97% on SWE-bench Verified with subscription-token agents
97% on SWE-bench Verified with full artifact transparency, not just a score claim.
Spec + offline verifier for Manifest-InX Evidence Bundles (EBS) v0.1: capture/pin artifacts, replay deterministically offline, reject drift/tamper.
Deterministic offline verification of AI pipeline outputs with Merkle hashing—novel framing, early stage.
DevOps engineers, platform teams deploying AI agents, compliance-heavy organizations
97% on SWE-bench Verified with full artifact transparency, not just a score claim.
Tightly coupled to Bering artifacts; limited standalone value.
Spec-first approach competing against LinkedIn and W3C Verifiable Credentials with no working implementation.
AI-detection pipeline interesting, but curated news roundups already exist everywhere.
Sentry-to-PR pipeline writes failing tests first, then fixes the bug.
Polished Pinterest automation competing with Tailwind and established tools.