diff --git a/.agent-eval/README.md b/.agent-eval/README.md
index 2dc64aad4..7c980283f 100644
--- a/.agent-eval/README.md
+++ b/.agent-eval/README.md
@@ -28,7 +28,8 @@ offline. No grader calls an LLM.
 
 Every code task also gets these metrics:
 - `regress_pass`: the whole suite, except timing- and process-sensitive tests: all of
-  `test_example_runner_processes.py` (4 tests, 7 cases) and 2 single tests (`REGRESSION` in `run.py`)
+  `test_example_runner_processes.py` (4 tests, 7 cases) and 2 single tests (`REGRESSION` in `run.py`),
+  and the real ragas import check, which needs the `[ragas]` extra the image does not install
 - `ruff_ok`, `mypy_ok`, `config_ok`, `schema_ok`
 - `compat_ok`: `schema_compat` against the start commit
 - `diffcov_*`: CI's changed-line coverage gate
diff --git a/.agent-eval/run.py b/.agent-eval/run.py
index fdc09dd35..b4c4f5441 100644
--- a/.agent-eval/run.py
+++ b/.agent-eval/run.py
@@ -42,7 +42,10 @@
     "regress_pass": ["python", "-m", "pytest", "-q", "-p", "no:cacheprovider", "-x",
                      "--deselect", "tests/test_example_runner_processes.py",
                      "--deselect", "tests/test_container_agent.py::test_probe_finds_a_proxy_that_forwards_plain_http",
-                     "--deselect", "tests/test_benchflow_harness.py::test_run_bench_kills_the_process_group_on_timeout"],
+                     "--deselect", "tests/test_benchflow_harness.py::test_run_bench_kills_the_process_group_on_timeout",
+                     # Needs the [ragas] extra, which the image (built from the lock) leaves out;
+                     # task bases older than its skip-when-missing would fail it.
+                     "--deselect", "tests/test_ragas_runtime.py::test_ragas_imports_and_evaluator_builds_from_installed_deps"],
     "ruff_ok": ["ruff", "check", "."],
     "mypy_ok": ["mypy"],
     "config_ok": ["python", "-m", "dokimi.config_check"],
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2a55e95d2..e6153a776 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -43,11 +43,11 @@ defaults:
     working-directory: dokimi
 
 # Single-version jobs (here, in agent-quality.yml, docs.yml and
-# stack-health.yml) and `make dev` use Python 3.13, not 3.14: scikit-network
-# (pulled in by ragas) has no cp314 wheels yet, so on 3.14 every install builds
-# it from source (C++ with OpenMP, unpinned build deps); the pip cache keeps the
-# built wheel for the 3.14 test leg. Move them to 3.14 once scikit-network ships
-# cp314 wheels.
+# stack-health.yml) and `make dev` use Python 3.13, not 3.14. The reason was
+# scikit-network, which has no cp314 wheels yet, so on 3.14 an install builds it
+# from source (C++ with OpenMP, unpinned build deps). Only the `[ragas]` extra
+# pulls it in now, not the locks: test-latest installs the extra and stays on
+# 3.13 until scikit-network ships cp314 wheels; the other jobs could move.
 jobs:
   # The checks that need no dependency lock, in one job: each takes seconds, and
   # as separate jobs each waited for a runner of its own. Every step after the
@@ -393,9 +393,14 @@ jobs:
       - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97  # v7.0.0
         with:
           python-version: '3.13'
+      # The `[ragas]` extra is not in requirements.txt or the lock; this job is
+      # where `eval ragas` runs on real packages, and DOKIMI_REQUIRE_RAGAS=1 makes
+      # tests/test_ragas_runtime.py fail rather than skip if ragas is missing.
       - name: Install newest allowed deps
-        run: pip install --upgrade -r requirements.txt -r requirements-test.txt
+        run: pip install --upgrade -r requirements.txt -r requirements-test.txt -e '.[ragas]'
       - name: Run tests
+        env:
+          DOKIMI_REQUIRE_RAGAS: '1'
         run: pytest -q -n auto
 
   # Installs the built package with a fresh resolve of its dependency ranges, not
diff --git a/.github/workflows/pip-audit.yml b/.github/workflows/pip-audit.yml
index 01e2271b5..68ada7023 100644
--- a/.github/workflows/pip-audit.yml
+++ b/.github/workflows/pip-audit.yml
@@ -64,8 +64,6 @@ jobs:
             | awk -F'==' '/^[A-Za-z0-9]/ { print > (ENVIRON["RUNNER_TEMP"] "/pins" seen[$1]++ ".txt") }'
           for f in "$RUNNER_TEMP"/pins*.txt; do
             pip-audit -r "$f" --no-deps --disable-pip --progress-spinner off \
-              --ignore-vuln PYSEC-2026-2447 \
-              --ignore-vuln PYSEC-2026-3046 \
               --ignore-vuln GHSA-v4x8-3wr5-3wq8 \
               --ignore-vuln GHSA-9vhv-jxww-xfm5 \
               --ignore-vuln GHSA-567q-5qvw-pf92
diff --git a/dokimi/Makefile b/dokimi/Makefile
index 94930f55a..339f70515 100644
--- a/dokimi/Makefile
+++ b/dokimi/Makefile
@@ -17,7 +17,7 @@ BASE ?= baselines/baseline.json
 
 # `make dev` venv: at the repo root, outside this directory, so `bandit -r .`
 # and the docs benchmark (both run from here) do not scan it. CI's Python:
-# 3.13 until scikit-network ships cp314 wheels (see the top of ci.yml). An
+# 3.13 (see the top of ci.yml). An
 # existing venv on another Python is converted in place by re-running `make dev`.
 VENV ?= ../.venv
 PYTHON_VERSION ?= 3.13
diff --git a/dokimi/SECURITY.md b/dokimi/SECURITY.md
index 07000b0bc..0898f6713 100644
--- a/dokimi/SECURITY.md
+++ b/dokimi/SECURITY.md
@@ -48,17 +48,6 @@ The project is pre-1.0; only the latest `main` is supported. Fixes land on
 `requirements-docs.lock.txt` and `requirements-ci.lock.txt`) reports these advisories with no
 fix the locks can take:
 
-- **diskcache 5.6.3 — PYSEC-2026-2447** (CVE-2025-69872, GHSA-w8v5-vhqr-4h9v;
-  pickle deserialization from a cache directory). Pulled in only by ragas,
-  which imports it inside its opt-in `DiskCacheBackend`; Dokimi never
-  constructs one, so no diskcache directory is created or read.
-- **ragas 0.3.9 — PYSEC-2026-3046** (CVE-2026-6587, GHSA-95ww-475f-pr4f; SSRF
-  and file read in the multi-modal faithfulness metric's loader). The
-  advisory's range is 0.2.3–0.4.3, but the vulnerable module
-  (`ragas/metrics/collections/multi_modal_faithfulness/util.py`) first ships
-  in 0.4.2, so the pinned 0.3.9 does not contain it. A fixed release would be
-  0.4.4 or later, which is outside the `ragas<0.4` cap: taking it means lifting
-  the cap and migrating, not a bump, and 0.4.2–0.4.3 must be skipped.
 - **filelock 3.32.7 — GHSA-v4x8-3wr5-3wq8, GHSA-9vhv-jxww-xfm5,
   GHSA-567q-5qvw-pf92** (CVE-2026-112940, CVE-2026-112913, CVE-2026-112907;
   fixed in 4.2.1). Every litellm release requires `filelock<4.0`, so 4.2.1
@@ -71,15 +60,31 @@ fix the locks can take:
   to dataset and model downloads on a shared Windows host. Drop all three when
   litellm allows `filelock>=4.2.1`.
