In a dev.to account of self-reinforcing memory loops, an agent's own hedged inference is captured as a flat fact, retrieved a week later as context, and generalised until the store recommends replacing the cache layer.
Reality
- Evidence33
- Adoption
- Insufficient
- Hype gap+20
- Incentives40
- Confidence50
The KEV catalog's CSV and JSON files now sit in a CC0 GitHub repo that CISA says stays within minutes of cisa.gov. For vulnerability teams, the git log supplies a change history the catalog page itself does not keep.
Reality
- Evidence58
- Adoption20
- Hype gap+5
- Incentives40
- Confidence62
A dev.to post on five Cypher patterns for agent memory lands hardest on the write path. Agents re-extract the same entity from many documents, and a MERGE keyed on a mutable name creates a fresh node each time the string changes.
Reality
- Evidence58
- Adoption10
- Hype gap−8
- Incentives68
- Confidence57
A multi-agent orchestrator held its cross-site correlation window in process memory. It fired live on the first try, for the wrong reason, and the fix was a shared record in Firestore.
Reality
- Evidence42
- Adoption10
- Hype gap−10
- Incentives72
- Confidence48
TekPedal's Turkish EV charging intent set is small enough that one wrong test prediction moves accuracy 3.1 points. It is also citable, licensed and split, which most in-house intent data is not.
Reality
- Evidence46
- Adoption10
- Hype gap+8
- Incentives66
- Confidence52
A parse of all 584,210 listed contracts finds one oracle operator deciding 20.31% of them. The resolution risk sits in feeds and scoreboards, not in arbiters.
Reality
- Evidence71
- Adoption63
- Hype gap−14
- Incentives44
- Confidence62