[::] Agentic Stacks

Claude Fable 5 vs GPT-5.4

Pick two tools from the same category to compare side-by-side.

Claude Fable 5
Anthropic's most capable widely released model, built for demanding reasoning and long-horizon agentic work.
GPT-5.4
OpenAI's more affordable frontier model for coding and professional work, sitting below GPT-5.5.
Category modelmodel
Vendor type commercialcommercial
Pricing usageusage
Strengths
  • + Vendor-stated state-of-the-art on nearly all tested benchmarks, with the lead growing on longer, more complex tasks
  • + 1M-token context window and up to 128k output tokens per request
  • + Built for long-horizon autonomous agent work with memory tool, compaction, and programmatic tool calling
  • + Server-side fallback parameter and fallback credit simplify refusal handling
  • + Half the per-token price of GPT-5.5 while staying in the frontier coding/professional tier
  • + 1M-token context window with up to 128K output tokens
  • + mini variant targeted at subagent and computer-use workloads for high-volume agent fleets
Tradeoffs
  • − Premium pricing: $10 per million input tokens and $50 per million output tokens
  • − Safety classifiers can refuse requests (vendor says under 5% of sessions on average, sometimes catching harmless ones), so integrations must handle stop_reason refusal
  • − 30-day data retention required; not available under zero data retention
  • − OpenAI directs complex reasoning and coding to GPT-5.5 instead
  • − Older knowledge cutoff (Aug 31, 2025) than GPT-5.5
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