 
+The locks do not contain ragas: it is the optional `[ragas]` extra (`eval ragas`,
+`answers generate --ragas`), which installs ragas 0.3.9 and diskcache 5.6.3. Their
+advisories do not affect Dokimi:
+
+- **diskcache 5.6.3 — PYSEC-2026-2447** (CVE-2025-69872, GHSA-w8v5-vhqr-4h9v;
+  pickle deserialization from a cache directory). Pulled in only by ragas,
+  which imports it inside its opt-in `DiskCacheBackend`; Dokimi never
+  constructs one, so no diskcache directory is created or read.
+- **ragas 0.3.9 — PYSEC-2026-3046** (CVE-2026-6587, GHSA-95ww-475f-pr4f; SSRF
+  and file read in the multi-modal faithfulness metric's loader). The
+  advisory's range is 0.2.3–0.4.3, but the vulnerable module
+  (`ragas/metrics/collections/multi_modal_faithfulness/util.py`) first ships
+  in 0.4.2, so 0.3.9 does not contain it. A fixed release would be
+  0.4.4 or later, which is outside the `ragas<0.4` cap: taking it means lifting
+  the cap and migrating, not a bump, and 0.4.2–0.4.3 must be skipped.
+
 The `ragas>=0.3.0` floor keeps out 0.2.3–0.2.x, which are affected by
 CVE-2025-45691 (GHSA-v2xr-wvrv-p969, file read through `retrieved_contexts`,
 fixed in 0.3.0).
 
-`.github/workflows/pip-audit.yml` runs `pip-audit` with exactly these IDs
-ignored, on every PR or push that changes a lock or requirements file and daily
+`.github/workflows/pip-audit.yml` runs `pip-audit` against the locks with exactly
+the three filelock IDs ignored, on every PR or push that changes a lock or requirements file and daily
 on `main`; a daily run that finds a new advisory opens an issue rather than
 failing unrelated PRs. The `static` job in `.github/workflows/ci.yml` runs
 `bandit -ll` with no Medium or High finding allowed.
 The same IDs are ignored by osv-scanner through `dokimi/osv-scanner.toml`,
-which OpenSSF Scorecard runs. A removed advisory comes out of this section,
-the `pip-audit` step, and that file together.
+which OpenSSF Scorecard runs. A removed advisory comes out of the first list
+above, the `pip-audit` step, and that file together.
diff --git a/dokimi/changelog.d/20261027_000000_cve_ragas_fix.md b/dokimi/changelog.d/20261027_000000_cve_ragas_fix.md
new file mode 100644
index 000000000..d625223dd
--- /dev/null
+++ b/dokimi/changelog.d/20261027_000000_cve_ragas_fix.md
@@ -0,0 +1,9 @@
+### Security
+
+- **The CI and development lock no longer contains ragas, the langchain packages or
+  diskcache**, which clears CVE-2025-69872 (diskcache, PYSEC-2026-2447) and CVE-2026-6587
+  (ragas, PYSEC-2026-3046) from the locks (`requirements.lock.txt` was the only one with
+  them), so `pip-audit` no longer has to ignore them. `pip install dokimi` was already free of both
+  since ragas became the `[ragas]` extra (#126); `eval ragas` and `answers generate --ragas`
+  still need `pip install 'dokimi[ragas]'`, and the weekly `test-latest` CI job installs
+  that extra and runs its import check. The three filelock advisories are unchanged.
diff --git a/dokimi/osv-scanner.toml b/dokimi/osv-scanner.toml
index bc5abd22b..5497b66e0 100644
--- a/dokimi/osv-scanner.toml
+++ b/dokimi/osv-scanner.toml
@@ -6,14 +6,6 @@
 # --ignore-vuln in .github/workflows/pip-audit.yml; SECURITY.md ("Known advisories in
 # dependencies") explains why each one does not affect Dokimi.
 
-[[IgnoredVulns]]
-id = "PYSEC-2026-2447"
-reason = "diskcache, via ragas: DiskCacheBackend is never constructed. See SECURITY.md."
-
-[[IgnoredVulns]]
-id = "PYSEC-2026-3046"
-reason = "ragas 0.3.9 does not ship the vulnerable module (first in 0.4.2). See SECURITY.md."
-
 [[IgnoredVulns]]
 id = "GHSA-v4x8-3wr5-3wq8"
 reason = "filelock ReadWriteLock on POSIX: no dependency of Dokimi uses ReadWriteLock; litellm caps filelock<4. See SECURITY.md."
diff --git a/dokimi/requirements-ci.lock.txt b/dokimi/requirements-ci.lock.txt
index 4ecb25639..33d463711 100644
--- a/dokimi/requirements-ci.lock.txt
+++ b/dokimi/requirements-ci.lock.txt
@@ -1077,9 +1077,7 @@ mypy==2.4.0 \
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
-    # via
-    #   -c requirements.lock.txt
-    #   mypy
+    # via mypy
 nh3==0.3.7 \
     --hash=sha256:157ec1eb7a62f3d9a7badb8d82d89aa810e3e24e097eedfa481a25d0c8a99877 \
     --hash=sha256:15f5fbf090f5c88d61c820e1fc1fceecb6520cca9fe85649c06b57ef9dc9ff62 \
@@ -1302,9 +1300,7 @@ requests==2.34.2 \
 requests-toolbelt==1.0.0 \
     --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
     --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
-    # via
-    #   -c requirements.lock.txt
-    #   twine
+    # via twine
 requirements-parser==0.13.1 \
     --hash=sha256:6e385663eb32589d16e5b22bb6e5251a57908e73803ffff438b53cd6ea2056e0 \
     --hash=sha256:78811383b2089b6c5197a1431bc2c12ff950245edca39a23eea3460782038dd3
@@ -1317,7 +1313,6 @@ rich==14.3.4 \
     --hash=sha256:07e7adb4690f68864777b1450859253bed81a99a31ac321ac1817b2313558952 \
     --hash=sha256:817e02727f2b25b40ef56f5aa2217f400c8489f79ca8f46ea2b70dd5e14558a9
     # via
-    #   -c requirements.lock.txt
     #   bandit
     #   pip-audit
     #   twine
diff --git a/dokimi/requirements-test.txt b/dokimi/requirements-test.txt
index 7079f1a1d..ae449e15d 100644
--- a/dokimi/requirements-test.txt
+++ b/dokimi/requirements-test.txt
@@ -16,3 +16,5 @@ httpx>=0.27.0
 numpy>=1.24.0
 scipy>=1.11.0
 litellm>=1.105.0
+# tests/test_docs_hooks.py imports it; it was only in the lock via ragas -> rich, so its tests would skip.
