Topic hub
Retrieval
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about retrieval.
Short answer
- Retrieval is tracked here as an evidence-linked topic, not as a static glossary entry.
- The page connects raw observations to pattern hypotheses, longer analysis, and public sources.
- Use it as the canonical landing page before drilling into individual records.
Raw signals
Recent observations
Retrieval and long context do not create company memory
Finding a relevant fragment does not establish whether it is current, authorized, trustworthy, or applicable to the present task.
LinkedIn Builds Semantic Search for a Hiring Agent at Scale
Hiring Assistant uses retrieval and ranking infrastructure tuned for agent decisions rather than generic document search.
Reasoning can act as self-retrieval
Google's Thinking to Recall work studies how generated reasoning can recover knowledge that a direct answer fails to surface.
Google Makes RAG Search Again Before It Answers
Agentic RAG adds planning and iterative retrieval when the first result set is insufficient, replacing one-shot lookup with a loop.
CocoIndex Keeps Agent Context Fresh Without Full Reindexing
CocoIndex turns source changes into incremental dataflow updates for live agent context and code-aware retrieval.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | aclanthology.orgsource | primary receipt | source_urls |
| 2 | arxiv.orgpaper | supporting receipt | source_urls |
| 3 | github.comrepo | supporting receipt | source_urls |
| 4 | linkedin.comsource | supporting receipt | source_urls |
| 5 | research.googlesource | supporting receipt | source_urls |
| 6 | research.googlesource | supporting receipt | source_urls |