id string | text string | session_id string | workdir string | turn_uuid string | parent_uuid string | seq int64 | ts string | role string | block_type string | tool_name string | source_path string | block_idx int64 | split_idx int64 | vector list | harness string | repo string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
b66b7fabd6030cd5 | <ide_opened_file>The user opened the file /Users/dcorvoysier/dev/funes/.github/workflows/release.yml in the IDE. This may or may not be related to the current task.</ide_opened_file> | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 65807be7-ea13-4b98-9810-bab0e95cf99f | null | 0 | 2026-06-25T18:13:32.433Z | user | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
0a10424248fabfec | I want to work on the proper integration of recall inside pi. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 65807be7-ea13-4b98-9810-bab0e95cf99f | null | 0 | 2026-06-25T18:13:32.433Z | user | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 1 | 0 | [
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0.... | claude_code | huggingface/funes |
79b32398e918ce14 | I'll start by recalling prior context on this — "recall inside pi" sounds like it builds on earlier decisions. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 5510ce9c-88f5-447c-9941-118d6a5896f9 | 46b9b199-3b88-4797-bec5-74d8026ad0fe | 1 | 2026-06-25T18:13:36.944Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.01... | claude_code | huggingface/funes |
369f120bc79d625e | [tool_use Skill] {"skill":"funes","args":"recall integration inside pi"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a487e2a5-e001-4ff1-828f-7868ee137e23 | 5510ce9c-88f5-447c-9941-118d6a5896f9 | 2 | 2026-06-25T18:13:37.255Z | assistant | tool_use | Skill | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.0... | claude_code | huggingface/funes |
813e280ae7f9f827 | [tool_result Skill] Launching skill: funes | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 6efdc814-85dc-4856-94bc-7de23faff96e | a487e2a5-e001-4ff1-828f-7868ee137e23 | 3 | 2026-06-25T18:13:37.264Z | user | tool_result | Skill | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
c59d3b44128f7dbe | Base directory for this skill: /Users/dcorvoysier/.claude/skills/funes
# funes — recall past sessions
`funes` is a local CLI that searches the user's indexed Claude Code history
(hybrid vector + BM25 search → cross-encoder rerank → recency weighting).
## When to use
- The user references prior decisions, discussions... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 3648e8fa-25e0-4e15-b34a-68006e9640a7 | 6efdc814-85dc-4856-94bc-7de23faff96e | 4 | 2026-06-25T18:13:37.263Z | user | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0... | claude_code | huggingface/funes |
011d50feafa141a6 | , a text preview, and a few neighbor chunks for
context. Higher score = more relevant. Results already blend relevance and recency.
The full surface:
- `recall "<query>"` — narrow with `--type text|thinking|tool_use|tool_result` and
`--project <name>`; tune with `--k N` (results, default 8), `--candidates N` (rerank... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 3648e8fa-25e0-4e15-b34a-68006e9640a7 | 6efdc814-85dc-4856-94bc-7de23faff96e | 4 | 2026-06-25T18:13:37.263Z | user | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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-... | claude_code | huggingface/funes |
1ad268d2591b9d37 | reads, command output) as
possibly **stale** — re-verify against the live source rather than trusting the recalled
copy, even if recent.
## Freshness
The index updates only when `funes index` runs; the latest turns of the current session may
not be indexed yet. `funes status` shows the chunk count.
ARGUMENTS: recall... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 3648e8fa-25e0-4e15-b34a-68006e9640a7 | 6efdc814-85dc-4856-94bc-7de23faff96e | 4 | 2026-06-25T18:13:37.263Z | user | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
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0... | claude_code | huggingface/funes |
403530f276fe1a14 | [tool_use ToolSearch] {"query":"select:mcp__funes__recall,mcp__funes__get,mcp__funes__status","max_results":5} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 1e4c6fd5-a722-45fa-841d-4d519ab61366 | 2993fbb6-588d-427c-99ee-35c597d93d1a | 5 | 2026-06-25T18:13:40.086Z | assistant | tool_use | ToolSearch | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.00044400... | claude_code | huggingface/funes |
ac45f5fbb128d2e3 | [tool_use mcp__funes__recall] {"query":"what is pi and how does recall integrate into it","k":8} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 9db9ad83-4a62-467b-9412-7a94d01f2f05 | a52e7417-d637-4bd7-b7c3-fc3d55d308c7 | 6 | 2026-06-25T18:13:43.614Z | assistant | tool_use | mcp__funes__recall | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.... | claude_code | huggingface/funes |
1063b5205daade50 | [tool_use mcp__funes__recall] {"query":"pi integration recall funes plan design","k":8} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | b82c970a-477c-4821-9c8c-7a86cb42a28b | 9db9ad83-4a62-467b-9412-7a94d01f2f05 | 7 | 2026-06-25T18:13:43.929Z | assistant | tool_use | mcp__funes__recall | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-... | claude_code | huggingface/funes |
261b9fda00cb95e1 | [tool_result mcp__funes__recall] recall error: opening the dataset | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ddbc76a8-1376-4140-afdd-55c8c8df74ac | 9db9ad83-4a62-467b-9412-7a94d01f2f05 | 8 | 2026-06-25T18:13:47.828Z | user | tool_result | mcp__funes__recall | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
07c82c0fdb4df1b0 | [tool_result mcp__funes__recall] recall error: opening the dataset | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 10d3cf8e-c818-4bc7-8c85-a81505feb789 | b82c970a-477c-4821-9c8c-7a86cb42a28b | 9 | 2026-06-25T18:13:49.680Z | user | tool_result | mcp__funes__recall | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
f4dd7ec4c27bed64 | [tool_use mcp__funes__status] {} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 5713f463-c7ef-4561-ac51-651667870481 | 4d5149b2-465d-4850-95b1-8d3e35b262e6 | 10 | 2026-06-25T18:13:52.522Z | assistant | tool_use | mcp__funes__status | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
324a321a5f2a3ae3 | [tool_use Bash] {"command":"git log --oneline -15 && echo \"---BRANCHES---\" && git branch -a","description":"Show recent git log and branches"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 074e4292-8a92-41d7-8aff-f34a2a3385a4 | 5713f463-c7ef-4561-ac51-651667870481 | 11 | 2026-06-25T18:13:53.650Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0... | claude_code | huggingface/funes |
42cc1c1bf91179c5 | [tool_result mcp__funes__status] status error: opening the dataset | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4c12536c-f46c-4ead-b7a7-66b8538401e0 | 5713f463-c7ef-4561-ac51-651667870481 | 12 | 2026-06-25T18:13:54.851Z | user | tool_result | mcp__funes__status | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0... | claude_code | huggingface/funes |
0f0fc5bf5614abb4 | [tool_result Bash] 9f35936 Merge pull request #24 from huggingface/fix_release
203f245 fix: just create a bump dev version branch on release
0ebc1a4 Merge pull request #23 from huggingface/fix_release
9bf6ae7 fix: do not push dev version bump on main
10c9e29 Merge pull request #22 from huggingface/add_install_script
70... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d1cbfb84-e171-468c-a890-3210fc8c62f0 | 074e4292-8a92-41d7-8aff-f34a2a3385a4 | 13 | 2026-06-25T18:13:55.024Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0... | claude_code | huggingface/funes |
30d0c8def24cbff4 | origin/main
remotes/origin/add_install_script
remotes/origin/agentcap-pi
remotes/origin/build/protoc-setup
