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doc:agent/fetch-5/e34925d1-6975-4746-8465-1ad93fac33cc[2026-02-04 21:17] traves_theberge: dd BM25 and TF-IDF retrievers for agent memory search Add agent/retrieval subpackage with a shared tokenizer and two lightweight retrieval algorithms BM25 (Okapi BM25): term frequency with saturation, IDF smoothing, and document length normalization TF-IDF: sparse vector representation with cosine similarity scoring Both retrievers share a consistent index() / search() API and use only stdlib dependencies [2026-02-04 21:17] traves_theberge: Persist tool calls in session history [2026-02-04 21:17] traves_theberge: store assistant tool calls in session history store tool results with tool name and call id applies to both normal and system (subagent) flows Why Tool interactions were not persisted, making debugging and replay difficult. This preserves the full tool trail alongside user and assistant messages. [2026-02-04 21:18] traves_theberge: ^ borrowing PRS from nanobot 👿 [2026-02-05 01:09] traves_theberge: should i change the name to Alpha? [2026-02-05 01:09] traves_theberge: think about it [2026-02-05 01:11] lisamegawatts: i am not sure what i sgoal, it is new harnss? i like fetch, alpha conveys new? [2026-02-05 01:11] lisamegawatts: i changed my python discord bot to agent alpha recently lol [2026-02-05 01:15] traves_theberge: a harness for harnesses [2026-02-05 01:15] traves_theberge: lol okay fetch it is [2026-02-05 01:16] traves_theberge: maybe alpha can control fetch [2026-02-05 01:16] traves_theberge: 🫡 [2026-02-05 01:17] traves_theberge: i was thinking more about it as fetch is the packleader, and we are the alpha [2026-02-05 01:17] lisamegawatts: er what is a harness of harnesses? like it dispatches to opencode or claude code or cursor? [2026-02-05 01:20] traves_theberge: (files: AOI_d_-_HV4jph3qWwpxXqmg2fhxhPNHfFcbyDt7bfvcsVM4QMOaoFhIjxmVR7T01DWNURzxTCUgcPDivZ2aC9qYMDVorDRPnej3gph73AUrmpxE7p0QDk4b3ymxchuwJHa4wwZkqHaWDzJaVB8fZn9GxniYUKxxMxKsKUbLbCTqbtXtkznQkgs1024-rj.png) [2026-02-05 01:20] traves_theberge: <@1211062099137265723> [2026-02-05 01:20] traves_theberge: a little more magical than i intended it to be [2026-02-05 01:20] traves_theberge: lol [2026-02-05 01:21] traves_theberge: but its serves the purpose [2026-02-05 01:42] lisamegawatts: i see, and it can handle any model or just the harnesses? [2026-02-05 01:44] traves_theberge: Fetch is a model with tools and skills to operate the harnesses ie. Me --->(Fetch) gpt-4o-mini -----> claude code [2026-02-05 01:44] traves_theberge: or even Alpha/Omega ----> Fetch ----> claude code or gemini or copilot or opencode or... [2026-02-05 01:45] traves_theberge: kind of the same way tasky worked but more mature [2026-02-05 01:50] traves_theberge: both [2026-02-05 01:51] lisamegawatts: how does it execute? i was thinking of making an extension to handle commands roo and claude in vs code [2026-02-05 01:53] lisamegawatts: do you have a link to tasky repo? i am having trouble finding it
Facts in this context
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2026 02 04 21 17 Event 311 factsex:2026-02-04-21-17-event-3
| appliesTo | normal flow |
| appliesTo | system (subagent) flows |
| authoredBy | Traves Theberge |
| justificationForProposal | preserves full tool trail |
| justificationForProposal | debugging and replay difficult |
| proposesAction | store assistant tool calls in session history |
| proposesAction | store tool results with tool name and call id |
| rdf:type | Chat Message |
| relationTo | assistant messages |
| relationTo | user messages |
| timestamp | 2026-02-04 21:17 |
Lisamegawatts10 factsex:lisamegawatts
| asksAboutConcept | new harness |