❯ financebench setup
financebench setup — one-time wizard.

[INFO] Detected project checkout in current directory: /Users/rishabhkumar/.financebench/repo
Using repo at: /Users/rishabhkumar/.financebench/repo
[INFO] .env already exists at /Users/rishabhkumar/.financebench/repo/.env. Press Enter at any
prompt to keep the current value.
[INFO] Detected .env values from a previous release (these still work, but newer defaults are
recommended):
  EMBEDDING_MODEL=text-embedding-3-large → recommended text-embedding-3-small
    3-large costs ~6x per token. 3-small is the new default in 0.1.1+.
  EMBEDDING_DIMENSIONS=3072 → recommended 1536
    Must match the model. Re-seed required if changed (delete + re-seed corpus).
  USE_GROQ_FAST_PATH=true → recommended false
    Groq free tier rate-limits surprise installers; OpenAI is the safe default.

To migrate, edit /Users/rishabhkumar/.financebench/repo/.env manually. If you change
EMBEDDING_MODEL/DIMENSIONS you'll also need to drop + re-seed the qdrant collection (the
dim-mismatch boot check will tell you exactly which command).

  OpenAI API key (required — embeddings + gpt-4o-mini)
  [current: ••••••yZMA] >
  Anthropic API key (required — Claude Sonnet generator)
  [current: ••••••-wAA] >
  Voyage API key (optional — voyage-finance-2 embeddings)
  [current: ••••••nSfu] >
  Groq API key (optional — free tier; falls back to OpenAI)
  [current: ••••••ubwn] >
[OK] .env saved at /Users/rishabhkumar/.financebench/repo/.env (62 keys set)
[INFO] Bringing up the stack: docker compose -f compose.minimal.yml up -d --build
[INFO] (First-time builds take 5-15 min on Apple Silicon — pip resolves torch + transformers +
langgraph. Subsequent runs use cached layers.)
[+] Building 8.9s (19/19) FINISHED
 => [internal] load local bake definitions                                                    0.0s
 => => reading from stdin 510B                                                                0.0s
 => [internal] load build definition from Dockerfile                                          0.0s
 => => transferring dockerfile: 1.46kB                                                        0.0s
 => [internal] load metadata for docker.io/library/python:3.12-slim                           8.5s
 => [internal] load .dockerignore                                                             0.0s
 => => transferring context: 550B                                                             0.0s
 => [builder 1/5] FROM docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5341f788  0.0s
 => => resolve docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5341f788b50b032d  0.0s
 => [internal] load build context                                                             0.0s
 => => transferring context: 7.15kB                                                           0.0s
 => CACHED [builder 2/5] WORKDIR /app                                                         0.0s
 => CACHED [stage-1 3/9] RUN groupadd --gid 1000 appuser &&     useradd --uid 1000 --gid app  0.0s
 => CACHED [builder 3/5] RUN apt-get update && apt-get install -y --no-install-recommends     0.0s
 => CACHED [builder 4/5] COPY pyproject.toml README.md ./                                     0.0s
 => CACHED [builder 5/5] RUN pip install --no-cache-dir ".[backend]"                          0.0s
 => CACHED [stage-1 4/9] COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/lo  0.0s
 => CACHED [stage-1 5/9] COPY --from=builder /usr/local/bin /usr/local/bin                    0.0s
 => CACHED [stage-1 6/9] COPY src/ src/                                                       0.0s
 => CACHED [stage-1 7/9] COPY scripts/ scripts/                                               0.0s
 => CACHED [stage-1 8/9] COPY data/sample/ data/sample/                                       0.0s
 => CACHED [stage-1 9/9] RUN chown -R appuser:appuser /app                                    0.0s
 => exporting to image                                                                        0.0s
 => => exporting layers                                                                       0.0s
 => => exporting manifest sha256:7954d4aff6637ef22088568a70fb3345ee691171170339ff7b0c55a820d  0.0s
 => => exporting config sha256:14d1963d0d55bd5ad451c0f694185979b5515f56ef4c679613828d7e2cc28  0.0s
 => => exporting attestation manifest sha256:ff4046517e5268688532e8f6fc631cfd8528a9254c27ed6  0.0s
 => => exporting manifest list sha256:6011f66a62021e8e226adc335f12009e42af01d5e5cba51110e329  0.0s
 => => naming to docker.io/library/repo-api:latest                                            0.0s
 => => unpacking to docker.io/library/repo-api:latest                                         0.0s
 => resolving provenance for metadata file                                                    0.0s
[+] up 5/5
 ✔ Image repo-api            Built                                                             9.0s
 ✔ Container repo-redis-1    Healthy                                                           3.7s
 ✔ Container repo-postgres-1 Healthy                                                           3.7s
 ✔ Container repo-qdrant-1   Healthy                                                           3.7s
 ✔ Container repo-api-1      Started                                                           3.8s
[OK] Containers started.
[INFO] Waiting for /v1/health (timeout 360s). First boot downloads the BGE reranker (~570MB) and is
the slowest step.
[OK] API healthy after 226s.
[OK] Models loaded.
[INFO] Collection 'financial_docs' already has 250 points — skipping seed. Pass --force-seed to
re-ingest.
[OK] Backend health: OK
[OK] Components loaded: reranker, sparse_embedder, dense_embedder, llms
[OK] Qdrant collection 'financial_docs': 250 chunks

[OK] Setup complete. Try: financebench chat
Tip: set FB_PROFILE=admin (or any name) in different terminals to keep separate identities for the
multi-party HITL demo.


❯ financebench chat
╭─ FinanceBench RAG Agent ────────────────────────────────────────────────────────────────────────╮
│                                                                                                 │
│    _____ _                            ____                  _                                   │
│   |  ___(_)_ __   __ _ _ __   ___ ___| __ )  ___ _ __   ___| |__                                │
│   | |_  | | '_ \ / _` | '_ \ / __/ _ \  _ \ / _ \ '_ \ / __| '_ \                               │
│   |  _| | | | | | (_| | | | | (_|  __/ |_) |  __/ | | | (__| | | |                              │
│   |_|   |_|_| |_|\__,_|_| |_|\___\___|____/ \___|_| |_|\___|_| |_|                              │
│                                                                                                 │
│    Package:        financebench-rag-agent                                                       │
│    Backend URL:    http://localhost:8000                                                        │
│    Docs:           https://github.com/Rishabhmannu/financebench-rag-agent                       │
│                                                                                                 │
│    CLI version:    0.1.2                                                                        │
│    API version:    1  (semver 0.1.0, sha unknown)                                               │
│    Logged in as:   analyst  (role=analyst · Profile=default)                                    │
│                                                                                                 │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
Tip: set FB_PROFILE=admin (or any name) in different terminals to keep separate identities for the
multi-party HITL demo.
Type a question, or /help for slash commands. Ctrl+D to exit.
analyst@financebench> /quit
[INFO] Bye.