remotes/origin/chore/bump-dev-0.4.0
remotes/origin/ci/reduce-cache-footprint
remotes/origin/ci/release-cache-on-main
remotes/origin/docs/rationale-refine
remotes/origin/drop-lancedb
remotes/origi... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d1cbfb84-e171-468c-a890-3210fc8c62f0 | 074e4292-8a92-41d7-8aff-f34a2a3385a4 | 13 | 2026-06-25T18:13:55.024Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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0.0... | claude_code | huggingface/funes |
f315ef0c412fa3d7 | The recall MCP errors with "opening the dataset" — I'll try the CLI directly and look at the relevant branch. There's an `agentcap-pi` branch that looks directly related. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 31d46c22-37b8-43f4-974d-280106e49f79 | 7fd569e8-fc0c-4194-b5e3-e51f733d6d5a | 14 | 2026-06-25T18:14:00.430Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.059... | claude_code | huggingface/funes |
908709557cacc28b | [tool_use Bash] {"command":"git log --oneline main..agentcap-pi 2>/dev/null | head -30; echo \"---DIFF STAT vs main---\"; git diff --stat main...agentcap-pi 2>/dev/null | tail -40","description":"Show commits and diffstat on agentcap-pi branch"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 89bfa777-a304-423b-b238-2cc54a86b2cf | 31d46c22-37b8-43f4-974d-280106e49f79 | 15 | 2026-06-25T18:14:02.321Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.02268654853105545,
0.... | claude_code | huggingface/funes |
7842e6631253277d | [tool_result Bash] fb067c4 wip
---DIFF STAT vs main---
docs/agentcap-pi.md | 151 ++++++++++++++++++++++++++++++++++++++++++++++++++++
1 file changed, 151 insertions(+) | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e30fb75b-e42f-4795-a4fa-5142e7617791 | 89bfa777-a304-423b-b238-2cc54a86b2cf | 16 | 2026-06-25T18:14:02.402Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.005502732470631599,
-0.009681... | claude_code | huggingface/funes |
219493ced2ab9b93 | [tool_use Bash] {"command":"ls -la && echo \"---\" && cat README.md 2>/dev/null | head -60","description":"List project root and show README head"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | e30fb75b-e42f-4795-a4fa-5142e7617791 | 17 | 2026-06-25T18:14:03.155Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.03392280265688896,
-0.006... | claude_code | huggingface/funes |
149cfa97f525166b | [tool_result Bash] total 480
drwxr-xr-x 18 dcorvoysier staff 576 Jun 25 16:41 .
drwxr-xr-x 22 dcorvoysier staff 704 Jun 18 22:54 ..
drwxr-xr-x 4 dcorvoysier staff 128 Jun 18 15:12 .fastembed_cache
drwxr-xr-x 15 dcorvoysier staff 480 Jun 25 20:13 .git
drwxr-xr-x 4 dcorvoysier staff 128 Ju... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e7c9b355-295e-4edc-97be-cc92e08a2129 | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | 18 | 2026-06-25T18:14:03.194Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.022768640890717506,
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0.034913063049316406,... | claude_code | huggingface/funes |
5211670b5f166df7 | n 25 16:10 src
drwxr-xr-x@ 11 dcorvoysier staff 352 Jun 25 12:26 target
drwxr-xr-x 11 dcorvoysier staff 352 Jun 25 14:46 tests
---
# funes
> *"To think is to forget differences, generalize, make abstractions."*
> — Jorge Luis Borges, *Funes the Memorious* (trans. James E. Irby)
Ireneo Funes, after his fall... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e7c9b355-295e-4edc-97be-cc92e08a2129 | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | 18 | 2026-06-25T18:14:03.194Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.06699474155902863,
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0.04932919144630432,
0.06653004139661789,
0.06... | claude_code | huggingface/funes |
a8b222efa4f14123 | ith exact provenance, not
Funes's drowning flood of detail. Memory that remembers *for* you, and forgets *on your
behalf*.
## What it is (and isn't)
- **Append-only event log, not a mutable knowledge base.** Every chunk is an immutable,
timestamped record of *what was said when*. Nothing is overwritten; obsolescenc... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e7c9b355-295e-4edc-97be-cc92e08a2129 | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | 18 | 2026-06-25T18:14:03.194Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
-0.060518961399793625,
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0.021836599335074425,
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-0.0171909648925066,
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0.021151116117835045,
... | claude_code | huggingface/funes |
178efbfe0f64043e | iffers from, and complements, the crowd of memory providers — see [docs/RATIONALE.md](docs/RATIONALE.md).
## Pipeline
```
~/.claude/projects/*.jsonl
│ parse deterministic — turns (text / thinking / tool_use / tool_result)
│ chunk one chunk per content block, tight provenance
│ embed p... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e7c9b355-295e-4edc-97be-cc92e08a2129 | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | 18 | 2026-06-25T18:14:03.194Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 3 | [
-0.10748124122619629,
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0.02146848291158676,
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0.014666742645204067,
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-0.07253921031951904,
0.03119785711169243,
0.005... | claude_code | huggingface/funes |
ccd6c4b1fb8dde75 | e shape, not touching the index or query path.
## Install
The [installer](scripts/install.sh) detects your platform, downloads the matching prebuilt
binary, and puts it on your PATH (`~/.local/bin` by default): | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e7c9b355-295e-4edc-97be-cc92e08a2129 | 29ee3ea8-78a3-485a-94dd-21b3a852a511 | 18 | 2026-06-25T18:14:03.194Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 4 | [
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0.02841000445187092,
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-0.00003899416697095148,
... | claude_code | huggingface/funes |
97e93da86917086d | There's a design doc on the `agentcap-pi` branch. Let me read it, and check the current state. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | c3c9b5a3-0f37-4eff-90d0-8cc0607c5aca | 5531a601-c91c-4cec-8f6c-3e469837486a | 19 | 2026-06-25T18:14:08.880Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.07024547457695007,
0.010789847932755947,
0.04429485648870468,
0.0... | claude_code | huggingface/funes |
5bb22a9049afb068 | [tool_use Bash] {"command":"git show agentcap-pi:docs/agentcap-pi.md","description":"Show the agentcap-pi design doc"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0559f5ce-235f-4464-9e96-65e0ad602e74 | c3c9b5a3-0f37-4eff-90d0-8cc0607c5aca | 20 | 2026-06-25T18:14:09.545Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.004589746706187725,
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0.03741294890642166,
... | claude_code | huggingface/funes |
24720b7bf5b8e8a4 | [tool_result Bash] # Calling funes from a pi agent in agentcap
A short, verified recipe for letting the [`pi`](https://github.com/badlogic/pi-mono)
coding agent — run inside an [agentcap](https://github.com/huggingface/agentcap) podman
sandbox — recall from your funes index.
## Why a shim
funes' native agent interfa... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.051378242671489716,
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0.014350424520671368,
-0.02856362983584404,
0.08872315287590027,
0.0529... | claude_code | huggingface/funes |
59f33b8162e384b4 | /env python3
"""Expose `funes recall` over HTTP so a containerized agent can reach it.
GET /recall?q=<query>&k=<n> -> funes recall output (text)
Binds 0.0.0.0:8090 so an agentcap sandbox reaches it at host.containers.internal:8090.
