Workflow · media · workflow
JOBifAI: working around unreliable LLM safety filters with a retry mechanism
LLM safety filtering is so unreliable that technical failures cannot be distinguished from safety rejections, making it impossible to return clean errors or build a predictable user experience without expensive retry workarounds.
How it works
Common implementation structure
How this type of workflow is generally built, generalized across documented cases — not tied to any one vendor's stack. Click any stage to read what happens there. Specific products that implement these stages appear in “Tools commonly seen” below.
Stage 1 · Player submits input
Player input is accepted by the game and submitted to the LLM for processing.
Tools used
LLM
Outcome
The team implemented a 3-retry mechanism achieving roughly 99% success rate and released JOBifAI as a free proof of concept, though its unreliable foundations would deter full-product development.
Results
Volumeroughly 75%
Grounding & classification
Source type: technical build writeup
13 fields verified against source quotes.
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