+markdown-it-py>=3
diff --git a/dokimi/requirements.lock.txt b/dokimi/requirements.lock.txt
index c1f181077..24aa39e0b 100644
--- a/dokimi/requirements.lock.txt
+++ b/dokimi/requirements.lock.txt
@@ -1,5 +1,5 @@
 # This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.txt requirements-test.txt --universal --python-version=3.11 --exclude-newer=P7D --exclude-newer-package=gitpython=false --exclude-newer-package=certifi=false --exclude-newer-package=pillow=false --generate-hashes --output-file=requirements.lock.txt
+#    uv pip compile requirements.txt requirements-test.txt --universal --python-version=3.11 --exclude-newer=P7D --exclude-newer-package=certifi=false --generate-hashes --output-file=requirements.lock.txt
 aiohappyeyeballs==2.7.1 \
     --hash=sha256:065665c041c42a5938ed220bdcd7230f22527fbec085e1853d2402c8a3615d9d \
     --hash=sha256:9243213661e29250eb41368e5daa826fc017156c3b8a11440826b2e3ed376472
@@ -168,38 +168,21 @@ aiohttp==3.14.4 \
     --hash=sha256:ff4b366510c733974adb7a4102c094e4a6308e6f369315a4cf14d2d0a619cf82
     # via
     #   fsspec
-    #   instructor
-    #   langchain-community
     #   litellm
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
     --hash=sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7
     # via aiohttp
-annotated-doc==0.0.5 \
-    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
-    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
-    # via typer
 annotated-types==0.8.0 \
     --hash=sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7 \
     --hash=sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0
     # via pydantic
-anthropic==1.13.0 \
-    --hash=sha256:157bd74dbf6a595cf9e5fcac557c791fd297924dc48261f57470c2ed6f4e6671 \
-    --hash=sha256:ad11d9bb9adafdfea26113943bcde9973e2a439ebeeda6c89ff3e3d85bb2f5c1
-    # via langchain-anthropic
 anyio==4.15.1 \
     --hash=sha256:6152fdbbf9a77fdec97731721bebf7c4c44f7c29b424b0065826173efc7ed101 \
     --hash=sha256:9f28306018cbd6d329e64a36d58256edff76dd996fe423bc957326e578b82a94
     # via
-    #   anthropic
     #   httpx
-    #   httpx2
-    #   langsmith
     #   openai
-appdirs==1.4.4 \
-    --hash=sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41 \
-    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128
-    # via ragas
 attrs==26.1.0 \
     --hash=sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309 \
     --hash=sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32
@@ -223,7 +206,6 @@ certifi==2026.10.19 \
     # via
     #   httpcore
     #   httpx
-    #   langchain-openai
     #   requests
 cffi==2.1.1 ; platform_python_implementation != 'PyPy' \
     --hash=sha256:046bfc24911b37851ee1b51aab8bffe713d89c68c6a057b09484ce9fd5f69b4e \
@@ -556,7 +538,6 @@ click==8.5.0 \
     --hash=sha256:ba0d2089de75ea0310e2dde03160e6ca10009947fb95a182f9b54021bb272e34
     # via
     #   huggingface-hub
-    #   instructor
     #   litellm
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -564,7 +545,6 @@ colorama==0.4.6 ; sys_platform == 'win32' \
     # via
     #   pytest
     #   tqdm
-    #   typer
 coverage==7.16.2 \
     --hash=sha256:00d3eb96e9988c45f50cccd1f1496571ac5c1f91386ac02c4d55516eeda19a24 \
     --hash=sha256:01c6908bc613b420c26c818fe948e1b97dfd041a53c98b01c63bd8321f5c9aae \
@@ -749,16 +729,10 @@ cryptography==50.0.2 \
     --hash=sha256:fa8f5efb344d6908a1ce62f4a24e2e5780f825d6f53f5f50ec5ffacac72936cb \
     --hash=sha256:fdd28f912fccfec1846a94e2e1e8f9b0012f557f0c46fe4f3eb0d7a87afcf90b
     # via pyjwt
-dataclasses-json==0.6.7 \
-    --hash=sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a \
-    --hash=sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0
-    # via langchain-community
 datasets==5.1.0 \
     --hash=sha256:1561347daa8841b51351ef2ad1647b4ee4af406852c0f7bd1df587ac1ca7888e \
     --hash=sha256:86fd08b280485aab82894d2c81842c4151d93b575efea0054315104cb7bc3cec
-    # via
-    #   -r requirements.txt
-    #   ragas
+    # via -r requirements.txt
 diff-cover==10.6.0 \
     --hash=sha256:8d1194dfb537f70480ac97c9c45dd40721cf4c326c9903fbe997db67a4db6195 \
     --hash=sha256:a701553060f72d59b81f9cb1645b75ef66204427eb9dd99873c91092220e52ce
@@ -769,22 +743,10 @@ dill==0.4.1 \
     # via
     #   datasets
     #   multiprocess
-diskcache==5.6.3 \
-    --hash=sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc \
-    --hash=sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19
-    # via ragas
 distro==1.9.0 \
     --hash=sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed \
     --hash=sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2
-    # via
-    #   langsmith
-    #   openai
-docstring-parser==0.18.0 \
-    --hash=sha256:292510982205c12b1248696f44959db3cdd1740237a968ea1e2e7a900eeb2015 \
-    --hash=sha256:b3fcbed555c47d8479be0796ef7e19c2670d428d72e96da63f3a40122860374b
-    # via
-    #   anthropic
-    #   instructor
+    # via openai
 execnet==2.1.2 \
     --hash=sha256:63d83bfdd9a23e35b9c6a3261412324f964c2ec8dcd8d3c6916ee9373e0befcd \
     --hash=sha256:67fba928dd5a544b783f6056f449e5e3931a5c378b128bc18501f7ea79e296ec
@@ -1016,20 +978,10 @@ fsspec==2026.7.0 \
     # via
     #   datasets
     #   huggingface-hub
-gitdb==4.0.12 \
-    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
-    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
-    # via gitpython
-gitpython==3.2.1 \
-    --hash=sha256:0f1229ec5c057bdabdeeda8bda4f17bda679ab33dbccc00f24e6a480553c8613 \
-    --hash=sha256:d66b0832aa8755c1a84892937282df0befb16c97e5a64aeebd68be9c5e323f53
-    # via ragas
 h11==0.16.0 \
     --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
     --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
-    # via
-    #   httpcore
