Hotpath Record an AI agent once, replay it as a deterministic workflow
Replay it faster and cheaper, with AI only where judgment is needed. Why Agents redo the same work, and you pay for it every run. A morning brief or an inbox triage re-runs a frontier model through the same tool calls every single time.
- ▪Replay it faster and cheaper, with AI only where judgment is needed.
- ▪Why Agents redo the same work, and you pay for it every run.
- ▪A morning brief or an inbox triage re-runs a frontier model through the same tool calls every single time.
Hacker News (AI / LLM) files mainly under ai. We currently carry 7,170 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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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/mourad-baazi/hotpath |
| Publication time | Thu, 01 Oct 2026 14:59:35 +0000 |
| Retrieval time | 2026-10-01T15:02:31.828Z |
| Last seen | 2026-10-01T15:02:31.828Z |
| 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 | TUocIjLg8Wtp · 1 stories |
| 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
Hotpath Record your AI agent once. Replay it faster and cheaper, with AI only where judgment is needed. Why Agents redo the same work, and you pay for it every run. A morning brief or an inbox triage re-runs a frontier model through the same tool calls every single time. Results differ each time. The same task produces a slightly different sequence of tool calls and a differently shaped answer on every run. Hotpath compiles the run into a visible, editable workflow. Tool calls become plain code, an LLM is used only where judgment is needed, and when the world changes the workflow falls back to the agent, records a new trace and heals itself. Quick start Needs Node 22+ and pnpm 9+.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.
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