❯ financebench login -u analyst

Password:
[OK] Logged in as analyst (role=analyst) -> http://localhost:8000



❯ financebench chat
╭─ FinanceBench RAG Agent ────────────────────────────────────────────────────────────────────────╮
│                                                                                                 │
│    _____ _                            ____                  _                                   │
│   |  ___(_)_ __   __ _ _ __   ___ ___| __ )  ___ _ __   ___| |__                                │
│   | |_  | | '_ \ / _` | '_ \ / __/ _ \  _ \ / _ \ '_ \ / __| '_ \                               │
│   |  _| | | | | | (_| | | | | (_|  __/ |_) |  __/ | | | (__| | | |                              │
│   |_|   |_|_| |_|\__,_|_| |_|\___\___|____/ \___|_| |_|\___|_| |_|                              │
│                                                                                                 │
│    Package:        financebench-rag-agent                                                       │
│    Backend URL:    http://localhost:8000                                                        │
│    Docs:           https://github.com/Rishabhmannu/financebench-rag-agent                       │
│                                                                                                 │
│    CLI version:    0.1.2                                                                        │
│    API version:    1  (semver 0.1.0, sha unknown)                                               │
│    Logged in as:   analyst  (role=analyst · Profile=default)                                    │
│                                                                                                 │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
Tip: set FB_PROFILE=admin (or any name) in different terminals to keep separate identities for the
multi-party HITL demo.
Type a question, or /help for slash commands. Ctrl+D to exit.
analyst@financebench> what was apple's revenue in 2023 ?

Based on the provided context, Apple's total net sales (revenue) in fiscal year 2023 were **$383.3 billion** ($383,285 million). [Source: 10k_aapl_2023.pdf, Page 2; Page 3]

**Bottom line:** Apple generated $383.285 billion in total net sales in FY2023, representing a 3% decrease compared to $394.328 billion in FY2022, with foreign currency weakness accounting for more than the entire year-over-year decline.

                   Sources
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━┳━━━━━━┓
┃ Document          ┃ Page ┃ Section ┃ Type ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━╇━━━━━━┩
│ 10k_aapl_2023.pdf │    2 │         │ 10k  │
└───────────────────┴──────┴─────────┴──────┘

conf 1.00 · $0.0291 · 9051 in / 490 out
analyst@financebench> /thread show
╭─────────────────── Thread context ───────────────────╮
│ Thread: 2f0d235e-2be8-4d25-b73f-411f86d12c55         │
│ Turns: 1   Cost: $0.0291   Tokens: 9051 in / 490 out │
│ Owner: analyst (analyst · Research)                  │
│ Last activity: 2026-05-29T15:25:25.543316+00:00      │
╰──────────────────────────────────────────────────────╯
                                Turns this REPL session
┏━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┓
┃ # ┃ Query                              ┃ Wall ┃    Cost ┃    Tokens ┃ Sources ┃ Conf ┃
┡━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━┩
│ 1 │ what was apple's revenue in 2023 ? │    — │ $0.0291 │ 9,051/490 │       1 │ 1.00 │
└───┴────────────────────────────────────┴──────┴─────────┴───────────┴─────────┴──────┘
analyst@financebench>

analyst@financebench> what was apple's revenue in 2023 ?

Based on the provided context, Apple's total net sales (revenue) in fiscal year 2023 were **$383.3 billion** ($383,285 million). [Source: 10k_aapl_2023.pdf, Page 2; Page 3]

**Bottom line:** Apple generated $383.285 billion in total net sales in FY2023, representing a 3% decrease compared to $394.328 billion in FY2022, with foreign currency weakness accounting for more than the entire year-over-year decline.

                   Sources
┏━━━━━━━━━━━━━━━━━━━┳━━━━━━┳━━━━━━━━━┳━━━━━━┓
┃ Document          ┃ Page ┃ Section ┃ Type ┃
┡━━━━━━━━━━━━━━━━━━━╇━━━━━━╇━━━━━━━━━╇━━━━━━┩
│ 10k_aapl_2023.pdf │    2 │         │ 10k  │
└───────────────────┴──────┴─────────┴──────┘

conf 1.00 · $0.0291 · 9051 in / 490 out
analyst@financebench> /timings
[INFO] No per-stage timing data — turns may have been served by an older backend version.
analyst@financebench>


=================================================================================================================

❯ cd ~/.financebench/repo
git pull --ff-only
docker compose -f compose.minimal.yml up -d --build
remote: Enumerating objects: 37, done.
remote: Counting objects: 100% (37/37), done.
remote: Compressing objects: 100% (4/4), done.
remote: Total 19 (delta 15), reused 19 (delta 15), pack-reused 0 (from 0)
Unpacking objects: 100% (19/19), 12.36 KiB | 744.00 KiB/s, done.
From https://github.com/Rishabhmannu/financebench-rag-agent
   b3aeee6..6dcce56  main       -> origin/main
 * [new tag]         v0.1.1     -> v0.1.1
 * [new tag]         v0.1.2     -> v0.1.2
Updating b3aeee6..6dcce56
Fast-forward
 .env.example             |   7 +++
 Dockerfile               |  22 ++++++++-
 cli/__init__.py          |   2 +-
 cli/api_client.py        |  14 +++++-
 cli/commands/chat.py     |  18 +++++++
 cli/commands/setup.py    |  89 ++++++++++++++++++++++++++++++++-
 cli/render.py            |  20 ++++++++
 cli/slash.py             | 178 +++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++---
 pyproject.toml           |   2 +-
 src/api/main.py          |   4 +-
 src/api/routes/chat.py   |  26 ++++++++--
 src/api/routes/health.py | 140 ++++++++++++++++++++++++++++++++++++++--------------
 12 files changed, 465 insertions(+), 57 deletions(-)
[+] Building 332.2s (22/22) FINISHED
 => [internal] load local bake definitions                                                    0.0s
 => => reading from stdin 510B                                                                0.0s
 => [internal] load build definition from Dockerfile                                          0.0s
 => => transferring dockerfile: 2.40kB                                                        0.0s
 => [internal] load metadata for docker.io/library/python:3.12-slim                           2.4s
 => [internal] load .dockerignore                                                             0.0s
 => => transferring context: 550B                                                             0.0s
 => [internal] load build context                                                             0.0s
 => => transferring context: 43.66kB                                                          0.0s
 => CACHED [builder 1/6] FROM docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5  0.0s
 => => resolve docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5341f788b50b032d  0.0s
 => CACHED [builder 2/6] WORKDIR /app                                                         0.0s
 => [builder 3/6] RUN apt-get update && apt-get install -y --no-install-recommends     buil  19.6s
 => [stage-1  2/10] RUN apt-get update && apt-get install -y --no-install-recommends     lib  6.2s
 => [stage-1  3/10] WORKDIR /app                                                              0.0s
 => [stage-1  4/10] RUN groupadd --gid 1000 appuser &&     useradd --uid 1000 --gid appuser   0.2s
 => [builder 4/6] COPY pyproject.toml README.md ./                                            0.0s
 => [builder 5/6] RUN pip install --no-cache-dir --index-url https://download.pytorch.org/w  63.3s
 => [builder 6/6] RUN pip install --no-cache-dir ".[backend]"                               159.2s
 => [stage-1  5/10] COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/local/  15.0s
 => [stage-1  6/10] COPY --from=builder /usr/local/bin /usr/local/bin                         0.4s
 => [stage-1  7/10] COPY src/ src/                                                            0.0s
 => [stage-1  8/10] COPY scripts/ scripts/                                                    0.0s
 => [stage-1  9/10] COPY data/sample/ data/sample/                                            0.0s
 => [stage-1 10/10] RUN chown -R appuser:appuser /app                                         0.3s
 => exporting to image                                                                       63.4s
 => => exporting layers                                                                      51.9s
 => => exporting manifest sha256:3f6266c14f73f0035cf2396895414eac00424ebee5beeddcfac0382207a  0.0s
 => => exporting config sha256:b015a0be317d7ba5e13a87439ad784ef06af0ca4e0e2bccf0aba20138888d  0.0s
 => => exporting attestation manifest sha256:695af0f2cc17e4789bef665f5f4db9c9e3a765820e9c1f4  0.0s
 => => exporting manifest list sha256:67f2c850443077082167e4de92b0e1f9d6a53ee3b52100caedc361  0.0s
 => => naming to docker.io/library/repo-api:latest                                            0.0s
 => => unpacking to docker.io/library/repo-api:latest                                        11.5s
 => resolving provenance for metadata file                                                    0.0s
[+] up 5/5
 ✔ Image repo-api            Built                                                           332.3s
 ✔ Container repo-postgres-1 Healthy                                                           5.9s
 ✔ Container repo-qdrant-1   Healthy                                                           5.9s
 ✔ Container repo-redis-1    Healthy                                                           5.9s
 ✔ Container repo-api-1      Started                                                           6.2s