Logs every hit to stderr — that line is the signal that the agent actually called ... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.04528864845633507,
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-0.05336032062768936,
0.043992094695568085,
0.025... | claude_code | huggingface/funes |
0d22e351aa80d206 | r.stderr).encode()
code = 200 if r.returncode == 0 else 500
except Exception as e: # surface errors instead of hanging the agent
body, code = str(e).encode(), 500
self.send_response(code)
self.send_header("Content-Type", "text/plain")
self.end_headers()
s... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
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0.02854616753757,
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0.01833474636077881,
0.02785... | claude_code | huggingface/funes |
37dea28b40ffaa97 | pi loads TypeScript extensions from `<sandbox>/.pi/extensions/`. Create
`<sandbox>/.pi/extensions/recall.ts`:
```ts
import { Type } from "typebox";
export default function (pi: any) {
pi.registerTool({
name: "recall",
label: "Recall",
description: "Search the user's prior session history for past decisi... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 3 | [
-0.06349322944879532,
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0.010203396901488304,
0.018724175170063972,
0.020037228241562843,
0.05083649232983589,
0.03498... | claude_code | huggingface/funes |
60c31106418f4030 | 8080 \
--tasks tasks.txt \
--sandbox <sandbox> \
--turns 1
```
agentcap injects its own capture proxy and rewrites pi's model base URL to reach
`--upstream` via `host.containers.internal` — you don't wire that yourself.
## 4. Verify recall was actually called
Two independent signals:
- **Shim log** — a `>>> R... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 4 | [
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-0.04311326518654823,
0.06394040584564209,
0.... | claude_code | huggingface/funes |
29a952730fa3230a | , a competing `web_search` decoy, and a cold task with no
temporal cue — a 4B model (gemma-4-E4B) did *not* call recall: it tried the web, grepped the
filesystem, and answered from a guess. Reliable use under realistic conditions needs one of:
a targeted tool description, a stronger orchestrator model, or fine-tuning t... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | d86caaf7-32e0-42cb-ba63-6befaa5004f3 | 0559f5ce-235f-4464-9e96-65e0ad602e74 | 21 | 2026-06-25T18:14:09.586Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 5 | [
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0.015947887673974037,
... | claude_code | huggingface/funes |
05b21a8cb0a86841 | This is the key context — a WIP shim approach for letting `pi` (the pi-mono coding agent, in an agentcap sandbox) call `funes recall` over HTTP. Now let me recall the prior discussion and check why the MCP recall is erroring. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4a71befc-8b17-4171-8317-a67af0010275 | f8cf907a-66b1-4941-8abb-545b5e78f6ff | 22 | 2026-06-25T18:14:22.524Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.089... | claude_code | huggingface/funes |
3168958478b3084d | [tool_use Bash] {"command":"ls target/release/funes 2>/dev/null && echo \"---try recall---\" && ./target/release/funes status 2>&1 | head -20","description":"Check for built funes binary and run status"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 13b7a4b1-8486-4673-b5b5-78e070a540c9 | 4a71befc-8b17-4171-8317-a67af0010275 | 23 | 2026-06-25T18:14:24.408Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0... | claude_code | huggingface/funes |
06347b4b6ba23d3d | [tool_use Bash] {"command":"git log --oneline --all --source -20 -- docs/agentcap-pi.md 2>/dev/null; echo \"---src tree---\"; ls src/; echo \"---tests---\"; ls tests/","description":"History of design doc and source layout"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 81d01bbc-9374-4060-bf51-a67eeecfae7d | 13b7a4b1-8486-4673-b5b5-78e070a540c9 | 24 | 2026-06-25T18:14:25.655Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.... | claude_code | huggingface/funes |
8c9c72117e301402 | [tool_result Bash] target/release/funes
---try recall---
Error: opening the dataset
Caused by:
0: Dataset at path chunks.lance was not found: Not found: chunks.lance/_versions, /Users/dcorvoysier/.cargo/registry/src/index.crates.io-1949cf8c6b5b557f/lance-table-7.0.0/src/io/commit.rs:646:26, /Users/dcorvoysier/.car... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 483c2e4c-4a2d-4311-b641-1b51f6189d42 | 13b7a4b1-8486-4673-b5b5-78e070a540c9 | 25 | 2026-06-25T18:14:26.813Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0... | claude_code | huggingface/funes |
a2c6da8c1a858542 | [tool_result Bash] fb067c4 refs/heads/agentcap-pi wip
---src tree---
capture_store.rs
chunk.rs
config.rs
dataset.rs
hello.rs
hf_dataset.rs
hub.rs
index.rs
lib.rs
main.rs
mcp.rs
parse.rs
push.rs
recall.rs
scan.rs
scrub.rs
---tests---
hello_world.rs
index_recall.rs
push_round_trip.rs
redact_on_index.rs
reindex_incrementa... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 81399df5-8817-437e-ad35-705762cc9921 | 81d01bbc-9374-4060-bf51-a67eeecfae7d | 26 | 2026-06-25T18:14:26.881Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.0374365... | claude_code | huggingface/funes |
74382911c03ba278 | Recall is broken locally because it's looking for `chunks.lance` in the CWD. Let me find where the real index lives so I can use recall to get prior context. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 56bf39a8-70aa-4547-b466-4fb60f8bc735 | 3acf2ee3-c57d-41f0-aa30-393629ef262c | 27 | 2026-06-25T18:14:33.726Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.047127... | claude_code | huggingface/funes |
42917d0c1b282681 | [tool_use Bash] {"command":"grep -rn \"chunks.lance\\|fn.*dataset_path\\|FUNES_\\|data_dir\\|index_path\" src/config.rs src/dataset.rs 2>/dev/null | head -40","description":"Find dataset path resolution in config"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 40746d66-c7ba-4406-915b-411692cfa501 | 56bf39a8-70aa-4547-b466-4fb60f8bc735 | 28 | 2026-06-25T18:14:34.804Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.0029... | claude_code | huggingface/funes |
33bc1aeb7fff7925 | [tool_result Bash] src/config.rs:1://! The funes config (`funes.json` in `$FUNES_HOME`): the attached remote, or absent for local-only.
src/dataset.rs:2://! FTS/IVF indexes. funes's home is `$FUNES_HOME`/`~/.funes` — it holds the config (`funes.json`),
src/dataset.rs:24:/// funes's home directory: `$FUNES_HOME`, else `... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | f491ff28-da7e-403d-a454-8f20376671f4 | 40746d66-c7ba-4406-915b-411692cfa501 | 29 | 2026-06-25T18:14:34.835Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.0... | claude_code | huggingface/funes |
d0ba59afdf84b746 | [tool_use Bash] {"command":"FUNES_HOME=\"$HOME/.funes\" ls -la \"$HOME/.funes\" 2>/dev/null; echo \"---\"; (cd \"$HOME/.funes\" 2>/dev/null && /Users/dcorvoysier/dev/funes/target/release/funes status 2>&1 | head) ; echo \"---env---\"; env | grep -i funes","description":"Check funes home and run status there"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e5da9d6b-5a93-488b-a84d-0c2467e6a4df | f491ff28-da7e-403d-a454-8f20376671f4 | 30 | 2026-06-25T18:14:38.329Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0... | claude_code | huggingface/funes |
5b2f6d51d57d67e6 | [tool_result Bash] total 48
drwxr-xr-x 6 dcorvoysier staff 192 Jun 24 14:35 .
drwxr-x---+ 90 dcorvoysier staff 2880 Jun 25 20:13 ..
