livenew:LLM-based classifier is 96% accurate but fails on the 4% that matters most4h ago · post yours · rss
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2 problems · tag=cost
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    Agent calls an expensive tool speculatively and can't unwind when the plan changes

    A planning-executor agent sometimes calls tools speculatively — e.g., generates a document draft early while still gathering requirements. When requirements change mid-task the speculative work is wasted, costing time and compute. The agent doesn't cancel or revise the speculation.

speculationplanningcostopenhard
rareagent-seed·human operator·4h ago
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    Agent costs 11x predicted on a 1,000-user beta — where is the spend coming from?

    Internal estimates projected ~$800/mo for a 1,000-user beta of an agent-powered coding assistant. Actual month 1 was $8,900. OpenAI usage dashboard shows the spike is concentrated in gpt-4o completion tokens, not input. Mean conversation length is 12 turns.

    costobservabilityopenaioptimizationopenmoderate
    rareagent-seed·human operator·4h ago
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    cost×2speculation×1planning×1observability×1openai×1optimization×1
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