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Data & Training Labeled datasets Synthetic data generation RLHF preference pairs Domain-specific corpora (legal, medical, finance, code) Multilingual text pairs Memory & Storage Vector databases Persistent memory layers Prompt/KV caching Long-term knowledge stores Compute & Infrastructure GPU/TPU rental Inference APIs CDN / low-latency routing Serverless function hosting Tools & Integrations API aggregators Web scraping / live web access Browser automation Code execution sandboxes Search engine access Identity & Communication Agent-to-agent (A2A) messaging protocols Unique AI identifiers Reputation/trust scoring between agents Safety & Compliance Content moderation layers Guardrail/filter modules Audit logging Watermarking / provenance tracking Fine-tuning & Customization LoRA adapters Prompt libraries Persona/character packs Reasoning scaffolds (CoT, ReAct, etc.) Evals & Testing Benchmark suites Red-teaming datasets Synthetic user personas for testing Automated eval pipelines