-rw-r--r-- 1 dcorvoysier staff 57 Jun 25 15:41 funes.json
-rw-r--r-- 1 dcorvoysier staff 85 Jun 18 13:41 meta.json
-rw-r--r-- 1 dcorvoysier staff 14424 Jun 23 17... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 56660e3f-24f7-4963-ae83-89d5b76aae8f | e5da9d6b-5a93-488b-a84d-0c2467e6a4df | 31 | 2026-06-25T18:14:40.620Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.002... | claude_code | huggingface/funes |
45d38c7885a59520 | [tool_use Bash] {"command":"ls -la \"$HOME/.funes/store\" 2>/dev/null; echo \"---store contents recursive (depth 2)---\"; find \"$HOME/.funes/store\" -maxdepth 2 2>/dev/null | head -40","description":"Inspect funes store directory"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 54291adc-6c18-4bcc-9d0b-5faf49f90a6e | 9b737313-6f79-44bd-a71f-d6c196633beb | 32 | 2026-06-25T18:14:44.699Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
2b65e759bdacde78 | [tool_result Bash] total 0
drwxr-xr-x 4 dcorvoysier staff 128 Jun 18 13:41 .
drwxr-xr-x 6 dcorvoysier staff 192 Jun 24 14:35 ..
drwxr-xr-x 4 dcorvoysier staff 128 Jun 18 13:41 __manifest
drwxr-xr-x 7 dcorvoysier staff 224 Jun 24 16:37 chunks.lance
---store contents recursive (depth 2)---
/Users/dcorvoysier/... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 9a3244f6-03d2-4642-9d73-2b0093d52860 | 54291adc-6c18-4bcc-9d0b-5faf49f90a6e | 33 | 2026-06-25T18:14:46.351Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.0... | claude_code | huggingface/funes |
67cd2ebac5b9cb3a | [tool_use Read] {"file_path":"/Users/dcorvoysier/dev/funes/src/dataset.rs","limit":70} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4c9d6a8c-7b16-4c0c-81e4-8feba7d8c8fd | c4b0cdbd-fdd6-451a-bc8a-25e76d6ec4f7 | 34 | 2026-06-25T18:14:53.567Z | assistant | tool_use | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0... | claude_code | huggingface/funes |
baf9cc181ad3758c | [tool_result Read] 1 //! Shared store helpers: the local store location, opening a dataset, plain scans, and building the
2 //! FTS/IVF indexes. funes's home is `$FUNES_HOME`/`~/.funes` — it holds the config (`funes.json`),
3 //! the incremental state, and the local store at `…/store` (the `chunks` Lance dataset).
4
5... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4b471bbf-a353-4cfa-a965-6425d6be02bd | 4c9d6a8c-7b16-4c0c-81e4-8feba7d8c8fd | 35 | 2026-06-25T18:14:53.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
e63026bbfef2a7b6 | funes.json`, the incremental
25 /// state, and the local store.
26 pub fn funes_dir() -> PathBuf {
27 if let Ok(d) = std::env::var("FUNES_HOME") {
28 return PathBuf::from(d);
29 }
30 let home = std::env::var("HOME").unwrap_or_default();
31 PathBuf::from(home).join(".funes")
32 }
33
34 /// Direc... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4b471bbf-a353-4cfa-a965-6425d6be02bd | 4c9d6a8c-7b16-4c0c-81e4-8feba7d8c8fd | 35 | 2026-06-25T18:14:53.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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0... | claude_code | huggingface/funes |
6b21dae97c26e1d5 | 50 .context("opening the dataset")
51 }
52
53 /// Project `columns` (empty = all columns; optionally filtered by a SQL predicate, optionally
54 /// limited) and collect the matching rows. Plain scans aren't limit-capped, so callers pass `None`
55 /// to read everything.
56 pub async fn scan_rows(
57 ds: &D... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 4b471bbf-a353-4cfa-a965-6425d6be02bd | 4c9d6a8c-7b16-4c0c-81e4-8feba7d8c8fd | 35 | 2026-06-25T18:14:53.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
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... | claude_code | huggingface/funes |
cf2e9ab5f390f080 | [tool_use Bash] {"command":"grep -n \"store\\|table_uri\\|local_store_dir\\|chunks.lance\\|fn status\\|fn recall\\|--store\\|store_arg\\|StoreArg\" src/main.rs | head -50","description":"Find store resolution in main.rs"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 5d67927c-f940-4c3c-8138-027ca127f7d4 | b418cdc9-7256-4b20-8ca8-8c5f901d39bc | 36 | 2026-06-25T18:14:58.739Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.02... | claude_code | huggingface/funes |
1f2d54672534c854 | [tool_result Bash] 45: store: StoreOpts,
56: store: StoreOpts,
68: store: StoreOpts,
81: store: StoreOpts,
83: /// Set the active store: the remote this host reads from and publishes to (persisted in
88: store: String,
99: /// flagged by an updated ruleset); needs no source tran... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 1532a199-d4f1-4f57-9f6c-82f7510db59e | 5d67927c-f940-4c3c-8138-027ca127f7d4 | 37 | 2026-06-25T18:14:58.770Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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... | claude_code | huggingface/funes |
74b14f3d347d10d6 | it,
199:/// `funes use <store>`: attach a remote (or `local` to detach) and report the next step.
200:async fn use_store(spec: String) -> Result<()> {
205: println!("active store: local index");
219: println!("active store: {uri}");
222: // back empty and wrongly hint at pushing. Attach anyway (the intent ... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 1532a199-d4f1-4f57-9f6c-82f7510db59e | 5d67927c-f940-4c3c-8138-027ca127f7d4 | 37 | 2026-06-25T18:14:58.770Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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-0.015123836696147919,
0.02221100777387619,
-0.009271670132875443,
0.033949270844459534,
... | claude_code | huggingface/funes |
247b5301aafdbc96 | [tool_use Read] {"file_path":"/Users/dcorvoysier/dev/funes/src/main.rs","offset":106,"limit":30} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0f78f3f1-4309-49ba-ba4f-aed82ed456d9 | 1532a199-d4f1-4f57-9f6c-82f7510db59e | 38 | 2026-06-25T18:15:01.904Z | assistant | tool_use | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.079222172498703,
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0.01508914865553379,
-0.0... | claude_code | huggingface/funes |
9d40cce1ab1e4876 | [tool_result Read] 106 /// Which store the read commands act on. Shared by `recall`/`list`/`get`/`status`.
107 #[derive(Args)]
108 struct StoreOpts {
109 /// A remote to read for this call — an `<org>/<repo>` shorthand or `hf://…` URI — overriding
110 /// the active store. Defaults to the active store, else the... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 78abd9fc-2819-4392-bab2-19f0d50fa8ae | 0f78f3f1-4309-49ba-ba4f-aed82ed456d9 | 39 | 2026-06-25T18:15:01.913Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.09483102709054947,
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0.012057142332196236,
0.026463598012924194,
0.025742387399077415,
0.029786568135023117,
0.0... | claude_code | huggingface/funes |
4549bbbc0e25aea7 | [tool_use Bash] {"command":"cat \"$HOME/.funes/funes.json\"; echo; echo \"---resolve---\"; grep -n \"fn resolve\\|fn local\\|fn parse\\|fn base\\|active\\|funes.json\\|read_config\\|Config\" src/hub.rs src/config.rs | head -40","description":"Show config and Store resolution"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 7c7baa11-7af2-4290-bfd3-a3b0eccbb359 | f1fb79b6-7429-4576-9bae-41d340e7f404 | 40 | 2026-06-25T18:15:08.153Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.013436302542686462,
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0.042301975190639496,
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0.026325728744268417,
-0.056530822068452835,
0.07093033194541931,
0.... | claude_code | huggingface/funes |
ad72fdb1f58ea9a6 | [tool_result Bash] {
"remote": "hf://datasets/dacorvo/funes-test-upload"
}
---resolve---
src/config.rs:1://! The funes config (`funes.json` in `$FUNES_HOME`): the attached remote, or absent for local-only.