-    #   httpcore2
+    # via httpcore
 h2==4.4.1 \
     --hash=sha256:0e25f1462b23c9cb82d9eb02e28bc706dac2a68cb457c6a0d74d63c8a2a5d0e6 \
     --hash=sha256:4e866ffb1a869ae14dd9b5e6beb5c24a13da0495ad72b65925ded182521c1516
@@ -1061,10 +1013,6 @@ httpcore==1.0.9 \
     --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
     --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
     # via httpx
-httpcore2==2.13.1 ; sys_platform != 'emscripten' \
-    --hash=sha256:e0aa977abe17e69a3b820a24542a6fa88702676d83880b8d194dcd18408e5103 \
-    --hash=sha256:e1e05d4f25f7d7d496bfb96748f6f4b67657b03da069b3a68c36069f3db73d0a
-    # via httpx2
 httpx==0.28.1 \
     --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
     --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
@@ -1072,24 +1020,8 @@ httpx==0.28.1 \
     #   -r requirements-test.txt
     #   -r requirements.txt
     #   huggingface-hub
-    #   langchain-core
-    #   langgraph-sdk
     #   litellm
     #   openai
-httpx-sse==0.4.3 \
-    --hash=sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc \
-    --hash=sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d
-    # via langchain-community
-httpx2==2.13.1 \
-    --hash=sha256:6dff50fabc270ee5fd25d845d0b078ed20564579744d6d962850975996d2f9a4 \
-    --hash=sha256:e48744a19e3af5ee48313d0ce5fe941d5422fae5705ea922a4aabf94d7800dfa
-    # via
-    #   anthropic
-    #   langsmith
-httpx2-jsfetch==1.0 ; python_full_version >= '3.12' and sys_platform == 'emscripten' \
-    --hash=sha256:70a0e3eabfef7cce5ad9c629f7d01ca05e418f586646f4ddf14782e4c1454c60 \
-    --hash=sha256:cb916b707601e69a07721aabc8f3f6659be3a6893bc1ff5c6f9e02241df2da32
-    # via httpx2
 huggingface-hub==1.33.0 \
     --hash=sha256:04e434b06e100eddbce9a6e817d72693a7884b10a79bd67ab48080d5c07eb899 \
     --hash=sha256:367be21a201db9523eddf8aeac7048f2602c1b308691c97640d5e72ed188007e
@@ -1187,8 +1119,6 @@ idna==3.20 \
     # via
     #   anyio
     #   httpx
-    #   httpx2
-    #   instructor
     #   requests
     #   yarl
 importlib-metadata==8.9.0 \
@@ -1199,16 +1129,11 @@ iniconfig==2.3.1 \
     --hash=sha256:67f4b9c50da0dedf52af349e7749a80a9057a5031199791b906c3bb3ae878960 \
     --hash=sha256:9121e2c1fdb355232495be3194c8dfe87ccc2d5dee45947b78e68f499790d7a7
     # via pytest
-instructor==1.17.0 \
-    --hash=sha256:aeab1e7f21f5214deedf60e8e264951408057ce21d9589743f533580dc0d6bfb \
-    --hash=sha256:f6b1832d178e899ee0a6a3f247e221f19580fa525c815211c02447691d761217
-    # via ragas
 jinja2==3.1.6 \
     --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via
     #   diff-cover
-    #   instructor
     #   litellm
 jiter==0.14.0 \
     --hash=sha256:004df5fdb8ecbd6d99f3227df18ba1a259254c4359736a2e6f036c944e02d7c5 \
@@ -1320,24 +1245,13 @@ jiter==0.14.0 \
     --hash=sha256:fc7e37b4b8bc7e80a63ad6cfa5fc11fab27dbfea4cc4ae644b1ab3f273dc348f \
     --hash=sha256:ff3a6465b3a0f54b1a430f45c3c0ba7d61ceb45cbc3e33f9e1a7f638d690baf3 \
     --hash=sha256:ffb2a08a406465bb076b7cc1df41d833106d3cf7905076cc73f0cb90078c7d10
-    # via
-    #   anthropic
-    #   instructor
-    #   openai
+    # via openai
 jmespath==1.1.0 \
     --hash=sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d \
     --hash=sha256:a5663118de4908c91729bea0acadca56526eb2698e83de10cd116ae0f4e97c64
     # via
     #   boto3
     #   botocore
-jsonpatch==1.33 \
-    --hash=sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade \
-    --hash=sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c
-    # via langchain-core
-jsonpointer==3.2.0 \
-    --hash=sha256:3e25c9bcadf5ae20c3420922234eaba1ae36ab9bef64cd72454aeaceb0b29aad \
-    --hash=sha256:807db557622fbe07a0d49e19cf4795a269d55eee5ba345fb9959d148eba5ef94
-    # via jsonpatch
 jsonschema==4.26.0 \
     --hash=sha256:0c26707e2efad8aa1bfc5b7ce170f3fccc2e4918ff85989ba9ffa9facb2be326 \
     --hash=sha256:d489f15263b8d200f8387e64b4c3a75f06629559fb73deb8fdfb525f2dab50ce
@@ -1349,81 +1263,6 @@ jsonschema-specifications==2025.9.1 \
     --hash=sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe \
     --hash=sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d
     # via jsonschema
-langchain==1.4.3 \
-    --hash=sha256:0334066939dd1c7551889727ed2d09a72dea7a6aed2193ffb61817fb658d8921 \
-    --hash=sha256:aed5c1a7cd581f70ddc076b75fdbcbae8031b8373983f86efd287aa70798abc2
-    # via ragas
-langchain-anthropic==1.7.6 \
-    --hash=sha256:06bee97006d99e9a04abc4bd56599fc356c0c7f7f2a97629645cb603d9785c73 \
-    --hash=sha256:e5b41959a39810e69bc608fd6622b7d5d017bde93f858b09332fbb6ac764c393
-    # via -r requirements.txt
-langchain-classic==1.0.8 \
-    --hash=sha256:1a11ea7fbe630c4f2af2f3873d27718ceac9488cf32d0821030be7cf039a6213 \
-    --hash=sha256:ada0cc341a8a5b80fb24d73bdfaaeb849056ee2d8a41cc468355163fd3667484
-    # via langchain-community
-langchain-community==0.4.1 \
-    --hash=sha256:2135abb2c7748a35c84613108f7ebf30f8505b18c3c18305ffaecfc7651f6c6a \
-    --hash=sha256:f3b211832728ee89f169ddce8579b80a085222ddb4f4ed445a46e977d17b1e85
-    # via
-    #   -r requirements.txt
-    #   ragas
-langchain-core==1.6.12 \
-    --hash=sha256:39b07aed976baac14c47b7a21e3c7d4073362bccf06cf8799c585dcc9548547d \
-    --hash=sha256:dc6b2a965c351b4cc94df1c80220bcf3c5472e14437d2186c8290ea22f4d0219
-    # via
-    #   -r requirements.txt
-    #   langchain
-    #   langchain-anthropic
-    #   langchain-classic
-    #   langchain-community
-    #   langchain-openai
-    #   langchain-text-splitters
-    #   langgraph
-    #   langgraph-checkpoint
-    #   langgraph-prebuilt
-    #   langgraph-sdk
-    #   ragas
-langchain-openai==1.7.2 \
-    --hash=sha256:9be7980edf355ca2dd595b795a5125836ccf04515ef9377228913246156e59f5 \