❯ financebench chat
╭─────────────────────────────── Traceback (most recent call last) ───────────────────────────────╮
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_transports/default.py:101 in │
│ map_httpcore_exceptions                                                                         │
│                                                                                                 │
│    98 │   if len(HTTPCORE_EXC_MAP) == 0:                                                        │
│    99 │   │   HTTPCORE_EXC_MAP = _load_httpcore_exceptions()                                    │
│   100 │   try:                                                                                  │
│ ❱ 101 │   │   yield                                                                             │
│   102 │   except Exception as exc:                                                              │
│   103 │   │   mapped_exc = None                                                                 │
│   104                                                                                           │
│                                                                                                 │
│ ╭──────────────────── locals ─────────────────────╮                                             │
│ │ message = '[Errno 54] Connection reset by peer' │                                             │
│ ╰─────────────────────────────────────────────────╯                                             │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_transports/default.py:250 in │
│ handle_request                                                                                  │
│                                                                                                 │
│   247 │   │   │   extensions=request.extensions,                                                │
│   248 │   │   )                                                                                 │
│   249 │   │   with map_httpcore_exceptions():                                                   │
│ ❱ 250 │   │   │   resp = self._pool.handle_request(req)                                         │
│   251 │   │                                                                                     │
│   252 │   │   assert isinstance(resp.stream, typing.Iterable)                                   │
│   253                                                                                           │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │ httpcore = <module 'httpcore' from                                                          │ │
│ │            '/Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/__init__.… │ │
│ │      req = <Request [b'GET']>                                                               │ │
│ │  request = <Request('GET', 'http://localhost:8000/v1/auth/me')>                             │ │
│ │     self = <httpx.HTTPTransport object at 0x1066eec00>                                      │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:2 │
│ 56 in handle_request                                                                            │
│                                                                                                 │
│   253 │   │   │   │   closing = self._assign_requests_to_connections()                          │
│   254 │   │   │                                                                                 │
│   255 │   │   │   self._close_connections(closing)                                              │
│ ❱ 256 │   │   │   raise exc from None                                                           │
│   257 │   │                                                                                     │
│   258 │   │   # Return the response. Note that in this case we still have to manage             │
│   259 │   │   # the point at which the response is closed.                                      │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │      closing = []                                                                           │ │
│ │   connection = <HTTPConnection ['http://localhost:8000', HTTP/1.1, CLOSED, Request Count:   │ │
│ │                1]>                                                                          │ │
│ │ pool_request = <httpcore._sync.connection_pool.PoolRequest object at 0x1069bc1a0>           │ │
│ │      request = <Request [b'GET']>                                                           │ │
│ │       scheme = 'http'                                                                       │ │
│ │         self = <ConnectionPool [Requests: 0 active, 0 queued | Connections: 0 active, 0     │ │
│ │                idle]>                                                                       │ │
│ │      timeout = 600.0                                                                        │ │
│ │     timeouts = {'connect': 10.0, 'read': 600.0, 'write': 600.0, 'pool': 600.0}              │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/connection_pool.py:2 │
│ 36 in handle_request                                                                            │
│                                                                                                 │
│   233 │   │   │   │                                                                             │
│   234 │   │   │   │   try:                                                                      │
│   235 │   │   │   │   │   # Send the request on the assigned connection.                        │
│ ❱ 236 │   │   │   │   │   response = connection.handle_request(                                 │
│   237 │   │   │   │   │   │   pool_request.request                                              │
│   238 │   │   │   │   │   )                                                                     │
│   239 │   │   │   │   except ConnectionNotAvailable:                                            │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │      closing = []                                                                           │ │
│ │   connection = <HTTPConnection ['http://localhost:8000', HTTP/1.1, CLOSED, Request Count:   │ │
│ │                1]>                                                                          │ │
│ │ pool_request = <httpcore._sync.connection_pool.PoolRequest object at 0x1069bc1a0>           │ │
│ │      request = <Request [b'GET']>                                                           │ │
│ │       scheme = 'http'                                                                       │ │
│ │         self = <ConnectionPool [Requests: 0 active, 0 queued | Connections: 0 active, 0     │ │
│ │                idle]>                                                                       │ │
│ │      timeout = 600.0                                                                        │ │
│ │     timeouts = {'connect': 10.0, 'read': 600.0, 'write': 600.0, 'pool': 600.0}              │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/connection.py:103 in │
│ handle_request                                                                                  │
│                                                                                                 │
│   100 │   │   │   self._connect_failed = True                                                   │
│   101 │   │   │   raise exc                                                                     │
│   102 │   │                                                                                     │
│ ❱ 103 │   │   return self._connection.handle_request(request)                                   │
│   104 │                                                                                         │
│   105 │   def _connect(self, request: Request) -> NetworkStream:                                │
│   106 │   │   timeouts = request.extensions.get("timeout", {})                                  │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │ http2_negotiated = False                                                                    │ │
│ │          request = <Request [b'GET']>                                                       │ │
│ │             self = <HTTPConnection ['http://localhost:8000', HTTP/1.1, CLOSED, Request      │ │
│ │                    Count: 1]>                                                               │ │
│ │       ssl_object = None                                                                     │ │
│ │           stream = <httpcore._backends.sync.SyncStream object at 0x1069bc2c0>               │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/http11.py:136 in     │
│ handle_request                                                                                  │
│                                                                                                 │
│   133 │   │   │   with ShieldCancellation():                                                    │
│   134 │   │   │   │   with Trace("response_closed", logger, request) as trace:                  │
│   135 │   │   │   │   │   self._response_closed()                                               │
│ ❱ 136 │   │   │   raise exc                                                                     │
│   137 │                                                                                         │
│   138 │   # Sending the request...                                                              │
│   139                                                                                           │
│                                                                                                 │
│ ╭───────────────────────────────────── locals ─────────────────────────────────────╮            │
│ │  kwargs = {'request': <Request [b'GET']>}                                        │            │
│ │ request = <Request [b'GET']>                                                     │            │
│ │    self = <HTTP11Connection ['http://localhost:8000', CLOSED, Request Count: 1]> │            │
│ │   trace = <httpcore._trace.Trace object at 0x1069bc770>                          │            │