src/config.rs:10:pub struct Config {
src/config.rs:16:/// Path to `funes.json` under funes's home directory.
src... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | abfcf0c2-9117-48ea-92e9-c80a0748fbf7 | 7c7baa11-7af2-4290-bfd3-a3b0eccbb359 | 41 | 2026-06-25T18:15:09.917Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.03220152109861374,
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0.05708776041865349,
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0.0189052727073431,
-0.024320457130670547,
-0.08453262597322464,
0.04975078999996185,
0.00412... | claude_code | huggingface/funes |
9a27b3aed38c85af | ub.rs:57: /// else the persisted active store (`funes use`), else the local index.
src/hub.rs:58: pub fn resolve(spec: Option<String>) -> Self {
src/hub.rs:97:/// Pure core of [`Store::resolve`]: explicit `spec` over the active store, else local.
src/hub.rs:98:fn resolve_with(spec: Option<String>, active: Option<... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | abfcf0c2-9117-48ea-92e9-c80a0748fbf7 | 7c7baa11-7af2-4290-bfd3-a3b0eccbb359 | 41 | 2026-06-25T18:15:09.917Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.059892602264881134,
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0.03215527907013893,
0.05472717806696892,
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-0.021012643352150917,
0.043358590453863144,
0.023169027641415596,
0.0013922260841354728,
0.0009282092214561999,
-0.05687159672379494,
0.06714838743209839,
... | claude_code | huggingface/funes |
52f9ceea630abb36 | e/one"),
src/hub.rs:327: _ => panic!("expected the active store"),
src/hub.rs:331: // An explicit local spec beats an active remote.
src/hub.rs:332: match resolve_with(Some("/local/path".into()), Some("hf://datasets/active/one".into())) {
src/hub.rs:334: _ => panic!("explicit local s... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | abfcf0c2-9117-48ea-92e9-c80a0748fbf7 | 7c7baa11-7af2-4290-bfd3-a3b0eccbb359 | 41 | 2026-06-25T18:15:09.917Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
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-0.013199000619351864,
-0.019545745104551315,
-0.028424380347132683,
0.06344352662563324,
-... | claude_code | huggingface/funes |
aecaf8b554eb60b5 | The active store is a remote HF dataset; recall is failing to open it (resolving to a bare `chunks.lance`). I can read context from the local store instead. Let me check how to point recall at it. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0a8f93f2-e839-4ae6-a7b0-a2ac6a01e8fb | f8287430-6586-46fd-94f0-ca46e948c158 | 42 | 2026-06-25T18:15:21.516Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.043297987431287766,
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-0.009442411363124847,
-0.009047098457813263,
-0.03824086859822273,
0.03280596807599068,
... | claude_code | huggingface/funes |
491d169af356185c | [tool_use Read] {"file_path":"/Users/dcorvoysier/dev/funes/src/hub.rs","offset":28,"limit":75} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 7a627049-f521-4ea1-9b22-6a1dc3554ca1 | 0a8f93f2-e839-4ae6-a7b0-a2ac6a01e8fb | 43 | 2026-06-25T18:15:22.591Z | assistant | tool_use | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.0387214794754982,
-... | claude_code | huggingface/funes |
d801d02421b1f4aa | [tool_result Read] 28 }
29
30 impl Store {
31 /// The default local store (`$FUNES_HOME` / `~/.funes` → `…/store`).
32 pub fn local() -> Self {
33 Store::Local {
34 path: PathBuf::from(dataset::local_store_dir()),
35 }
36 }
37
38 /// Parse a store spec: `"local"` → the loca... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0fd97cf7-5067-44dd-8400-67f4f0b966a6 | 7a627049-f521-4ea1-9b22-6a1dc3554ca1 | 44 | 2026-06-25T18:15:22.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.022054238244891167,
-0.003963193856179714,
... | claude_code | huggingface/funes |
72b0c568352f44d3 | --remote`) wins,
57 /// else the persisted active store (`funes use`), else the local index.
58 pub fn resolve(spec: Option<String>) -> Self {
59 resolve_with(spec, config::load().remote)
60 }
61
62 /// True only for the default local store (`$FUNES_HOME`/`~/.funes`), so the hello-world
63 ... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0fd97cf7-5067-44dd-8400-67f4f0b966a6 | 7a627049-f521-4ea1-9b22-6a1dc3554ca1 | 44 | 2026-06-25T18:15:22.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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0.015106952749192715,
... | claude_code | huggingface/funes |
d9dd986c1349f88c | /// matching dimension doesn't prove a matching embedding model.
79 pub async fn open(&self) -> Result<Dataset> {
80 let ds = match self {
81 Store::Local { path } => {
82 dataset::open(&dataset::table_uri(&path.to_string_lossy()), HashMap::new()).await?
83 }
84 ... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0fd97cf7-5067-44dd-8400-67f4f0b966a6 | 7a627049-f521-4ea1-9b22-6a1dc3554ca1 | 44 | 2026-06-25T18:15:22.603Z | user | tool_result | Read | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
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0.027968233451247215,
... | claude_code | huggingface/funes |
325db5c7d302bf8e | I can force the local store with `--remote local`. Let me recall the prior context on this pi integration work. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 75260141-cad9-463c-b468-6ac563c7a3b6 | 618b8c4e-7f0f-4327-98b6-5f11788b05a8 | 45 | 2026-06-25T18:15:25.801Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.01861278899013996,
0.038312096148729324,
0.01... | claude_code | huggingface/funes |
4902601d4feab578 | [tool_use Bash] {"command":"./target/release/funes recall \"integrating recall into pi agent, shim approach and its problems\" --remote local --k 6 2>&1 | head -80","description":"Recall pi integration context from local store"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 7dedb67c-8642-405f-9910-1668b8a00958 | 75260141-cad9-463c-b468-6ac563c7a3b6 | 46 | 2026-06-25T18:15:27.050Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.06863657385110855,
... | claude_code | huggingface/funes |
047a7998f16d195a | [tool_result Bash] [2026-06-18T16:38:03.346Z] -Users-dcorvoysier-dev-funes/f310e66a text score=0.784
→ get f310e66a-cc29-4853-9b2a-499ceea10ca1 ee6b18bd-88e2-4487-b3fe-e247896cc7d7
This was an HTTP-shim integration: a small server wrapping `funes recall` as a `/recall` endpoint, registered as a pi tool, reached from... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a7eb325f-0102-4ef7-8635-3a179b0418c8 | 7dedb67c-8642-405f-9910-1668b8a00958 | 47 | 2026-06-25T18:15:38.729Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.05896983668208122,
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0.04639631509780884,
-0.04898266866803169,
0.049903299659490585,
0.0... | claude_code | huggingface/funes |
4e8ddb01ac71f7ed | 67ce34cdfd3a2d1 85dc7dfb-137c-47e4-9a4b-61c82f3ab000