-    --hash=sha256:e1fcbc7a96f7c8c94679d61639a979bba88f27889c0a68dfa225b8057345328d
-    # via
-    #   -r requirements.txt
-    #   ragas
-langchain-protocol==0.0.19 \
-    --hash=sha256:4cdf879a492a35980fd859ae792d3c65458ccaae504e183c9a10d7eac1f0720f \
-    --hash=sha256:79d90a1425122ac87e8052e2ec054fbd09c3edbf341bdfb6397112a495c7bf8c
-    # via
-    #   langchain-core
-    #   langgraph-sdk
-langchain-text-splitters==1.1.3 \
-    --hash=sha256:50edeb318b3be6a6308dddd7d616ab82823a9ccbea59a9c14c58a7b91df60295 \
-    --hash=sha256:929b6c76f99d611a5b1d8f5591ef302909b86a436ceb3217034d24e4757868d8
-    # via langchain-classic
-langgraph==1.2.14 \
-    --hash=sha256:5b1a72b7a7f994ac6947b7751fbbe00e949f8bb44d9ab78881604b703247ae55 \
-    --hash=sha256:e3f5f8ff4259f9281b73ff50fc9ef5cc3b025b8936b8283ecdca7cc0c4128690
-    # via langchain
-langgraph-checkpoint==4.2.0 \
-    --hash=sha256:0547fd228935a0b758865de3a3d6d7a2537c308895d0f9ab092ce9151b5da942 \
-    --hash=sha256:51a593b6bee684b0818e5d6e58e28ab340c6db7794575056ce7bd1b746a84ed7
-    # via
-    #   langgraph
-    #   langgraph-prebuilt
-langgraph-prebuilt==1.1.0 \
-    --hash=sha256:3c579cf6eed2d17f9c157c2d0fcaddcd8688524e7022d3b22b37a3bf4589d528 \
-    --hash=sha256:51e311747d755b751d5c6b39b0c1446124d3a7643d2515017e6714b323508fc9
-    # via langgraph
-langgraph-sdk==0.4.6 \
-    --hash=sha256:57122b02bda41d37a97a5e09eb018aa8c9b3dc85c433880073779bd9324b7eea \
-    --hash=sha256:ea5b1749d70987d741c9b9fe2b7e1c5f7da7e4d102f64e390333c1890c9bbd5b
-    # via langgraph
-langsmith==0.14.11 \
-    --hash=sha256:9ecca7633df228ef2c44563f7187e426b8a79e7c5c2351c5dd8c9074c61512e7 \
-    --hash=sha256:d9e7ffe587e12ce51573cab654d02e84feb924d3b1f582274c4b1412ebeabf4c
-    # via
-    #   langchain-classic
-    #   langchain-community
-    #   langchain-core
 litellm==1.106.0 \
     --hash=sha256:5c84cc7d928cdb6ec57c5d87f221e3d27ca755958ebae389d5663f822b6f7a19 \
     --hash=sha256:791625a05eb1481d14633d593c19dfaa4b91ad69ec9c3e0886a72855cd76c1d1 \
@@ -1439,7 +1278,7 @@ litellm==1.106.0 \
 markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
     --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
-    # via rich
+    # via -r requirements-test.txt
 markupsafe==3.0.4 \
     --hash=sha256:007e1ffd9bf65bb6ee96df7b258fc632a4868dd5566037986c64781f35a36e98 \
     --hash=sha256:02fa4acbc6a3fc5c693c34d4dd8c1130b7fe99cc915181b0ddd6f72aeb296002 \
@@ -1593,10 +1432,6 @@ markupsafe==3.0.4 \
     --hash=sha256:fd9f8797427910198f95bced71ddfed61130d7e349213bfb8466c9c99e2c46a8 \
     --hash=sha256:fdb4ca07ab75ffadab4a8b135ad59cdbb3156b99310f3d565370da74a15d6bd3
     # via jinja2
-marshmallow==3.26.2 \
-    --hash=sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73 \
-    --hash=sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57
-    # via dataclasses-json
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
@@ -1794,22 +1629,6 @@ multiprocess==0.70.19 \
     --hash=sha256:e6c0674d34b8adac22533f6786576b3de4e396aaeda9e0c15378af9b8ada2702 \
     --hash=sha256:e8cc7fbdff15c0613f0a1f1f8744bef961b0a164c0ca29bdff53e9d2d93c5e5f
     # via datasets
-mypy-extensions==1.1.0 \
-    --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
-    --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
-    # via typing-inspect
-nest-asyncio==1.6.0 \
-    --hash=sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe \
-    --hash=sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
-    # via ragas
-networkx==3.6.1 ; python_full_version < '3.12' \
-    --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
-    --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
-    # via ragas
-networkx==3.7 ; python_full_version >= '3.12' \
-    --hash=sha256:e3fd2c13a7814cee3746340d8d7f8598a67f16a58bf47fb7f8793fab6efca1b0 \
-    --hash=sha256:fd77a511bd90f39f3d016351345b52cf5319b813bdca01de3f755d3cca62e96a
-    # via ragas
 numpy==2.4.6 ; python_full_version < '3.12' \
     --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
     --hash=sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4 \
@@ -1887,10 +1706,7 @@ numpy==2.4.6 ; python_full_version < '3.12' \
     #   -r requirements-test.txt
     #   -r requirements.txt
     #   datasets
-    #   langchain-community
     #   pandas
-    #   ragas
-    #   scikit-network
     #   scipy
 numpy==2.5.3 ; python_full_version >= '3.12' \
     --hash=sha256:012e66aca395d795496446e52aeeb5866312a5d4d3f27da270e5a0b43f70dc5c \
@@ -1963,144 +1779,21 @@ numpy==2.5.3 ; python_full_version >= '3.12' \
     #   -r requirements-test.txt
     #   -r requirements.txt
     #   datasets
-    #   langchain-community
     #   pandas
-    #   ragas
-    #   scikit-network
     #   scipy
 openai==2.54.0 \
     --hash=sha256:89089789197ccdb87f173a03145ed1598d00795220c93e96cf712b1cbf5e5f2b \
     --hash=sha256:e3e6f8bc1ba30ddf381ace1a14340eed381cb984a1a59bd0f34b5be3b5d49cfa
     # via
     #   -r requirements.txt
-    #   instructor
-    #   langchain-openai
     #   litellm
-    #   ragas
-orjson==3.13.0 \
-    --hash=sha256:0526a3456db67b264c6d661b5f090077f326b6cd074d0ef53a72763595dec5d7 \
-    --hash=sha256:08bf722f923d2100bc5e5a5dcf72c656db557049c1bea26582fdd5dd9d5395a1 \
-    --hash=sha256:1807c2fa49d393c7ee95fd1ef1b39cbb24aa3ccd81f30b84503ba59407666960 \
-    --hash=sha256:1d84820b2ec4ac975cba482214032de5b0dbdd17046170c98e642ef9c4a4ee4b \
-    --hash=sha256:2715c4808d1571029ed18fd07a82140bf3ba7def0dc89f8d015c416e3649bf87 \
-    --hash=sha256:3ef75ed7e81dae34a3649f82df52cd85f9ac839a7d6ec78ab355b33b3b27ef7f \
-    --hash=sha256:4329c19b8a25693f60a77b867c9d2a3ab637b20e36f5b7bea7f5acb492b44b15 \
-    --hash=sha256:45e34deb3437509f4ec9888dd9ee5dc426cfe21be10f1eb4ea3a9e4d33034f9e \
