Andon
Deterministic verification for AI-generated analysis. Reconciliation, consistency and Excel-integrity checks that stop the line when the numbers don't add up.
Verify With Andon
After producing or editing any data analysis artifact (report, Excel file, summary table), write an andon verification spec and run it. Use whenever numbers are derived from data and are about to be presented as results.
Mcp Contract
Contract testing for MCP servers: snapshot your tool surface, then fail CI when a change would break the agents that depend on it. Classifies breaking vs additive vs routing (description) changes.
Ihalent
Turkish public-tender award intelligence: who won, for how much, at what discount, against how many bidders. Structures EKAP result notices into firm histories, discount (kırım) distributions and competition metrics.