent Costs Without Sacrificing QualityAditya Jha
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Turn the ideas into a measurable pilot.

Start with one repository or one agent workflow, establish a baseline, and see what changes in quality, spend, or delivery.

SOC 2 Type II · flexible deployment · BYOK