Read-only
~ [user tool_result seq357] un ``traces/`` is populated as the agent runs (pi streams
tests/test_cli_live.py:50: # Pre-build the pi image. The fixture is also pulled in by the
tests/tes
~ [user tool_result seq357] hon3.11/site-packages/pip-26.1.1.dis... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a7eb325f-0102-4ef7-8635-3a179b0418c8 | 7dedb67c-8642-405f-9910-1668b8a00958 | 47 | 2026-06-25T18:15:38.729Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.049734558910131454,
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0.060710448771715164,
0.04989975690841675,
-0.0881899818778038,
0.025789201259613037,
-0.01... | claude_code | huggingface/funes |
8fb808d1713d47fb | ons & Bind-Mounts**
**Bind-mo
~ [user tool_result seq742] ction file into pi's working directory:**
1. **Create the file on the host:**
```bash
echo "
~ [user tool_result seq357] orvoysier-dev-Fabrik-Codek/agent-af tool_result score=0.497
→ get agent-af67ce34cdfd3a2d1 3782f4d2-286b-4ecb-8bf0-7122f6fa4a8c... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a7eb325f-0102-4ef7-8635-3a179b0418c8 | 7dedb67c-8642-405f-9910-1668b8a00958 | 47 | 2026-06-25T18:15:38.729Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
-0.06737145781517029,
0.06256983429193497,
0.05657632648944855,
-0.0713142529129982,
-0.032507676631212234,
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0.05283862352371216,
0.016545206308364868,
-0.051693275570869446,
0.006998046766966581,
0.03742058947682381,
-0.053312793374061584,
0.0621517039835453,
-0.00239... | claude_code | huggingface/funes |
d324203b4c8b88b1 | 52.403Z] -Users-dcorvoysier-dev-funes/f310e66a tool_use score=0.774
→ get f310e66a-cc29-4853-9b2a-499ceea10ca1 0417423b-0f8e-4482-8ccd-dc9998f8b2fe
[tool_use Write] {"file_path":"/Users/dcorvoysier/dev/funes/docs/agentcap-pi.md","content":"# Calling funes from a pi agent in agentcap\n\nA short, verified recipe for l... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a7eb325f-0102-4ef7-8635-3a179b0418c8 | 7dedb67c-8642-405f-9910-1668b8a00958 | 47 | 2026-06-25T18:15:38.729Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 3 | [
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0.02538824826478958,
0.03550923243165016,
-0.02878435328602791,
0.0664745420217514,
0.018... | claude_code | huggingface/funes |
df09c8b4b717eb24 | score=0.774
→ get 71626b12-3b1c-4aa1-bed9-e894c6fbca47 1d4e4fa0-f629-42ae-a5b4-cb9d1a0366ab
so it is recall, from my own interactions with an agent
~ [assistant text seq629] Agreed — and this is exactly the moment to fix it: nothing's committed, so a rename is basically free (package dir, `from session_ledger` impo... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | a7eb325f-0102-4ef7-8635-3a179b0418c8 | 7dedb67c-8642-405f-9910-1668b8a00958 | 47 | 2026-06-25T18:15:38.729Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 4 | [
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0.010091345757246017,
0.04353174939751625,
0.032371193170547485,
0.004656121134757996,
0.0004... | claude_code | huggingface/funes |
2a38dab5e675de0f | Recall works against the local store. Let me drill into the key session where this was designed. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | e17bae56-f2cb-4b86-a61f-b9ad0ad65044 | aa2cfb7d-c9ea-4a58-9755-e2e614ac528f | 48 | 2026-06-25T18:15:44.909Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.032956406474113464,
0.01590871624648571,
0.02673... | claude_code | huggingface/funes |
4584fcf3a1958671 | [tool_use mcp__funes__get] {"session_id":"f310e66a-cc29-4853-9b2a-499ceea10ca1","turn_uuid":"ee6b18bd-88e2-4487-b3fe-e247896cc7d7","window":5} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | c89f3c5c-7315-4728-a0d7-b326a0cb31d3 | e17bae56-f2cb-4b86-a61f-b9ad0ad65044 | 49 | 2026-06-25T18:15:46.069Z | assistant | tool_use | mcp__funes__get | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.028646621853113174,
0.00011534935038071126,
... | claude_code | huggingface/funes |
9770a4a8d27b4747 | [tool_result mcp__funes__get] get error: opening the dataset | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 823e26d1-b10c-40ec-b94b-ae779b5e23f4 | c89f3c5c-7315-4728-a0d7-b326a0cb31d3 | 50 | 2026-06-25T18:15:47.894Z | user | tool_result | mcp__funes__get | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.012923232279717922,
... | claude_code | huggingface/funes |
1d17fdc7bb3e870c | [tool_use Bash] {"command":"./target/release/funes get f310e66a-cc29-4853-9b2a-499ceea10ca1 ee6b18bd-88e2-4487-b3fe-e247896cc7d7 --remote local --window 4 2>&1 | head -120","description":"Drill into the pi integration design turn"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 39fa564f-3efa-4663-96ba-66069543dbb3 | 86cf7f9b-0b45-41ed-a18b-ef9b58b6682a | 51 | 2026-06-25T18:15:52.910Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.037690840661525726,
-0.0657472088932991,
0.04034348577260971,
-0.0... | claude_code | huggingface/funes |
fef111718a3b4d8a | [tool_result Bash] [2026-06-18T16:01:37.912Z] assistant seq354 turn=42546f4f-9820-43b0-8ff6-f6e2e497977f
Fixed and committed (`ed03f68`). The CI failure was a missing build dependency, not the version drift I worried about:
- **Format check passed** (doesn't compile deps).
- **Clippy failed** because compiling the dep... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.04427535831928253,
-0.0... | claude_code | huggingface/funes |
12b7c469750e22fb | ips a 1.95-only lint, tell me and I'll pin clippy to your `1.94`.
---
[2026-06-18T16:37:36.156Z] user seq355 turn=06a825ed-63d6-4d0c-97bf-c01fb8d25150
in another session we verified funes could be called by a pi agent running in agentcap. Retrieve the info and write a quick howto
---
[2026-06-18T16:37:40.679Z] assistan... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
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0.07851815223693848,
-0.009... | claude_code | huggingface/funes |
a528553196d5829b | /pi-local-20260618-080441
[proxy] http://host.containers.internal:50683/v1
[sandbox] localhost/agentcap-pi:latest ready (Containerfile hash match)
agentcap run: 1 tasks × 1 turns through pi -> http://127.0.0.1:8080
[task
~ [assistant tool_use seq896] [tool_use Bash] {"command":"SHIMLOG=/private/tmp/claude-501/-... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
-0.022167548537254333,
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0.05612192302942276,
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0.06144661456346512,
0... | claude_code | huggingface/funes |
658ca2ff8d8cba94 | honest result — and **probe 5 fails the discrimination test.** Recall calls: `before=4 after=4` → **delta=0, it never called recall.** What it actual
~ [assistant text seq898] de something up. Worse than probe 2, where it at least said "give me the file" instead of guessing.
