Claude Fable 5.1 introduces cheaper cache reads and customer-controlled data retention
Fable 5.1 lowers agent costs and moves data control to you—promising speed and compliance, if the savings hold in your repos.
Fable 5.1 lowers agent costs and moves data control to you—promising speed and compliance, if the savings hold in your repos.
Adopt the new Image prompting guide to standardize multimodal requests and cut down on brittle prompt plumbing.
Before you add more agents, add traces, fallbacks, and clear memory boundaries.
Local CPU embeddings plus smart inference tweaks can drop LLM costs now; only buy hardware when utilization justifies it.
AI agents are now a real attack surface—use the Anthropic IOCs and start governing agent tools, identity, and egress like any other prod system.
Make “when to deliberate” a coded policy, not a vibe — and pay for panels only when they earn their keep.
Plan for authenticated Reddit access across all ingestion paths—anonymous scraping is no longer reliable.