│ ╰──────────────────────────────────────────────────────────────────────────────────╯            │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/http11.py:106 in     │
│ handle_request                                                                                  │
│                                                                                                 │
│   103 │   │   │   │   │   reason_phrase,                                                        │
│   104 │   │   │   │   │   headers,                                                              │
│   105 │   │   │   │   │   trailing_data,                                                        │
│ ❱ 106 │   │   │   │   ) = self._receive_response_headers(**kwargs)                              │
│   107 │   │   │   │   trace.return_value = (                                                    │
│   108 │   │   │   │   │   http_version,                                                         │
│   109 │   │   │   │   │   status,                                                               │
│                                                                                                 │
│ ╭───────────────────────────────────── locals ─────────────────────────────────────╮            │
│ │  kwargs = {'request': <Request [b'GET']>}                                        │            │
│ │ request = <Request [b'GET']>                                                     │            │
│ │    self = <HTTP11Connection ['http://localhost:8000', CLOSED, Request Count: 1]> │            │
│ │   trace = <httpcore._trace.Trace object at 0x1069bc770>                          │            │
│ ╰──────────────────────────────────────────────────────────────────────────────────╯            │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/http11.py:177 in     │
│ _receive_response_headers                                                                       │
│                                                                                                 │
│   174 │   │   timeout = timeouts.get("read", None)                                              │
│   175 │   │                                                                                     │
│   176 │   │   while True:                                                                       │
│ ❱ 177 │   │   │   event = self._receive_event(timeout=timeout)                                  │
│   178 │   │   │   if isinstance(event, h11.Response):                                           │
│   179 │   │   │   │   break                                                                     │
│   180 │   │   │   if (                                                                          │
│                                                                                                 │
│ ╭───────────────────────────────────── locals ──────────────────────────────────────╮           │
│ │  request = <Request [b'GET']>                                                     │           │
│ │     self = <HTTP11Connection ['http://localhost:8000', CLOSED, Request Count: 1]> │           │
│ │  timeout = 600.0                                                                  │           │
│ │ timeouts = {'connect': 10.0, 'read': 600.0, 'write': 600.0, 'pool': 600.0}        │           │
│ ╰───────────────────────────────────────────────────────────────────────────────────╯           │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_sync/http11.py:217 in     │
│ _receive_event                                                                                  │
│                                                                                                 │
│   214 │   │   │   │   event = self._h11_state.next_event()                                      │
│   215 │   │   │                                                                                 │
│   216 │   │   │   if event is h11.NEED_DATA:                                                    │
│ ❱ 217 │   │   │   │   data = self._network_stream.read(                                         │
│   218 │   │   │   │   │   self.READ_NUM_BYTES, timeout=timeout                                  │
│   219 │   │   │   │   )                                                                         │
│   220                                                                                           │
│                                                                                                 │
│ ╭───────────────────────────────────── locals ─────────────────────────────────────╮            │
│ │    self = <HTTP11Connection ['http://localhost:8000', CLOSED, Request Count: 1]> │            │
│ │ timeout = 600.0                                                                  │            │
│ ╰──────────────────────────────────────────────────────────────────────────────────╯            │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_backends/sync.py:126 in   │
│ read                                                                                            │
│                                                                                                 │
│   123 │                                                                                         │
│   124 │   def read(self, max_bytes: int, timeout: float | None = None) -> bytes:                │
│   125 │   │   exc_map: ExceptionMapping = {socket.timeout: ReadTimeout, OSError: ReadError}     │
│ ❱ 126 │   │   with map_exceptions(exc_map):                                                     │
│   127 │   │   │   self._sock.settimeout(timeout)                                                │
│   128 │   │   │   return self._sock.recv(max_bytes)                                             │
│   129                                                                                           │
│                                                                                                 │
│ ╭──────────────────────────────── locals ─────────────────────────────────╮                     │
│ │   exc_map = {                                                           │                     │
│ │             │   <class 'TimeoutError'>: <class 'httpcore.ReadTimeout'>, │                     │
│ │             │   <class 'OSError'>: <class 'httpcore.ReadError'>         │                     │
│ │             }                                                           │                     │
│ │ max_bytes = 65536                                                       │                     │
│ │      self = <httpcore._backends.sync.SyncStream object at 0x1069bc2c0>  │                     │
│ │   timeout = 600.0                                                       │                     │
│ ╰─────────────────────────────────────────────────────────────────────────╯                     │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/contextlib.py:158 in __exit__                     │
│                                                                                                 │
│   155 │   │   │   │   # tell if we get the same exception back                                  │
│   156 │   │   │   │   value = typ()                                                             │
│   157 │   │   │   try:                                                                          │
│ ❱ 158 │   │   │   │   self.gen.throw(value)                                                     │
│   159 │   │   │   except StopIteration as exc:                                                  │
│   160 │   │   │   │   # Suppress StopIteration *unless* it's the same exception that            │
│   161 │   │   │   │   # was passed to throw().  This prevents a StopIteration                   │
│                                                                                                 │
│ ╭──────────────────────────────── locals ─────────────────────────────────╮                     │
│ │      self = <contextlib._GeneratorContextManager object at 0x1051325d0> │                     │
│ │ traceback = <traceback object at 0x1069b60c0>                           │                     │
│ │     value = ConnectionResetError(54, 'Connection reset by peer')        │                     │
│ ╰─────────────────────────────────────────────────────────────────────────╯                     │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/_exceptions.py:14 in       │
│ map_exceptions                                                                                  │
│                                                                                                 │
│   11 │   except Exception as exc:  # noqa: PIE786                                               │
│   12 │   │   for from_exc, to_exc in map.items():                                               │
│   13 │   │   │   if isinstance(exc, from_exc):                                                  │
│ ❱ 14 │   │   │   │   raise to_exc(exc) from exc                                                 │
│   15 │   │   raise  # pragma: nocover                                                           │
│   16                                                                                            │
│   17                                                                                            │
│                                                                                                 │
│ ╭───────────────────────────── locals ──────────────────────────────╮                           │
│ │ map = {                                                           │                           │
│ │       │   <class 'TimeoutError'>: <class 'httpcore.ReadTimeout'>, │                           │
│ │       │   <class 'OSError'>: <class 'httpcore.ReadError'>         │                           │
│ │       }                                                           │                           │
│ ╰───────────────────────────────────────────────────────────────────╯                           │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
ReadError: [Errno 54] Connection reset by peer

