This Site Governs Itself.

PROMPT CHAOS

Prompts scattered across Slack, code, spreadsheets, emails. Nobody knows which version is in production.

SILENT DRIFT

The prompt in production has silently changed. Outputs degrade. Nobody noticed.

NO AUDIT TRAIL

"Who changed that prompt? When? Why did the output change?" Nobody can answer.

BLACK BOX PROCESSES

Model gets called, output comes back. Zero visibility into what happened in between.

HUMAN REVIEW = AFTERTHOUGHT

Teams know they need human-in-the-loop but it's manual, inconsistent, bolted on — not architectural.

NO TRUST STATES

Every AI output looks the same. "Did the model guess this or did an expert validate it?" No way to tell.

FRAGMENTED TOOLING

Teams stitching together 5-8 tools: Langfuse + Agenta + W&B + LangSmith + custom scripts + prayers.