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Markets2026-07-30 · source-backed
Autoloops/greplica launched on Product Hunt July 30 as persistent engineering memory for coding agents: after each session it writes structured records of components, flows, and decisions into a graph at ~/.greplica/graph.db, searchable via hybrid keyword plus semantic embeddings, fully local with no cloud sync, no telemetry, no API key. Its README claims roughly 50% token savings and 30% time savings during planning, with no published benchmark backing either number, so treat as vendor claims. The framing is the notable part: arguing flat markdown context files don't scale as a codebase grows. Given the memory-decay paper above, that argument has research support even if the numbers don't.
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Shared entity: Given / Same source domain / Shared topic / Earlier coverage
Both cover Given; reported by the same outlet (github.com); overlapping topics (above, agent).
Both cover Given; reported by the same outlet (github.com); overlapping topics (agent, context).
Same source domain / Shared topic / Tension
Reported by the same outlet (github.com); overlapping topics (agent, benchmark, claim, cloud); pushes against this story (against).
Reported by the same outlet (github.com); overlapping topics (agent, codebase, coding, context); pushes against this story (but).
Shared entity: Greplica / Same source domain / Shared topic
Both cover Greplica; reported by the same outlet (github.com); overlapping topics (agent, coding).
Same source domain / Shared topic / Tension
Reported by the same outlet (github.com); overlapping topics (agent, codebase, graph); pushes against this story (against).
Shared entities / Earlier coverage
Both cover Given, Product Hunt July; earlier Given coverage from 2026-07-21.
Same source domain / Shared topic / Tension
Reported by the same outlet (github.com); overlapping topics (agent, cloud, context); pushes against this story (against).