The above exception was the direct cause of the following exception:

╭─────────────────────────────── Traceback (most recent call last) ───────────────────────────────╮
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/cli/commands/chat.py:57 in chat     │
│                                                                                                 │
│    54 │   │   _one_shot_streaming(message, thread_id)                                           │
│    55 │   │   return                                                                            │
│    56 │                                                                                         │
│ ❱  57 │   _repl(creds)                                                                          │
│    58                                                                                           │
│    59                                                                                           │
│    60 def _one_shot_non_streaming(message: str, thread_id: str | None) -> None:                 │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │     creds = {                                                                               │ │
│ │             │   'token':                                                                    │ │
│ │             'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJhbmFseXN0IiwibmFtZSI6IlRlc3Qg… │ │
│ │             │   'user_id': 'analyst',                                                       │ │
│ │             │   'base_url': 'http://localhost:8000'                                         │ │
│ │             }                                                                               │ │
│ │   message = None                                                                            │ │
│ │ no_stream = False                                                                           │ │
│ │ thread_id = None                                                                            │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/cli/commands/chat.py:128 in _repl   │
│                                                                                                 │
│   125 │                                                                                         │
│   126 │   role = "?"                                                                            │
│   127 │   try:                                                                                  │
│ ❱ 128 │   │   me = client.get("/v1/auth/me")                                                    │
│   129 │   │   role = me.get("role", "?")                                                        │
│   130 │   except APIError as e:                                                                 │
│   131 │   │   render_error(f"Could not load identity from {base_url}: {e.message}")             │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │ base_url = 'http://localhost:8000'                                                          │ │
│ │   client = <cli.api_client.APIClient object at 0x1061eb1a0>                                 │ │
│ │    creds = {                                                                                │ │
│ │            │   'token':                                                                     │ │
│ │            'eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJhbmFseXN0IiwibmFtZSI6IlRlc3QgQ… │ │
│ │            │   'user_id': 'analyst',                                                        │ │
│ │            │   'base_url': 'http://localhost:8000'                                          │ │
│ │            }                                                                                │ │
│ │     role = '?'                                                                              │ │
│ │  user_id = 'analyst'                                                                        │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/cli/api_client.py:69 in get         │
│                                                                                                 │
│    66 │   │   return r.json()                                                                   │
│    67 │                                                                                         │
│    68 │   def get(self, path: str, auth_required: bool = True) -> dict:                         │
│ ❱  69 │   │   r = self._client.get(path, headers=self._headers(auth_required))                  │
│    70 │   │   self._raise_for(r)                                                                │
│    71 │   │   return r.json()                                                                   │
│    72                                                                                           │
│                                                                                                 │
│ ╭───────────────────────────── locals ─────────────────────────────╮                            │
│ │ auth_required = True                                             │                            │
│ │          path = '/v1/auth/me'                                    │                            │
│ │          self = <cli.api_client.APIClient object at 0x1061eb1a0> │                            │
│ ╰──────────────────────────────────────────────────────────────────╯                            │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:1053 in get        │
│                                                                                                 │
│   1050 │   │                                                                                    │
│   1051 │   │   **Parameters**: See `httpx.request`.                                             │
│   1052 │   │   """                                                                              │
│ ❱ 1053 │   │   return self.request(                                                             │
│   1054 │   │   │   "GET",                                                                       │
│   1055 │   │   │   url,                                                                         │
│   1056 │   │   │   params=params,                                                               │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │             auth = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │          cookies = None                                                                     │ │
│ │       extensions = None                                                                     │ │
│ │ follow_redirects = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │          headers = {                                                                        │ │
│ │                    │   'Content-Type': 'application/json',                                  │ │
│ │                    │   'Authorization': 'Bearer                                             │ │
│ │                    eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJhbmFseXN0IiwibmFtZSI6Il… │ │
│ │                    }                                                                        │ │
│ │           params = None                                                                     │ │
│ │             self = <httpx.Client object at 0x1065bacc0>                                     │ │
│ │          timeout = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │              url = '/v1/auth/me'                                                            │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:825 in request     │
│                                                                                                 │
│    822 │   │   │   timeout=timeout,                                                             │
│    823 │   │   │   extensions=extensions,                                                       │
│    824 │   │   )                                                                                │
│ ❱  825 │   │   return self.send(request, auth=auth, follow_redirects=follow_redirects)          │
│    826 │                                                                                        │
│    827 │   @contextmanager                                                                      │
│    828 │   def stream(                                                                          │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │             auth = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │          content = None                                                                     │ │
│ │          cookies = None                                                                     │ │
│ │             data = None                                                                     │ │
│ │       extensions = None                                                                     │ │
│ │            files = None                                                                     │ │
│ │ follow_redirects = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │          headers = {                                                                        │ │
│ │                    │   'Content-Type': 'application/json',                                  │ │
│ │                    │   'Authorization': 'Bearer                                             │ │
│ │                    eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiJhbmFseXN0IiwibmFtZSI6Il… │ │
│ │                    }                                                                        │ │
│ │             json = None                                                                     │ │
│ │           method = 'GET'                                                                    │ │
│ │           params = None                                                                     │ │
│ │          request = <Request('GET', 'http://localhost:8000/v1/auth/me')>                     │ │
│ │             self = <httpx.Client object at 0x1065bacc0>                                     │ │
│ │          timeout = <httpx._client.UseClientDefault object at 0x1059b3b90>                   │ │
│ │              url = '/v1/auth/me'                                                            │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:914 in send        │
│                                                                                                 │
│    911 │   │                                                                                    │
│    912 │   │   auth = self._build_request_auth(request, auth)                                   │
│    913 │   │                                                                                    │
│ ❱  914 │   │   response = self._send_handling_auth(                                             │
│    915 │   │   │   request,                                                                     │
