ThumbGate blocks repeated agent mistakes with Thompson Sampling

ThumbGate addresses the "instruction following" bottleneck by moving constraints from the system prompt into the execution layer.

• –Thompson Sampling (Beta distributions) provides a robust mathematical framework to balance rule enforcement with exploration for new feedback.
• –The "pre-action gate" architecture prevents dangerous or incorrect tool calls before they are executed, a major upgrade over simple reactive memory.
• –Its ability to "decay" rules that trigger on legitimate actions prevents the system from becoming overly restrictive as the codebase evolves.
• –Integration with major agents like Claude Code and Cursor offers a practical, low-friction path toward reliable, autonomous developer workflows.