-    --hash=sha256:4e5c8175e1574dcbe446ee654275d353c1d78bbd9a0dc9f209bf35c9df72d171 \
-    --hash=sha256:4ee06e53b998c71ce3eb93b86222912fdd9dcced685ac64d4525d36fac338ea4 \
-    --hash=sha256:4f66eac85b072092e9941c3111882afd7527bf926cbc717038fa3654b582002b \
-    --hash=sha256:50a5202ba388b3850ba24437951727d3aa6d79a21964a30ae8dc6a059a5fd34c \
-    --hash=sha256:51d11525bc3ca736fa97ce4e4c7da9999cc00bf261522bede43b4e7531bd7965 \
-    --hash=sha256:554948becd1110123ef9f6a6e1310fd92b2d07d2cbac6dbf65df3de75702e736 \
-    --hash=sha256:58a9619d88f8818d9ab6b39d70d203789457ba13c1ed5d274f33ce9ae7e81a36 \
-    --hash=sha256:5ef4d4157392a0439b74f7e49e5636b4ea43d9616bd0884effc0195fffcaa2d5 \
-    --hash=sha256:637dbca1fccffe83780e806fbc0f17427c0c59bf822528eb0acc8f0aa9f19acb \
-    --hash=sha256:64e8f345048d988c8b68d3882e5d41028fca1219a9939b32e4a77be34c8ae8e3 \
-    --hash=sha256:65c4e0e106ccc7265b488385659117a6805c37d042f737558ecd68aa0c67ad8f \
-    --hash=sha256:6adcaa85d79977659a448b4123a88eb33511a11ed2db243535ad7ea88a6668e0 \
-    --hash=sha256:6c8bfe728b81b0fd58a3c7f3f9c5a113f87f2992c9948e0f28707aafd737c0bc \
-    --hash=sha256:6d0684895b119ad167fb4ec05113639dc7f728022deec4756a710e838ed92e7a \
-    --hash=sha256:6ff2a2c67f35202f7d823753d38ad371a9b7fc297567cdfff4420e763cb9f6f8 \
-    --hash=sha256:7804dd1d6161da0e53b284c2aebf20f23e78eaac617300803e1467d1828d987f \
-    --hash=sha256:78a12d4f8d740cc9ae197f5223682e5e960ba61b4fb2ce5a6a3bb54e83fde28e \
-    --hash=sha256:7991921c5da527a963b6d4cffd0e4ea89c7e71d4be0c8be1bfe6edb223ce7d96 \
-    --hash=sha256:7b3bc6b81835ce65f4729ae401607583d41139c6de95bc7453f450f1391d3e7b \
-    --hash=sha256:83705c12b4afde10c62a5dd3fe6fdb21b7900bd0dcd5af1c85612ae94d0ee590 \
-    --hash=sha256:84d87e322e1674408f85adea63f11aa19201eba082755aec20ebc217f493bbd2 \
-    --hash=sha256:8594956a75223f657e1e68c568c0eeb3dd145f02cd6b78a47fd9a8095dbc4eae \
-    --hash=sha256:89bcf2d4bc6c9a7e1763c8cf534f38712e66b76a0fefda7fb7785462f0d635e4 \
-    --hash=sha256:89efecad02515df7f318d0613b5dfd6d2a1acd323a2b8294712789a715945525 \
-    --hash=sha256:8c2ac5c09b017c484df1b4c68b2cf250b4e8ba08204cb58e7cd6cbbc71a9c902 \
-    --hash=sha256:91d933e668ff0ffe164d7c2daec36beba6d1ce7fadb71538fbe142a71f8a1e6e \
-    --hash=sha256:93c70a5e22bbbbdeafc7b273441e8452a196041d67fd4d9a9c450c66370a8486 \
-    --hash=sha256:948bad47f2e2e43527f14248364a0e5dee26dd3184691010ec4a1ebeb0fd6771 \
-    --hash=sha256:9825b954155b345c4759f24e5f8d652b9aec2261bb5d4e1abe06bba0a1200535 \
-    --hash=sha256:a0377d6962fa431c93ecd78fdea771bb62ec545b24ee0c5d4e32acf2260af259 \
-    --hash=sha256:a79cdc4934fe81f593072c94e13da3095e9d41c2deef8f6ff2901794ca1c5042 \
-    --hash=sha256:a7bfc7db961c7d96cb75889dc6a1e4ae1e91d87ee61da564f582bd742b8dfeef \
-    --hash=sha256:ac81530647c3423107cf61c3481e91f57134e9ddfb6ef83f5150ccbdcbc3a3ee \
-    --hash=sha256:ae1d895cf7bbfd50ef34bb63bb727b14514f259f3e3f8dd010783bd38e864c6e \
-    --hash=sha256:b081f0e7b600ff24513dec4ca75507fa05e904607847e386e8310d5b7b96b6c7 \
-    --hash=sha256:b571236d8393edcd3236e07423f762bfcf571f852aad667a3bce9e7b755e0790 \
-    --hash=sha256:b74c30e56346aad067937d766846ee74c231d1d18aad3f324e9b9261de3b2d5e \
-    --hash=sha256:bceadfd314bd238f584fc229a4bbaf0e573597e7a026dec5429fbf29fd66c641 \
-    --hash=sha256:c5e3ccaac3106e8fa6e2f2f6962449d7c757d7b067e41b395a19d6f0d6cec892 \
-    --hash=sha256:c749ab3ac30b5ab1ffb7677f8b92eacfdfdc5260210baa398f845bc3714c05d8 \
-    --hash=sha256:cbed5f4c4b88d94bcc36115f4c3bb3aa25da1563a5c3328aa3acebce2b083040 \
-    --hash=sha256:d1de5eb04485110c5da4c657e49168995d55e076b1ce60f1a042e254f4186c4f \
-    --hash=sha256:dd61e64802d51d1e4f16531c64536354fc3bc67932dc0cff254044f72bf0f187 \
-    --hash=sha256:dd9d9a101bd8dbfad112170f009cd155e52bb8c936468821a0d03cbb96c0e426 \
-    --hash=sha256:ded33b972cffdaf4ca0ac917338ab61d2bb10d68987dbcae641c313fbfdbf499 \
-    --hash=sha256:e8e05549f3b30f9d8a8e28c5aba11cc2a4b90b90961ec685ca58444b0815fc09 \
-    --hash=sha256:e9b61676116f755126b90e740a9cff36b91562f47ec330056cc88cc3b9f02f4b \
-    --hash=sha256:efa160215c4630836d3b1250af4c7a305acd8239e0d75aff986b8088c2fcacb6 \
-    --hash=sha256:f5c05a8fee59309f537590a1ff12d3c1009c485e96a50a9ac60dd085c09d0fc0 \
-    --hash=sha256:fb8644dc6d705e1269ed2842bf4dbe2b4e50d670de503bf79d5cef3a5148a4c7 \
-    --hash=sha256:fbbad6b9b1da43f25c1f5b20cd5a268e028a2fc95d5a8d1ade6059973bc71584
-    # via
-    #   langgraph-sdk
-    #   langsmith
-ormsgpack==1.12.2 \
-    --hash=sha256:0b39e629fd2e1c5b2f46f99778450b59454d1f901bc507963168985e79f09c5d \
-    --hash=sha256:118576ea6006893aea811b17429bfc561b4778fad393f5f538c84af70b01260c \
-    --hash=sha256:18867233df592c997154ff942a6503df274b5ac1765215bceba7a231bea2745d \
-    --hash=sha256:1dcc17d92b6390d4f18f937cf0b99054824a7815818012ddca925d6e01c2e49e \
-    --hash=sha256:21f4276caca5c03a818041d637e4019bc84f9d6ca8baa5ea03e5cc8bf56140e9 \
-    --hash=sha256:292410a7d23de9b40444636b9b8f1e4e4b814af7f1ef476e44887e52a123f09d \
-    --hash=sha256:29a9f17a3dac6054c0dce7925e0f4995c727f7c41859adf9b5572180f640d172 \
-    --hash=sha256:34d5b28b3570e9fed9a5a76528fc7230c3c76333bc214798958e58e9b79cc18a \
-    --hash=sha256:3708693412c28f3538fb5a65da93787b6bbab3484f6bc6e935bfb77a62400ae5 \
-    --hash=sha256:39c1bd2092880e413902910388be8715f70b9f15f20779d44e673033a6146f2d \
-    --hash=sha256:43013a3f3e2e902e1d05e72c0f1aeb5bedbb8e09240b51e26792a3c89267e181 \
-    --hash=sha256:458e4568be13d311ef7d8877275e7ccbe06c0e01b39baaac874caaa0f46d826c \
-    --hash=sha256:46d084427b4132553940070ad95107266656cb646ea9da4975f85cb1a6676553 \
-    --hash=sha256:4ee766d2e78251b7a63daf1cddfac36a73562d3ddef68cacfb41b2af64698033 \
-    --hash=sha256:50b7249244382209877deedeee838aef1542f3d0fc28b8fe71ca9d7e1896a0d7 \