│    916 │   │   │   auth=auth,                                                                   │
│    917 │   │   │   follow_redirects=follow_redirects,                                           │
│                                                                                                 │
│ ╭──────────────────────────────── locals ─────────────────────────────────╮                     │
│ │             auth = <httpx.Auth object at 0x10640f9e0>                   │                     │
│ │ follow_redirects = False                                                │                     │
│ │          request = <Request('GET', 'http://localhost:8000/v1/auth/me')> │                     │
│ │             self = <httpx.Client object at 0x1065bacc0>                 │                     │
│ │           stream = False                                                │                     │
│ ╰─────────────────────────────────────────────────────────────────────────╯                     │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:942 in             │
│ _send_handling_auth                                                                             │
│                                                                                                 │
│    939 │   │   │   request = next(auth_flow)                                                    │
│    940 │   │   │                                                                                │
│    941 │   │   │   while True:                                                                  │
│ ❱  942 │   │   │   │   response = self._send_handling_redirects(                                │
│    943 │   │   │   │   │   request,                                                             │
│    944 │   │   │   │   │   follow_redirects=follow_redirects,                                   │
│    945 │   │   │   │   │   history=history,                                                     │
│                                                                                                 │
│ ╭───────────────────────────────── locals ─────────────────────────────────╮                    │
│ │             auth = <httpx.Auth object at 0x10640f9e0>                    │                    │
│ │        auth_flow = <generator object Auth.sync_auth_flow at 0x106995700> │                    │
│ │ follow_redirects = False                                                 │                    │
│ │          history = []                                                    │                    │
│ │          request = <Request('GET', 'http://localhost:8000/v1/auth/me')>  │                    │
│ │             self = <httpx.Client object at 0x1065bacc0>                  │                    │
│ ╰──────────────────────────────────────────────────────────────────────────╯                    │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:979 in             │
│ _send_handling_redirects                                                                        │
│                                                                                                 │
│    976 │   │   │   for hook in self._event_hooks["request"]:                                    │
│    977 │   │   │   │   hook(request)                                                            │
│    978 │   │   │                                                                                │
│ ❱  979 │   │   │   response = self._send_single_request(request)                                │
│    980 │   │   │   try:                                                                         │
│    981 │   │   │   │   for hook in self._event_hooks["response"]:                               │
│    982 │   │   │   │   │   hook(response)                                                       │
│                                                                                                 │
│ ╭──────────────────────────────── locals ─────────────────────────────────╮                     │
│ │ follow_redirects = False                                                │                     │
│ │          history = []                                                   │                     │
│ │          request = <Request('GET', 'http://localhost:8000/v1/auth/me')> │                     │
│ │             self = <httpx.Client object at 0x1065bacc0>                 │                     │
│ ╰─────────────────────────────────────────────────────────────────────────╯                     │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_client.py:1014 in            │
│ _send_single_request                                                                            │
│                                                                                                 │
│   1011 │   │   │   )                                                                            │
│   1012 │   │                                                                                    │
│   1013 │   │   with request_context(request=request):                                           │
│ ❱ 1014 │   │   │   response = transport.handle_request(request)                                 │
│   1015 │   │                                                                                    │
│   1016 │   │   assert isinstance(response.stream, SyncByteStream)                               │
│   1017                                                                                          │
│                                                                                                 │
│ ╭───────────────────────────── locals ─────────────────────────────╮                            │
│ │   request = <Request('GET', 'http://localhost:8000/v1/auth/me')> │                            │
│ │      self = <httpx.Client object at 0x1065bacc0>                 │                            │
│ │     start = 132346.526218625                                     │                            │
│ │ transport = <httpx.HTTPTransport object at 0x1066eec00>          │                            │
│ ╰──────────────────────────────────────────────────────────────────╯                            │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_transports/default.py:249 in │
│ handle_request                                                                                  │
│                                                                                                 │
│   246 │   │   │   content=request.stream,                                                       │
│   247 │   │   │   extensions=request.extensions,                                                │
│   248 │   │   )                                                                                 │
│ ❱ 249 │   │   with map_httpcore_exceptions():                                                   │
│   250 │   │   │   resp = self._pool.handle_request(req)                                         │
│   251 │   │                                                                                     │
│   252 │   │   assert isinstance(resp.stream, typing.Iterable)                                   │
│                                                                                                 │
│ ╭────────────────────────────────────────── locals ───────────────────────────────────────────╮ │
│ │ httpcore = <module 'httpcore' from                                                          │ │
│ │            '/Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpcore/__init__.… │ │
│ │      req = <Request [b'GET']>                                                               │ │
│ │  request = <Request('GET', 'http://localhost:8000/v1/auth/me')>                             │ │
│ │     self = <httpx.HTTPTransport object at 0x1066eec00>                                      │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────╯ │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/contextlib.py:158 in __exit__                     │
│                                                                                                 │
│   155 │   │   │   │   # tell if we get the same exception back                                  │
│   156 │   │   │   │   value = typ()                                                             │
│   157 │   │   │   try:                                                                          │
│ ❱ 158 │   │   │   │   self.gen.throw(value)                                                     │
│   159 │   │   │   except StopIteration as exc:                                                  │
│   160 │   │   │   │   # Suppress StopIteration *unless* it's the same exception that            │
│   161 │   │   │   │   # was passed to throw().  This prevents a StopIteration                   │
│                                                                                                 │
│ ╭────────────────────────────────── locals ───────────────────────────────────╮                 │
│ │      self = <contextlib._GeneratorContextManager object at 0x1069bc170>     │                 │
│ │ traceback = <traceback object at 0x1069c8640>                               │                 │
│ │     value = ReadError(ConnectionResetError(54, 'Connection reset by peer')) │                 │
│ ╰─────────────────────────────────────────────────────────────────────────────╯                 │
│                                                                                                 │
│ /Users/rishabhkumar/miniforge3/lib/python3.12/site-packages/httpx/_transports/default.py:118 in │
│ map_httpcore_exceptions                                                                         │
│                                                                                                 │
│   115 │   │   │   raise                                                                         │
│   116 │   │                                                                                     │
│   117 │   │   message = str(exc)                                                                │
│ ❱ 118 │   │   raise mapped_exc(message) from exc                                                │
│   119                                                                                           │
│   120                                                                                           │
│   121 class ResponseStream(SyncByteStream):                                                     │
│                                                                                                 │
│ ╭──────────────────── locals ─────────────────────╮                                             │
│ │ message = '[Errno 54] Connection reset by peer' │                                             │
│ ╰─────────────────────────────────────────────────╯                                             │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
ReadError: [Errno 54] Connection reset by peer



