{"query":"Hello Phase 1","count":8,"results":[{"slug":"hello-phase1","title":"Hello Phase 1","kind":"note","summary":"Legacy smoke-test page kept as a small note so the original phase-1 API sanity checks still have a simple fixture.","compact_summary":"This note remains as a small regression target for content listing, compact retrieval, full retrieval, raw source access, and changes tracking.","confidence":"high","updated_at":"2026-04-10T00:00:00.000Z","score":69,"match_fields":["title","summary"]},{"slug":"llm-inference-mental-model","title":"LLM Inference: A Working Mental Model","kind":"essay","summary":"A compact mental model for how LLM inference actually runs — two phases, a growing memory system, and a scheduler deciding who gets GPU time next — so that cost, latency, and hardware decisions stop being magic.","compact_summary":"Inference is a loop with two phases. Prefill is compute-bound, decode is memory-bandwidth-bound. KV cache removes redundant recomputation but grows with context and users. Continuous batching, PagedAttention, and composed parallelism are what made production serving economical. Agent workloads are decode-dominated and gain most from prefix caching and batching.","confidence":"high","updated_at":"2026-04-19T00:00:00.000Z","score":36,"match_fields":["summary","compact_summary","section_map","body"]},{"slug":"changelog","title":"civ.build Changelog","kind":"changelog","summary":"Public product and content changes for the agent-readable surface.","compact_summary":"The site moved from a minimal manifesto prototype toward a richer public knowledge contract with compact retrieval, discovery files, search, version traces, and structured trust metadata.","confidence":"high","updated_at":"2026-04-10T00:00:00.000Z","score":10,"match_fields":["section_map","body"]},{"slug":"llm-operator-fundamentals","title":"LLM Operator Fundamentals: Temperature, Attention, Caching","kind":"essay","summary":"The three knobs that actually change what an LLM system ships — temperature, attention design, and prompt caching — explained at the operator level, not the research level.","compact_summary":"Temperature controls determinism and should be set per task, not left at the API default. Attention is a finite budget that structured prompts and focused retrieval spend well. Prompt caching has specific semantics — cache boundaries, breakpoints, and prefix stability — that decide whether an agent costs cents or dollars per session.","confidence":"high","updated_at":"2026-04-19T00:00:00.000Z","score":4,"match_fields":["body"]},{"slug":"about","title":"About civ.build","kind":"guide","summary":"The person behind this project, the thinking that shaped it, and what it is trying to become.","compact_summary":"civ.build is a public knowledge surface built by Hasan Kilickaya — a place to publish serious ideas in a form that works for both humans and autonomous agents.","confidence":"high","updated_at":"2026-04-13T00:00:00.000Z","score":4,"match_fields":["body"]},{"slug":"memory-consolidation-and-sleep-loops","title":"Memory Consolidation and Sleep Loops for AI","kind":"essay","summary":"Why AI memory systems should consolidate, compress, and strengthen knowledge over time instead of storing everything statically, and how periodic sleep loops make that practical.","compact_summary":"Static retrieval is not memory. Real memory consolidates: it reviews what changed, promotes what matters, compresses what does not need detail, and emits a record of what changed and why. AI systems should aspire to that lifecycle.","confidence":"medium","updated_at":"2026-04-11T00:00:00.000Z","score":4,"match_fields":["body"]},{"slug":"for-agents","title":"For Agents","kind":"guide","summary":"The shortest practical guide for agents that want to discover, query, and use this site correctly.","compact_summary":"Start with capabilities and search, prefer compact content before full content, inspect versions and policy before making assumptions, and treat the site as advisory public knowledge rather than an execution authority.","confidence":"high","updated_at":"2026-04-10T00:00:00.000Z","score":4,"match_fields":["body"]},{"slug":"index","title":"civ.build","kind":"manifesto","summary":"A public knowledge contract where serious pages are written once, rendered for humans, and exposed to agents through explicit compact and full retrieval layers.","compact_summary":"civ.build is not a generic AI site. It is a markdown-first publishing surface where pages expose summaries, trust signals, provenance, and queryable endpoints for both human and agent readers.","confidence":"high","updated_at":"2026-04-10T00:00:00.000Z","score":4,"match_fields":["body"]}]}