WhatA tool that automatically generates validation harnesses and correctness oracles for any codebase, enabling agentic coding loops to self-verify without human-written tests.
SignalMultiple experienced practitioners independently converge on the same conclusion: the test harness is the single most important factor in whether agentic coding succeeds or fails, yet building good harnesses remains a manual, high-skill task that gates adoption.
Why NowAgentic coding has reached the point where the bottleneck has shifted from code generation quality to validation infrastructure — agents can now write good code but only when given strong feedback signals.
MarketAll developers using AI coding agents; TAM ~$5B as subset of testing/QA tooling market; existing test generators (Codium/Qodo) focus on unit tests, not holistic validation oracles for iterative agent loops.
MoatDeep integration with agent loop protocols and accumulated knowledge of what validation patterns work for different domains creates switching costs and a data advantage.
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