Synthesis prompts embed full unit content with strict citation and Karpathy-style narrative requirements

Source type: obs · Harvested: 2026-05-03 · Original date: 2026-05-03T13:18:06.358Z Metadata: {"project":"lunhsiangyuan","type":"discovery","obs_id":65035}


obs/65035 · discovery · 2026-05-03T13:18:06.358Z

Synthesis prompts embed full unit content with strict citation and Karpathy-style narrative requirements

Stage 3 synthesis prompts are architecturally designed as self-contained generation instructions that bundle topic metadata, full unit content with provenance, and structured narrative requirements. Each prompt embeds complete source units (not references) with comprehensive metadata enabling citation-based narrative synthesis. The Karpathy-style narrative requirement enforces causal reasoning patterns (“從為什麼講起”) rather than fact enumeration, producing educational explanations with examples. The mandatory citation format [📎 unit-id] creates bidirectional traceability from narrative claims back to source units. A sophisticated conflict detection mechanism requires identifying and documenting contradictions with existing wiki content without resolving them, preserving uncertainty. The embedded self-check validation list acts as quality gate ensuring every claim is cited, all unit_ids are valid, no external facts introduced, and existing wiki content remains unmodified. This architecture enables subagents to generate narratives without additional context lookups.

Concepts: [“how-it-works”,“pattern”,“why-it-exists”]

Facts: [“Each synthesis prompt embeds complete unit content including unit_id, source_type, source_file, source_date, title, content_hash, and full markdown text”,“Software-devops prompt bundles 15 units (32K), grants-compliance 10 units (31K), strategy-analysis 6 units (18K)”,“Prompts require Karpathy-style narrative with causal reasoning, examples not bullets, 300-600 word daily increments”,“Mandatory citation format [📎 unit-id-1, unit-id-2] enforced with rejection if missing”,“Built-in conflict detection mechanism requires documenting contradictions with original text quotes and confidence scores 0-1”,“Self-check validation list ensures citations present, unit_ids valid, no fabricated facts, no modification of existing wiki content”]



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