Same agent tasks, 76% fewer LLM calls – we moved semantic cache inside the graph
ChorusGraph = native engine + Prism stack · LangGraph = optional baseline for A/B comparison only (docs/TERMINOLOGY.md) What is ChorusGraph? It ships a native BSP graph engine (chorusgraph.core.Graph) with the Prism product stack attached by default: semantic cache, L2 retrieval, L3 memory, Route Ledger, checkpoints, and observability. You define nodes, edges, and conditional routing on the native engine.
- ▪ChorusGraph = native engine + Prism stack · LangGraph = optional baseline for A/B comparison only (docs/TERMINOLOGY.md) What is ChorusGraph?
- ▪It ships a native BSP graph engine (chorusgraph.core.Graph) with the Prism product stack attached by default: semantic cache, L2 retrieval, L3 memory, Route Ledger, checkpoints, and observability.
- ▪You define nodes, edges, and conditional routing on the native engine.
Hacker News (AI / LLM) files mainly under ai. We currently carry 3,306 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
inspect →
Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | GitHub |
| Canonical URL | https://github.com/insightitsGit/ChorusGraph/ |
| Publication time | Mon, 13 Jul 2026 05:14:13 +0000 |
| Retrieval time | 2026-07-13T06:15:33.117Z |
| Last seen | 2026-07-13T06:15:33.117Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | Fxf2IYAD_9et |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
ChorusGraph Native agent runtime with semantic cache, swappable retrieval (PrismRAG), auditable memory, and enterprise hardening — one pip install, five plug-in ports. pip install "chorusgraph==1.1.0" chorusgraph-demo Interactive demo (Product Hunt / launch): insightitsGit.github.io/ChorusGraph/demo.html — click-through walkthrough, no API key for steps 1–3. ChorusGraph = native engine + Prism stack · LangGraph = optional baseline for A/B comparison only (docs/TERMINOLOGY.md) What is ChorusGraph? ChorusGraph is not a LangGraph wrapper. It ships a native BSP graph engine (chorusgraph.core.Graph) with the Prism product stack attached by default: semantic cache, L2 retrieval, L3 memory, Route Ledger, checkpoints, and observability.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.