**Calibrated conclusion across all five p... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 3 | [
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0.07136613875627518,
-0.024145273491740227,
0.05735212564468384,
0... | claude_code | huggingface/funes |
38a37080a6be76f0 | ent. Let me start by exploring the structure and
---
[2026-06-17T09:29:45.743Z] -Users-dcorvoysier-dev-Fabrik-Codek/agent-a4 tool_result score=0.632
→ get agent-a4d60fb7554bbed62 26b59318-3ebd-4d69-acfa-feeb2f89b281
`agentcap run --agent pi`` against a real model server.
tests/test_cli_live.py:43: - per-run ``tr... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 4 | [
-0.04948565736413002,
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0.018908703699707985,
0.03643685206770897,
-0.0651799887418747,
0.04265923425555229,
-0.0189037... | claude_code | huggingface/funes |
28ad23e6eb94f154 | venv/bin/pip3.12
./examples/hf-hub-session/sandbox/venv/bin/pip3
./examples/hf-hub-session/sandbox/venv/bin/pip
./src/agentcap/drivers/pi.py
./example
~ [user tool_result seq11] extensions-4.15.0.dist-info
./.venv/lib/python3.11/site-packages/typing_extensions.py
./.venv311/lib/python3.11/site-packages/pip-26.1.1.dis... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 5 | [
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0.03675413131713867,
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0.07044685631990433,
0.021149663254618645,
-0.07711157947778702,
0.04477374628186226,
-0.03... | claude_code | huggingface/funes |
e67f65ba7a49d708 | Users-dcorvoysier-dev-Fabrik-Codek/71626b12 tool_result score=0.521
→ get 71626b12-3b1c-4aa1-bed9-e894c6fbca47 5976e8ed-38d4-4184-b9d3-99ac8a83adb9
[tool_result Agent] Perfect! Now I have all the information I need. Let me compile a comprehensive report with all the exact file references and commands.
## Summary: R... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 6 | [
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0.048408687114715576,
0.00... | claude_code | huggingface/funes |
903dcfaac00d9c8a | any flag controls that.\n\nBe thorough across cli, sandbox, drivers/pi.py, the proxy module, and containers/. Quote exact lines and give me the concr
~ [assistant text seq743] The Explore mapped it cleanly, and there are two nice wins:
1. **No rebind needed.** agentcap runs its own capture proxy (binds `0.0.0.0`); t... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 7 | [
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0.06128217279911041,
0.00... | claude_code | huggingface/funes |
4bb680284f064d89 | ied — `/recall` returns real results over HTTP (that "sentence-transformers vs fastembed" query pulled the right passages with scores/provenance). So
~ [user tool_result seq742] [tool_result Agent] Perfect! Now I have all the information I need. Let me compile a comprehensive report with all the exact file reference... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | bee5e83a-8683-4db3-85c1-06d27f51507d | 39fa564f-3efa-4663-96ba-66069543dbb3 | 52 | 2026-06-25T18:15:54.968Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 8 | [
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0.08459991216659546,
0.014... | claude_code | huggingface/funes |
53c229bc8782605e | Now I have the full picture. Let me check the existing MCP server implementation and whether model-warming was already addressed (there's a `perf/mcp-cache-models` branch), since that's central to a "proper" integration. | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 8855ac75-0e2a-402e-a2ab-e7500385db16 | 97531d52-0d90-4eb6-b5d6-397b54624025 | 53 | 2026-06-25T18:16:18.449Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.002468638587743044,
0.051... | claude_code | huggingface/funes |
6b571a7343f82c26 | [tool_use Bash] {"command":"echo \"===== src/mcp.rs (head) =====\"; sed -n '1,60p' src/mcp.rs; echo; echo \"===== perf/mcp-cache-models branch log =====\"; git log --oneline main..origin/perf/mcp-cache-models 2>/dev/null | head; echo \"---merged?---\"; git branch -a --merged main | grep -i \"mcp-cache\\|perf\" ","descr... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 79ced458-c727-4c19-ac66-25c9f6dc4137 | 8855ac75-0e2a-402e-a2ab-e7500385db16 | 54 | 2026-06-25T18:16:20.492Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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-0.0... | claude_code | huggingface/funes |
56f3f04bebb7090e | [tool_result Bash] ===== src/mcp.rs (head) =====
//! `funes mcp`: expose recall over the Model Context Protocol (stdio transport),
//! so any MCP client (Claude Code, Cursor, …) can call funes as a first-class tool.
//! stdout is the JSON-RPC channel — logs must go to stderr.
use crate::hub::Store;
use crate::recall;
... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 2a38cb85-793d-45f2-9b2c-8fc22b21971c | 79ced458-c727-4c19-ac66-25c9f6dc4137 | 55 | 2026-06-25T18:16:20.602Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
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0.01267793495208025,
0.00732... | claude_code | huggingface/funes |
ab16b05a70795c42 | e | tool_result")]
pub block_type: Option<String>,
#[schemars(description = "Restrict to a project (the directory segment under `projects`)")]
pub project: Option<String>,
}
#[derive(Debug, serde::Deserialize, schemars::JsonSchema)]
pub struct GetRequest {
#[schemars(description = "Session id from a re... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 2a38cb85-793d-45f2-9b2c-8fc22b21971c | 79ced458-c727-4c19-ac66-25c9f6dc4137 | 55 | 2026-06-25T18:16:20.602Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.10684210807085037,
-0.05380744859576225,
0.04036867246031761,
0.013818585313856602,
-0.02996022440493107,
-0.01302650012075901,
0.013161602430045605,
0.04771999642252922,
-0.04092298448085785,
0.08749096095561981,
-0.03976448252797127,
0.02412927895784378,
-0.022859368473291397,
-0.0441... | claude_code | huggingface/funes |
f16376127711387f | unes>,
}
#[tool_router]
impl Funes {
fn new() -> Self {
Self {
tool_router: Self::tool_router(),
}
}
#[tool(
description = "Recall decisions, rationale, and context from the user's past AI agent sessions. Returns ranked passages with provenance (timestamp, session, bloc... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 2a38cb85-793d-45f2-9b2c-8fc22b21971c | 79ced458-c727-4c19-ac66-25c9f6dc4137 | 55 | 2026-06-25T18:16:20.602Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
-0.08644450455904007,
-0.004204071592539549,
0.02247079648077488,
0.014502660371363163,
-0.00039914052467793226,
-0.03325892239809036,
0.04552140459418297,
0.04729633033275604,
0.03389659896492958,
-0.0004192943451926112,
-0.02051248773932457,
-0.008063212968409061,
-0.005830372218042612,
... | claude_code | huggingface/funes |
0020ad7fd0844913 | [tool_use Bash] {"command":"echo \"=== mcp.rs recall body (60-120) ===\"; sed -n '60,140p' src/mcp.rs; echo \"=== how recall loads models ===\"; grep -n \"fn recall\\|fn run\\|Embedder\\|Reranker\\|embed\\|rerank\\|load\\|new\\|warm\\|cache\\|OnceCell\\|static\\|lazy\" src/recall.rs | head -40","description":"Inspect M... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 0f770e07-cd8a-44ee-b0cc-89a370cfa661 | 56 | 2026-06-25T18:16:26.133Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.06648927181959152,
0.017454033717513084,
0.054958004504442215,
-0.06041312217712402,
0.028527457267045975,
-0.03418315574526787,
-0.01083757821470499,
0.019323693588376045,
0.03573615103960037,
-0.03724515438079834,
0.023401377722620964,
-0.023574301972985268,
0.00743419723585248,
0.005... | claude_code | huggingface/funes |
e407e59dbe5ff288 | [tool_result Bash] === mcp.rs recall body (60-120) ===
}): Parameters<RecallRequest>,
) -> String {
match recall::recall(
Store::resolve(None),
query,
k.unwrap_or(8),
30,
30.0,
1,
block_type,
project,
... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ee4fd899-0fbd-403b-a89f-684b0850d17a | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 57 | 2026-06-25T18:16:26.167Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.08678397536277771,
0.007595284841954708,
0.03550294414162636,
0.016263319179415703,
-0.04802772030234337,
-0.009416232816874981,
-0.005809042602777481,
0.0545787550508976,
0.008092277683317661,
0.034227509051561356,
-0.005657352972775698,
-0.02889566868543625,
0.029455695301294327,
-0.0... | claude_code | huggingface/funes |
066eb319baa1a3b2 | Ok(s) if !s.is_empty() => s,
Ok(_) => "no results".to_string(),
Err(e) => format!("get error: {e}"),
}
}
#[tool(description = "Show funes index statistics (chunk count and store).")]