-    --hash=sha256:58d379d72b6c5e964851c77cfedfb386e474adee4fd39791c2c5d9efb53505cc \
-    --hash=sha256:59f5da97000c12bc2d50e988bdc8576b21f6ab4e608489879d35b2c07a8ab51a \
-    --hash=sha256:5af04800d844451cf102a59c74a841324868d3f1625c296a06cc655c542a6685 \
-    --hash=sha256:5ea60cb5f210b1cfbad8c002948d73447508e629ec375acb82910e3efa8ff355 \
-    --hash=sha256:5f13034dc6c84a6280c6c33db7ac420253852ea233fc3ee27c8875f8dd651163 \
-    --hash=sha256:7121b3d355d3858781dc40dafe25a32ff8a8242b9d80c692fd548a4b1f7fd3c8 \
-    --hash=sha256:73670ed0375ecc303858e3613f407628dd1fca18fe6ac57b7b7ce66cc7bb006c \
-    --hash=sha256:7a1c460655d7288407ffa09065e322a7231997c0d62ce914bf3a96ad2dc6dedd \
-    --hash=sha256:7a29d09b64b9694b588ff2f80e9826bdceb3a2b91523c5beae1fab27d5c940e7 \
-    --hash=sha256:7c8b1667a72cbba74f0ae7ecf3105a5e01304620ed14528b2cb4320679d2869b \
-    --hash=sha256:837dd316584485b72ef451d08dd3e96c4a11d12e4963aedb40e08f89685d8ec2 \
-    --hash=sha256:8463a3fc5f09832e67bdb0e2fda6d518dc4281b133166146a67f54c08496442e \
-    --hash=sha256:8cde5eaa6c6cbc8622db71e4a23de56828e3d876aeb6460ffbcb5b8aff91093b \
-    --hash=sha256:944a2233640273bee67521795a73cf1e959538e0dfb7ac635505010455e53b33 \
-    --hash=sha256:958dcb270d30a7cb633a45ee62b9444433fa571a752d2ca484efdac07480876e \
-    --hash=sha256:9e4459c3f27066beadb2b81ea48a076a417aafffff7df1d3c11c519190ed44f2 \
-    --hash=sha256:ae3aba7eed4ca7cb79fd3436eddd29140f17ea254b91604aa1eb19bfcedb990f \
-    --hash=sha256:b009049086ddc6b8f80c76b3955df1aa22a5fbd7673c525cd63bf91f23122ede \
-    --hash=sha256:baca4b6773d20a82e36d6fd25f341064244f9f86a13dead95dd7d7f996f51709 \
-    --hash=sha256:bc68dd5915f4acf66ff2010ee47c8906dc1cf07399b16f4089f8c71733f6e36c \
-    --hash=sha256:bd5f4bf04c37888e864f08e740c5a573c4017f6fd6e99fa944c5c935fabf2dd9 \
-    --hash=sha256:c010da16235806cf1d7bc4c96bf286bfa91c686853395a299b3ddb49499a3e13 \
-    --hash=sha256:c1429217f8f4d7fcb053523bbbac6bed5e981af0b85ba616e6df7cce53c19657 \
-    --hash=sha256:c2be829954434e33601ae5da328cccce3266b098927ca7a30246a0baec2ce7bd \
-    --hash=sha256:c6a4c34ddef109647c769d69be65fa1de7a6022b02ad45546a69b3216573eb4a \
-    --hash=sha256:cec70477d4371cd524534cd16472d8b9cc187e0e3043a8790545a9a9b296c258 \
-    --hash=sha256:d024b40828f1dde5654faebd0d824f9cc29ad46891f626272dd5bfd7af2333a4 \
-    --hash=sha256:da538c542bac7d1c8f3f2a937863dba36f013108ce63e55745941dda4b75dbb6 \
-    --hash=sha256:dc7a33be14c347893edbb1ceda89afbf14c467d593a5ee92c11de4f1666b4d4f \
-    --hash=sha256:df6961442140193e517303d0b5d7bc2e20e69a879c2d774316125350c4a76b92 \
-    --hash=sha256:eddffb77eff0bad4e67547d67a130604e7e2dfbb7b0cde0796045be4090f35c6 \
-    --hash=sha256:f04b5e896d510b07c0ad733d7fce2d44b260c5e6c402d272128f8941984e4285 \
-    --hash=sha256:f3601f19afdbea273ed70b06495e5794606a8b690a568d6c996a90d7255e51c1 \
-    --hash=sha256:fcd55e5f6ba0dbce624942adf9f152062135f991a0126064889f68eb850de0dd
-    # via langgraph-checkpoint
 packaging==26.3 \
     --hash=sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79 \
     --hash=sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c
     # via
     #   datasets
     #   huggingface-hub
-    #   langchain-core
-    #   langsmith
     #   litellm
-    #   marshmallow
     #   pytest
 pandas==3.0.6 \
     --hash=sha256:0704044b676496b8350e023b09f174a26772456c974a2b11c36bebb558c9490d \
@@ -2162,91 +1855,6 @@ pandas==3.0.6 \
     --hash=sha256:fb625f426b375bcc96e3a04c5d5d266cd7be6ae5d6866e0e703382ab5164068c \
     --hash=sha256:ff51a4459ed036e93d1eb1bb5e6e7b28685d3cb6b7c12b91c05b31024e234729
     # via datasets
-pillow==13.0.0 \
-    --hash=sha256:02464da86f561f410e13b061ec37c3068a9cb557a095494157742d07b3c24a27 \
-    --hash=sha256:04a63720f79e22fd54d897c233a68314c50ca0603360f54ce2bd5db8f0f43782 \
-    --hash=sha256:05cd2cd39055d0b9650060e4513ef4a9a0aea870083950bd046a0d6490f93a22 \
-    --hash=sha256:06903aac074d00c988e77a1fc435286dc498506d4ca8d6f69df9babddf4ecc15 \
-    --hash=sha256:08b826a9bf1265c76de04a42061d61ea6b109418b7826f28ff1ecdfaa26c5502 \
-    --hash=sha256:0d1a9cf7bc6917538b20f8d06b9ab2147e542f68849e96fc58eb66bdf6acc692 \
-    --hash=sha256:10b5019883c98f1dd819ca48ffc6f33a91cee04948fe637c605f4345c7cafd6f \
-    --hash=sha256:12b0fa15879fe5a9d9eebe66e4e2d74128a773b1a4448010c9c714f45e04b9d8 \
-    --hash=sha256:12fbb851cf323cc19aac3eea1df5ad17b57e91e9fe3cfd06100dba7bb8208c13 \
-    --hash=sha256:149a1c323ba366f90b48e6f1a6db6582eb50512df374588de56fc909abc0f0f3 \
-    --hash=sha256:19b66ca0a4d25cc0200b381ce824c7ea090db61427315e73cfb05dbf1b35c369 \
-    --hash=sha256:1c774b9c0ba0d0b356f71530677b39028878a2cae5a93e0a13779cfd17120f88 \
-    --hash=sha256:20722cd5375533ad754053363a80b8fb30c79d37930a6f7228030e237ce3bd5d \
-    --hash=sha256:20822140c9a2ba9c5e42df342b0a892ab2e102fc0e3db967a133bb9ce3f898bb \
-    --hash=sha256:21c32061a5512dc13f87cc7303e120e4d77c2f70df89a35af0e3ce246e5ac57f \
-    --hash=sha256:2310e2adfc13c6d457d7d0f2ffdd5c56a74a317650cf765887df8d515a647ac0 \
-    --hash=sha256:23edf4ec4b6f4f240e8df6e4985e9ee2ced86474632433e55fb1e2548744bf40 \
-    --hash=sha256:2d50500a4a3bc6469adcdb319cf05d688b08ca3bf0f22a05339f3b25b433a599 \
-    --hash=sha256:2e31c4e68cffd7b1f116127626813b82fcba19edf6b940a7b0c266d6484d0055 \
-    --hash=sha256:34fb3db1149c879343861831728c243c432d4a5afc8f1878ca7612ef8de2a033 \
-    --hash=sha256:37290fbef0c73e2d51d594eb78fded7dc7170d1c3ad0a890269e6fd8c8c4e061 \
-    --hash=sha256:405be6058e206a86fedce2f715ecc2343f94072d7925251632dffa2c05f70dca \
-    --hash=sha256:40a266371ece581e5de13b6635ef78d7487824af80561b6ca27694a88c19bc0f \
-    --hash=sha256:42d63be3af4f9b951b199b0a9d23365d37ab14687e6d77b74940432c8515c4ca \
