LLM-Native Meaning Engineering Agents, Prompts, and Language Interfaces as Production Systems

Free Download LLM-Native Meaning Engineering: Agents, Prompts, and Language Interfaces as Production Systems (Meaning Engineering for Software Systems Book 3)
English | December 27, 2025 | ASIN: B0GCSKSXRF | 113 pages | Epub | 259.08 KB
Stop treating language models like magic and start treating them like production systems. Most LLM agents work perfectly in the demo. Then they hit production, and the "magic" turns into hallucinations, infinite loops, and unauthorized data deletions. LLM-Native Meaning Engineering is not a prompt engineering guide. It is a systems engineering manual for building reliable, safe, and governable agents. It bridges the gap between the vague "helpfulness" of language models and the strict determinism required by production software. You will learn how to: Engineer Control Planes: Treat natural language as an API that requires scope, authority, and confirmation, preventing catastrophic "I misunderstood" errors. Implement "Speech-Act" Tools: Redesign your tool interfaces with idempotency, rollback, and strict schemas so agents can't break state. Architect for Reliability: Move beyond simple prompts to a router-planner-executor-validator architecture that enforces policies and invariants. Manage Drift: Implement "Language CI/CD" to test, version, and monitor prompts and policies just like code. Debug the "Why": Build epistemic observability that traces the agent's decision chain, not just its output. From designing memory systems with invalidation rules to handling prompt injection as an adversarial pragmatics problem, this book provides the artifacts, contracts, and patterns you need to ship agents that survive contact with the real world. Don't ship a stochastic liar. Ship an engineered system.