ForgeBeyond CI failure memory
Root-cause hints, failure taxonomy, memory recall, and PR-native reporting for test failures and CI noise.
Open case studyProduct lab
Mini-products, demos, and proof systems.
ForgeBeyond is the engineering lab: AI-assisted QA, failure-memory tooling, agentic test systems, and small products that prove the operating model in real workflows.
Current flagship
CI failure memory
Deterministic-first failure classification, confidence scoring, semantic incident memory, owner routing, and PR comments for engineering teams.
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Useful product surfaces.
CI failure analysis report
A compact generated report showing the output shape: classification, evidence, and recommended action.
Open reportPMBot / EasePilot
Property-ops AI employee work stays as a separate mini-product for operations teams.
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