❯ financebench setup
financebench setup — one-time wizard.

[INFO] Detected project checkout in current directory: /Users/rishabhkumar/.financebench/repo
Using repo at: /Users/rishabhkumar/.financebench/repo
[INFO] .env already exists at /Users/rishabhkumar/.financebench/repo/.env. Press Enter at any
prompt to keep the current value.
[INFO] Detected .env values from a previous release (these still work, but newer defaults are
recommended):
  EMBEDDING_MODEL=text-embedding-3-large → recommended text-embedding-3-small
    3-large costs ~6x per token. 3-small is the new default in 0.1.1+.
  EMBEDDING_DIMENSIONS=3072 → recommended 1536
    Must match the model. Re-seed required if changed (delete + re-seed corpus).
  USE_GROQ_FAST_PATH=true → recommended false
    Groq free tier rate-limits surprise installers; OpenAI is the safe default.

To migrate, edit /Users/rishabhkumar/.financebench/repo/.env manually. If you change
EMBEDDING_MODEL/DIMENSIONS you'll also need to drop + re-seed the qdrant collection (the
dim-mismatch boot check will tell you exactly which command).

  OpenAI API key (required — embeddings + gpt-4o-mini)
  [current: ••••••yZMA] >
  Anthropic API key (required — Claude Sonnet generator)
  [current: ••••••-wAA] >
  Voyage API key (optional — voyage-finance-2 embeddings)
  [current: ••••••nSfu] >
  Groq API key (optional — free tier; falls back to OpenAI)
  [current: ••••••ubwn] >
[OK] .env saved at /Users/rishabhkumar/.financebench/repo/.env (62 keys set)
[INFO] Bringing up the stack: docker compose -f compose.minimal.yml up -d --build
[INFO] (First-time builds take 5-15 min on Apple Silicon — pip resolves torch + transformers +
langgraph. Subsequent runs use cached layers.)
[+] Building 3.3s (22/22) FINISHED
 => [internal] load local bake definitions                                                    0.0s
 => => reading from stdin 510B                                                                0.0s
 => [internal] load build definition from Dockerfile                                          0.0s
 => => transferring dockerfile: 2.40kB                                                        0.0s
 => [internal] load metadata for docker.io/library/python:3.12-slim                           2.9s
 => [internal] load .dockerignore                                                             0.0s
 => => transferring context: 550B                                                             0.0s
 => [builder 1/6] FROM docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5341f788  0.0s
 => => resolve docker.io/library/python:3.12-slim@sha256:090ba77e2958f6af52a5341f788b50b032d  0.0s
 => [internal] load build context                                                             0.0s
 => => transferring context: 7.15kB                                                           0.0s
 => CACHED [stage-1  2/10] RUN apt-get update && apt-get install -y --no-install-recommends   0.0s
 => CACHED [stage-1  3/10] WORKDIR /app                                                       0.0s
 => CACHED [stage-1  4/10] RUN groupadd --gid 1000 appuser &&     useradd --uid 1000 --gid a  0.0s
 => CACHED [builder 2/6] WORKDIR /app                                                         0.0s
 => CACHED [builder 3/6] RUN apt-get update && apt-get install -y --no-install-recommends     0.0s
 => CACHED [builder 4/6] COPY pyproject.toml README.md ./                                     0.0s
 => CACHED [builder 5/6] RUN pip install --no-cache-dir --index-url https://download.pytorch  0.0s
 => CACHED [builder 6/6] RUN pip install --no-cache-dir ".[backend]"                          0.0s
 => CACHED [stage-1  5/10] COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/  0.0s
 => CACHED [stage-1  6/10] COPY --from=builder /usr/local/bin /usr/local/bin                  0.0s
 => CACHED [stage-1  7/10] COPY src/ src/                                                     0.0s
 => CACHED [stage-1  8/10] COPY scripts/ scripts/                                             0.0s
 => CACHED [stage-1  9/10] COPY data/sample/ data/sample/                                     0.0s
 => CACHED [stage-1 10/10] RUN chown -R appuser:appuser /app                                  0.0s
 => exporting to image                                                                        0.0s
 => => exporting layers                                                                       0.0s
 => => exporting manifest sha256:3f6266c14f73f0035cf2396895414eac00424ebee5beeddcfac0382207a  0.0s
 => => exporting config sha256:b015a0be317d7ba5e13a87439ad784ef06af0ca4e0e2bccf0aba20138888d  0.0s
 => => exporting attestation manifest sha256:87967b12345dc62b2279cf62c1522345afb5994b8c0b521  0.0s
 => => exporting manifest list sha256:1caace6ff05a811f4aa7e8d91c36d00de18acb0077693e0305b99f  0.0s
 => => naming to docker.io/library/repo-api:latest                                            0.0s
 => => unpacking to docker.io/library/repo-api:latest                                         0.0s
 => resolving provenance for metadata file                                                    0.0s
[+] up 5/5
 ✔ Image repo-api            Built                                                             3.4s
 ✔ Container repo-qdrant-1   Healthy                                                           2.1s
 ✔ Container repo-postgres-1 Healthy                                                           2.1s
 ✔ Container repo-redis-1    Healthy                                                           2.1s
 ✔ Container repo-api-1      Started                                                           2.2s
[OK] Containers started.
[INFO] Waiting for /v1/health (timeout 360s). First boot downloads the BGE reranker (~570MB) and is
the slowest step.
[OK] API healthy after 170s.
[OK] Models loaded.
[INFO] Collection 'financial_docs' already has 250 points — skipping seed. Pass --force-seed to
re-ingest.
[OK] Backend health: OK
╭─ Error ─────────────────────────────────────────────────────────────────────────────────────────╮
│ Components failed to load:                                                                      │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
  guardrails: error: ModuleNotFoundError: No module named 'src.services.guardrails'
[OK] Qdrant collection 'financial_docs': 250 chunks

╭─ Error ─────────────────────────────────────────────────────────────────────────────────────────╮
│ Setup completed with WARNINGS — chat may not work correctly. See the lines above + `docker      │
│ compose logs api` for details.                                                                  │
╰─────────────────────────────────────────────────────────────────────────────────────────────────╯
Tip: set FB_PROFILE=admin (or any name) in different terminals to keep separate identities for the
multi-party HITL demo.


=================================================================

❯ # A. What version is the running backend? (validates pull + rebuild worked)
curl -s http://localhost:8000/v1/version | python3 -m json.tool


{
    "detail": "Not Found"
}

❯ # B. What's actually loaded in /v1/warm? (will surface the guardrails bug
#    as "error: ModuleNotFoundError: No module named 'src.services.guardrails'"
#    until I ship 0.1.3)
curl -s http://localhost:8000/v1/warm | python3 -m json.tool


{
    "status": "warm",
    "loaded": {
        "reranker": "CrossEncoder",
        "sparse_embedder": "SparseTextEmbedding",
        "dense_embedder": "dim=3072",
        "guardrails": "error: ModuleNotFoundError: No module named 'src.services.guardrails'",
        "entity_llm": "ChatGroq",
        "grader_llm": "ChatGroq",
        "generator_llm": "ChatAnthropic"
    },
    "timings_ms": {
        "reranker": 558,
        "sparse_embedder": 1,
        "dense_embedder": 2,
        "guardrails": 0,
        "entity_llm": 692,
        "grader_llm": 1045,
        "generator_llm": 2514
    },
    "total_ms": 4812
}


❯ # C. Inside the container — verify HF cache LOCATION vs the mounted volume.
#    Confirms my Bug 2 diagnosis: cache is at /home/appuser/, volume is at /root/.
docker exec repo-api-1 ls -la /home/appuser/.cache/huggingface/hub/ 2>&1 | head -10
docker exec repo-api-1 ls -la /root/.cache/huggingface/hub/ 2>&1 | head -10


total 16
drwxr-xr-x 4 appuser appuser 4096 May 29 15:51 .
drwxr-xr-x 4 appuser appuser 4096 May 29 15:51 ..
drwxr-xr-x 3 appuser appuser 4096 May 29 15:51 .locks
drwxr-xr-x 6 appuser appuser 4096 May 29 15:54 models--BAAI--bge-reranker-v2-m3
ls: cannot access '/root/.cache/huggingface/hub/': Permission denied


❯ # C. Inside the container — verify HF cache LOCATION vs the mounted volume.
#    Confirms my Bug 2 diagnosis: cache is at /home/appuser/, volume is at /root/.
sudo docker exec repo-api-1 ls -la /home/appuser/.cache/huggingface/hub/ 2>&1 | head -10
sudo docker exec repo-api-1 ls -la /root/.cache/huggingface/hub/ 2>&1 | head -10


Password:
total 16
drwxr-xr-x 4 appuser appuser 4096 May 29 15:51 .
drwxr-xr-x 4 appuser appuser 4096 May 29 15:51 ..
drwxr-xr-x 3 appuser appuser 4096 May 29 15:51 .locks
drwxr-xr-x 6 appuser appuser 4096 May 29 15:54 models--BAAI--bge-reranker-v2-m3
ls: cannot access '/root/.cache/huggingface/hub/': Permission denied