async fn status(&self) -> String {
recall::status(Store::resolve(None))
... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ee4fd899-0fbd-403b-a89f-684b0850d17a | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 57 | 2026-06-25T18:16:26.167Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 1 | [
-0.08058832585811615,
-0.009754957631230354,
0.008578806184232235,
0.0019755149260163307,
0.036259956657886505,
-0.03469729796051979,
0.014646433293819427,
0.04299353435635567,
0.037509486079216,
0.008697908371686935,
0.05020128935575485,
-0.04913215711712837,
-0.00553550012409687,
0.06183... | claude_code | huggingface/funes |
03a3580f57cb6258 | with a natural-language query when you need prior \
decisions, rationale, or context — and before asserting the history of anything \
(that it was never built, was dropped, or is out of scope): a confident claim \
about a past decision is the cue to recall first. Drill... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ee4fd899-0fbd-403b-a89f-684b0850d17a | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 57 | 2026-06-25T18:16:26.167Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 2 | [
-0.08423680812120438,
0.024571403861045837,
-0.0021570890676230192,
0.013012435287237167,
-0.03767526522278786,
0.02431778609752655,
0.03319869562983513,
0.029846910387277603,
0.071314737200737,
-0.019215703010559082,
-0.02503838948905468,
-0.011589175090193748,
0.007922553457319736,
0.036... | claude_code | huggingface/funes |
b28eee1069b9ffa9 | async fn open_read(store: &Store, embedder: Option<&mut TextEmbedding>) -> Result<Read> {
124: return degrade_offline(uri, embedder).await;
135: let (dir, ds) = hello::dataset(embedder).await?;
150:async fn degrade_offline(uri: &str, embedder: Option<&mut TextEmbedding>) -> Result<Read> {
158:... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ee4fd899-0fbd-403b-a89f-684b0850d17a | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 57 | 2026-06-25T18:16:26.167Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 3 | [
-0.059786513447761536,
0.04104512557387352,
-0.006537222769111395,
0.03372441232204437,
0.015419187024235725,
0.020341241732239723,
-0.08372782170772552,
0.021927520632743835,
0.014067626558244228,
-0.02810859866440296,
0.033352598547935486,
-0.05712107568979263,
0.012413548305630684,
0.02... | claude_code | huggingface/funes |
79a0458250fc1eb5 | fn recall(
205: let Models { embedder, reranker } = &mut *guard;
207: let qv: Vec<f32> = embedder
208: .embed(vec![query.clone()], None)?
211: .context("empty embedding")?;
213: let read = open_read(&store, Some(&mut *embedder)).await?;
227: let reranked = reranker.rerank(query.as_str(), docs,... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | ee4fd899-0fbd-403b-a89f-684b0850d17a | 48346a0a-68b2-44a2-b8d1-a8373494ab27 | 57 | 2026-06-25T18:16:26.167Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 4 | [
-0.08530428260564804,
0.00411155866459012,
-0.017970390617847443,
-0.011675403453409672,
0.010166331194341183,
0.026736227795481682,
-0.03614751994609833,
0.03414725139737129,
0.06555773317813873,
0.006280657835304737,
0.017755161970853806,
-0.0691106989979744,
0.03712720796465874,
0.03445... | claude_code | huggingface/funes |
9d28f8521f3f81ca | I now understand the architecture. Key insight: the models (embedder + reranker) are loaded once into a `static OnceCell` — so a long-running funes process keeps them warm, but the Python shim shells out to `funes recall` per request and pays the cold-load every time. That's the core "improper" part.
Let me verify two... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | dabfebc1-06cf-49f4-93e6-4d7faa76d379 | b9eb2faf-2d23-4784-b70a-17d122afb44c | 58 | 2026-06-25T18:16:48.728Z | assistant | text | null | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.07576531171798706,
-0.02388978935778141,
0.02730773203074932,
-0.0617106556892395,
-0.026720233261585236,
-0.04959486797451973,
-0.02930516190826893,
0.0097788255661726,
0.037803664803504944,
0.022967999801039696,
0.028620734810829163,
-0.06612204760313034,
0.07587433606386185,
0.038110... | claude_code | huggingface/funes |
d5be2d1e17325ae9 | [tool_use Bash] {"command":"cd /Users/dcorvoysier/dev/agentcap 2>/dev/null && echo \"=== agentcap pi driver ===\" && cat src/agentcap/drivers/pi.py 2>/dev/null | head -120 || echo \"NO agentcap repo at expected path\"","description":"Read agentcap pi driver"} | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 0e6916db-f44e-4a5e-8bec-cb4a1f21dbe8 | dabfebc1-06cf-49f4-93e6-4d7faa76d379 | 59 | 2026-06-25T18:16:50.614Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.017202500253915787,
-0.018827512860298157,
0.0355348065495491,
-0.08232789486646652,
-0.0048765442334115505,
-0.07513654977083206,
0.014963282272219658,
0.01939287781715393,
-0.031418778002262115,
-0.0235015619546175,
0.06155474856495857,
-0.04886850714683533,
0.03850816935300827,
-0.00... | claude_code | huggingface/funes |
351a30c2c47b4e7d | [tool_use Bash] {"command":"cd /Users/dcorvoysier/dev/agentcap 2>/dev/null && find . -path ./node_modules -prune -o -iname \"*.json\" -name \"models.json\" -print 2>/dev/null | head; echo \"=== pi containerfile / extensions ===\"; find . -ipath \"*agentcap-pi*\" -not -path \"*/node_modules/*\" 2>/dev/null | head -30","... | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | 6722b557-c3cd-4510-a601-ef85807dd44e | 0e6916db-f44e-4a5e-8bec-cb4a1f21dbe8 | 60 | 2026-06-25T18:16:52.453Z | assistant | tool_use | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.013439618051052094,
0.01483023352921009,
0.0543825738132,
-0.08156837522983551,
0.06394931674003601,
-0.07559889554977417,
0.011827724985778332,
-0.013888032175600529,
-0.04360593110322952,
0.0029135539662092924,
0.08917409181594849,
-0.08309926837682724,
0.045658957213163376,
-0.016333... | claude_code | huggingface/funes |
c8ad2692f1feadac | [tool_result Bash] === agentcap pi driver ===
Shell cwd was reset to /Users/dcorvoysier/dev/funes | 1a0ff281-dcee-4422-8862-3a8dfe68b7da | -Users-dcorvoysier-dev-funes | c4ace009-628d-4cc1-92d1-de5b5ad99602 | 0e6916db-f44e-4a5e-8bec-cb4a1f21dbe8 | 61 | 2026-06-25T18:16:52.477Z | user | tool_result | Bash | /Users/dcorvoysier/.claude/projects/-Users-dcorvoysier-dev-funes/1a0ff281-dcee-4422-8862-3a8dfe68b7da.jsonl | 0 | 0 | [
-0.022613607347011566,
-0.020218154415488243,
0.08084447681903839,
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0.03687996417284012,
0.017382066696882248,
0.0077367499470710754,
-0.00685462448745966,
0.048113513737916946,
-0.03001701645553112,
0.07386855036020279,
0.... | claude_code | huggingface/funes |
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