~/talk

Semantic Introspection

Talkat GraphQLConf 2026 · on Wednesday, 2026-05-20· at 11:25· Boardroom· [graphql, large-language-models]
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Takes 15 public Singapore APIs, federates them into one GraphQL schema and adds two new introspection fields: underscore_search and underscore_definitions. Uses BM25 or embeddings + cosine vector store to semantically match natural‑language queries, then fetches only the required SDL to build valid queries (curl skill). Compared to a REST baseline (~665k tokens, 40 turns) federation cuts cost ~5x and semantic introspection runs the flow in 3–5 turns and about 59k tokens, returning precise UV index, taxi counts, car‑park occupancy and computed distances.

AI-written summary · about

  1. 0:00Introduction and context
  2. 2:38API challenges for agents
  3. 6:11The case for semantic APIs
  4. 10:48Semantic introspection demo
  5. 20:25Performance and methodology
  6. 22:41Q&A and concluding thoughts
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