❯ # D. Last 100 lines of API logs — any startup errors I haven't predicted will
#    show up here.
docker compose -f compose.minimal.yml logs api --tail 100


api-1  | /usr/local/lib/python3.12/site-packages/langgraph/cache/base/__init__.py:8: LangChainPendingDeprecationWarning: The default value of `allowed_objects` will change in a future version. Pass an explicit value (e.g., allowed_objects='messages' or allowed_objects='core') to suppress this warning.
api-1  |   from langgraph.checkpoint.serde.jsonplus import JsonPlusSerializer
api-1  | onnxruntime cpuid_info warning: Unknown CPU vendor. cpuinfo_vendor value: 0
api-1  | INFO:     Started server process [1]
api-1  | INFO:     Waiting for application startup.
api-1  | 2026-05-29 15:51:37,112 src.services.reranker_service INFO Loading reranker: BAAI/bge-reranker-v2-m3 on device=cpu (stock; first run downloads ~568MB)
api-1  | 2026-05-29 15:54:19,853 httpx INFO HTTP Request: GET http://qdrant:6333 "HTTP/1.1 200 OK"
api-1  | /usr/local/lib/python3.12/site-packages/qdrant_client/qdrant_remote.py:282: UserWarning: Qdrant client version 1.18.0 is incompatible with server version 1.13.2. Major versions should match and minor version difference must not exceed 1. Set check_compatibility=False to skip version check.
api-1  |   show_warning(
api-1  | 2026-05-29 15:54:19,861 httpx INFO HTTP Request: GET http://qdrant:6333/collections/financial_docs "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:19,882 httpx INFO HTTP Request: POST http://qdrant:6333/collections/financial_docs/points "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING ==============================================================================
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING [Pipeline boot] run_id=run_20260529_155135  event_log=/app/logs/run_20260529_155135.jsonl
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING ==============================================================================
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING git:         ? (clean)
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING reranker:    {'class': 'CrossEncoder', 'ft_adapter_loaded': False, 'adapter_path': '(unset, falling back to stock)'}
api-1  | 2026-05-29 15:54:19,944 src.services.event_log WARNING grader:      {'class': 'ChatGroq', 'model': 'llama-3.3-70b-versatile', 'base_url': '(provider-default)'}
api-1  | 2026-05-29 15:54:19,945 src.services.event_log WARNING generator:   claude-sonnet-4-6  hallu: claude-sonnet-4-6
api-1  | 2026-05-29 15:54:19,945 src.services.event_log WARNING embedding:   openai/text-embedding-3-large (dim=3072)
api-1  | 2026-05-29 15:54:19,945 src.services.event_log WARNING qdrant:      {'endpoint': 'qdrant:6333', 'collection': 'financial_docs', 'points': 250, 'status': 'green', 'stored_dim': 3072, 'fingerprint': 'match (openai/text-embedding-3-large, dim=3072)'}
api-1  | 2026-05-29 15:54:19,946 src.services.event_log WARNING redis:       {'endpoint': 'redis:6379', 'connected': True, 'n_keys': 0}
api-1  | 2026-05-29 15:54:19,946 src.services.event_log WARNING flags:       USE_LLAMA_GRADER=False  USE_GROQ_FAST_PATH=True  RETRIEVAL_TOP_K=50  MULTI_HYDE=False
api-1  | 2026-05-29 15:54:19,946 src.services.event_log WARNING ==============================================================================
api-1  | 2026-05-29 15:54:20,202 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.schemas
api-1  | 2026-05-29 15:54:20,202 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.tables
api-1  | 2026-05-29 15:54:20,202 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.types
api-1  | 2026-05-29 15:54:20,202 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.constraints
api-1  | 2026-05-29 15:54:20,202 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.defaults
api-1  | 2026-05-29 15:54:20,203 alembic.runtime.plugins INFO setup plugin alembic.autogenerate.comments
api-1  | 2026-05-29 15:54:20,216 src.api.main WARNING Alembic upgrade failed (continuing with static RBAC): No 'script_location' key found in configuration.
api-1  | 2026-05-29 15:54:20,216 src.api.main INFO Connecting to PostgreSQL at postgres:5432/rag_agent
api-1  | 2026-05-29 15:54:20,260 src.api.main INFO PostgreSQL connection verified
api-1  | 2026-05-29 15:54:20,281 src.api.main INFO Checkpointer tables created
api-1  | 2026-05-29 15:54:20,281 src.api.main INFO PostgresSaver checkpointer initialized for HITL persistence
api-1  | 2026-05-29 15:54:20,281 src.api.main INFO RAG Agent API starting (environment=dev)
api-1  | INFO:     Application startup complete.
api-1  | INFO:     Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
api-1  | INFO:     127.0.0.1:32984 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     192.168.65.1:39849 - "GET /v1/health HTTP/1.1" 200 OK
Batches: 100%|██████████| 1/1 [00:00<00:00,  1.10it/s]
api-1  | 2026-05-29 15:54:23,446 src.services.vector_store INFO Loading sparse embedder: Qdrant/bm25
Fetching 18 files: 100%|██████████| 18/18 [00:01<00:00, 12.00it/s]
api-1  | 2026-05-29 15:54:25,914 src.services.result_cache INFO Result cache connected to redis://redis:6379 db=1
api-1  | 2026-05-29 15:54:26,613 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:27,208 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:27,388 langsmith.client WARNING Failed to multipart ingest runs: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 15:54:28,064 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 15:54:29,437 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages "HTTP/1.1 200 OK"
api-1  | INFO:     192.168.65.1:56283 - "GET /v1/warm HTTP/1.1" 200 OK
api-1  | INFO:     192.168.65.1:18375 - "GET /v1/health HTTP/1.1" 200 OK
Batches: 100%|██████████| 1/1 [00:00<00:00,  2.24it/s]
api-1  | 2026-05-29 15:54:30,310 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 15:54:30,641 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:31,330 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 15:54:31,534 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 15:54:32,414 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 15:54:34,141 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages "HTTP/1.1 200 OK"
api-1  | INFO:     192.168.65.1:17361 - "GET /v1/warm HTTP/1.1" 200 OK
api-1  | 2026-05-29 15:54:35,027 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | INFO:     127.0.0.1:42950 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:59650 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:51228 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:35366 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:52764 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:58870 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:60558 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:41774 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:59140 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:58372 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:42668 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:55770 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:56472 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:36324 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:40864 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:36976 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:54710 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:54864 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:57512 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:35698 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     192.168.65.1:33386 - "GET /v1/version HTTP/1.1" 404 Not Found
api-1  | INFO:     127.0.0.1:43482 - "GET /health HTTP/1.1" 200 OK
Batches: 100%|██████████| 1/1 [00:00<00:00,  1.83it/s]
api-1  | 2026-05-29 16:05:19,005 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 16:05:20,056 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 16:05:20,057 httpx INFO HTTP Request: POST https://api.groq.com/openai/v1/chat/completions "HTTP/1.1 200 OK"
api-1  | 2026-05-29 16:05:20,946 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | 2026-05-29 16:05:22,567 httpx INFO HTTP Request: POST https://api.anthropic.com/v1/messages "HTTP/1.1 200 OK"
api-1  | INFO:     192.168.65.1:30744 - "GET /v1/warm HTTP/1.1" 200 OK
api-1  | 2026-05-29 16:05:23,527 langsmith.client WARNING Failed to send compressed multipart ingest: langsmith.utils.LangSmithError: Failed to POST https://api.smith.langchain.com/runs/multipart in LangSmith API. HTTPError('403 Client Error: Forbidden for url: https://api.smith.langchain.com/runs/multipart', '{"error":"Forbidden"}\n')
api-1  | INFO:     127.0.0.1:49438 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:53530 - "GET /health HTTP/1.1" 200 OK
api-1  | INFO:     127.0.0.1:47846 - "GET /health HTTP/1.1" 200 OK


❯ # E. How big is the HF cache on disk inside the container? (sanity check for
#    "did BGE actually download")
docker exec repo-api-1 du -sh /home/appuser/.cache/huggingface/ 2>&1
2.2G	/home/appuser/.cache/huggingface/