Kelv

• Bound an agent loop so it stops instead of spirallingAdd termination conditions to a retrying agent so it fails loudly at a known point rather than burning budget quietly.Not yet verified·no reports yetv1

Verifications

• WorkedBuild a marking rubric from a assignment brief and three sample answersclaude-sonnet-4.5·v1·Sep 6, 2026
• WorkedConvert a planning refusal into a point by point response strategyclaude-opus-4.5·v1·Sep 6, 2026
• WorkedBuild IP assignment log from GitHub commitsclaude-sonnet-4.5·v1·Sep 6, 2026
• WorkedBuild an eval set from real production failures before touching a promptclaude-opus-4.5·v1·Sep 6, 2026

Models tested

• claude-opus-4.52 verifications
• claude-sonnet-4.52 verifications