-    --hash=sha256:44629d4498c9cb6b2051806155f22141df0d8a929c56134b166655232dfb2f8c \
-    --hash=sha256:49c12af515073e9bf511e4ef736743bf70d531a643668722279314b937742ba4 \
-    --hash=sha256:4a25756244bdcce3b50580baadf320fa48297f0eeb8e114ba64139a40d4d0fc8 \
-    --hash=sha256:4bd024d567eca931b668978d672dba914d4b8e2628e2c3073a2ad178de8a2620 \
-    --hash=sha256:4f8db54177035a2b5f717f94475b74907e12a96dc74f6d487f3966b0a4694071 \
-    --hash=sha256:51ebb529fc5e8abdd55302f6c3f8943037348ec2384329a3e55677f69ae2fdfc \
-    --hash=sha256:567f20f1c75897d7663830da6ea8af719e03d712b1d9ee7f813319f9ece42e5a \
-    --hash=sha256:5933fcea5a5ba64c686f55c886a115cbfd92f2900460784a1e79909fdbafd7b6 \
-    --hash=sha256:5bdb38ba220b61b4ec31dd1046dea6b016d3c6850a23f43ed8b58332b2fc668e \
-    --hash=sha256:5f56499c1a74d2b862beb0c33b8016f99d095858455df9d21583bbbc1c15b582 \
-    --hash=sha256:67871a13cf47275201553b536c025da777f997fa562a19eb798af4ad4b97c18f \
-    --hash=sha256:67c8d44ad89fa7eb88de5d6ef6199b1e03dd24974f85a67639fc8badb801fe79 \
-    --hash=sha256:6a0920cb55df5a4d3f6862964908078c0bd59332bdd1bcd20d14e8c70ef27cc5 \
-    --hash=sha256:6bce6a29c3898191f4c9998e4d4e8f69790caeabde46e54da4bc235ce5bde683 \
-    --hash=sha256:6f38f3f885a09cafc93fd667b1173a92f379e43785d635e7983c893f0da319fb \
-    --hash=sha256:73ee25cf8cf8b75d5a5aeed7cb6588f5e5dbfbb0fde51707b630bbb23897645c \
-    --hash=sha256:7b999816b5850a35ada08443e6e03945f1f6488144a83afe2d37b240a552aafa \
-    --hash=sha256:7c88c10dd432f3b39ccdafc9ed81d0c21b8fd634502574da76d1bfa4fe2c76d0 \
-    --hash=sha256:7d5e097eabd5d4915c27ac9f6e9325bb1e01a7c94d7348b5c4451d3fc30e8521 \
-    --hash=sha256:7e91e97a929232cdb828889ee6ad0e48d7f40f4ec38818f4e4a8968b2b1af22e \
-    --hash=sha256:7f6299e494e46253d40c34653cac369412f44ca53b5f85d848d3f95b1ed0546c \
-    --hash=sha256:816752a5ef76a80484c8c441c85593b7ea9304f6231fc5776ad1fbff7e773058 \
-    --hash=sha256:83b37abd87b590acd8f47ca8a61f70893322b11834d36e07c2298dacad4d14d2 \
-    --hash=sha256:8619685cad8efc4c38c66d3b36aad854523297c43d748b3b6f0cc03c90ba3463 \
-    --hash=sha256:8bf295fe459343bc6093c8e5e0df60bfa189e0fcb775a22e2c2488fdeccc6c0d \
-    --hash=sha256:8e459b613cf31f8980f584387b4fe47bf08e076e288d61aa8eba1f7fd4ddbb81 \
-    --hash=sha256:8f36aa77f74b14a2103622b196402c71330e4e7cf4122ee45c854e9a01e0eecf \
-    --hash=sha256:93ff9c9c3663ce23aaa5d0b6b6abac55359e2a0c06c7e30f3771829af816be63 \
-    --hash=sha256:9a635068d9793c7f0d929f39f18b58f1bd86c236e8e7b64167b86af9232ebca0 \
-    --hash=sha256:9dda0788a9932776a75d8bcc020076edc308ce2508b51f6739a45e3158b3fc42 \
-    --hash=sha256:a192360d512305fe92d3053e4f7627bbad1f7708f1f4ad38cccd9336acabe9ad \
-    --hash=sha256:a2a14cd73d5e6c927f644b0110ee81f59c4ef506259ec9183904747f2caacc81 \
-    --hash=sha256:a625df9a2a5597fa5e5266e01aefc82604bb85d291e3547981e863560d75da6c \
-    --hash=sha256:a6aaa7871aebca081eb5c45f83e845bbd9712ae99fa9286dbfdcee835e63f4b4 \
-    --hash=sha256:aa694c49787040943570d61c9b8fc01271bd2a2cfdd55f0d896f8aecdce1a981 \
-    --hash=sha256:adb3c2124c68e480f4632d06cb7caa3b48a51678475f483b4edb1c6dee29ea43 \
-    --hash=sha256:b84be41387fc00db28c13c02e30d42b02d8d8f6a4a741a1aee6012ca7f1f6039 \
-    --hash=sha256:bf97ba1b5542050e9b0c74e632323b6d8136cc99d64e193abebee22fe6013c76 \
-    --hash=sha256:c3bc8ee0271387e0b1e3ad0ff893645990a656e79bf9c42f4f734a3642b11d51 \
-    --hash=sha256:c50c80e3591e5cf9a8dfa6007d4f10732f02e32263850999286e56ccd650cfb2 \
-    --hash=sha256:c6fd031333dedcad7ce3e03d244093f43504f209e86925ebdb2b868fa4037630 \
-    --hash=sha256:c87a04e7f152ee4db5dbe15f0bfa3fe628a1aeedbe66b81c43b87f52c813f9ac \
-    --hash=sha256:cdcd1ba258178f7356d74170c9a81ba4eab6a5d55748bc402a5a2a6fe6be3510 \
-    --hash=sha256:d4737f50d23ddd11d6685faacbb9252887dde0bc7997127757247983d74399d6 \
-    --hash=sha256:d7710eb676e9bb68965cb045be0d333b4c0d7f9dfbaa7fbf121385b1588683d3 \
-    --hash=sha256:d9b0a2bee3f3e03e9f29057aedb807dbf1e1d96ee1b9d0f422d9db6c8583271d \
-    --hash=sha256:e65dd6e75de67b2362a4fa3e16aa627595f65054dc4ec73d64680c84d592fa61 \
-    --hash=sha256:e892354a424b1e82a78ba16785822bdd40de06f19446a3d4a28047df1a4f8932 \
-    --hash=sha256:e8ca8f69b7c77fa96dad99f8638c1fc4f1c0bed4acaa1baf7a3c31bdb80a0ab1 \
-    --hash=sha256:e91c2b1cbeae768c98752e67e717e283d68dae45717b41f2d91eaee648e37b7d \
-    --hash=sha256:e98b4f91f99b24b1da72e10621ba181f7281922384a7403094debb4199de6c00 \
-    --hash=sha256:ef5fe6b7db3f501c56000ba8fe7c7e1a35ca1d45824fbeb95a67daa85cff4dbe \
-    --hash=sha256:f11a3c1358bb3c68012a7b1f41b223c3db9f7bfde90b481df028cfe1c3363313 \
-    --hash=sha256:f391dc92a015c478745192fe4f2e120c2af2aba18d9fe0616341cbf537599806 \
-    --hash=sha256:f7cbb7a64e7ec664775195e4f81923bc8a93d9451b963f844e59118f63147a7a \
-    --hash=sha256:f9bd7d260d986f3553518c5d723544346fa48031f8aef3265d786aeb59845bc0 \
-    --hash=sha256:fc481f742ccda20e9ed760b8f978dff50f2a4e9bc253ac167fb0a05b0783ef52 \
-    --hash=sha256:ff3fe9eb621fbb9db4c4be33ab946f6bac5f98ab50ca8d3260503653656c961b \
-    --hash=sha256:ffea6b2986a797c84b6d1d27d4f43e0b83c73fc16281a930891cd237cf0d08fe
-    # via ragas
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
@@ -2449,18 +2057,9 @@ pydantic==2.13.5 \
     --hash=sha256:346a034f080da3755d8e9cb5e00e8b07de1d39e4f6e2c87d8ab7cafa0b269a73 \
     --hash=sha256:51a9c5f7b2f8e636f04c6cada605d9b6a3bf1348fdf945a3d8869b19bba0ee08
     # via
-    #   anthropic
-    #   instructor
-    #   langchain
-    #   langchain-anthropic
-    #   langchain-classic
-    #   langchain-core
-    #   langgraph
-    #   langsmith
     #   litellm
     #   openai
     #   pydantic-settings
-    #   ragas
 pydantic-core==2.46.5 \
     --hash=sha256:013d6f3483d81e02e7c328831808f336c8596ee33b4bd4026b9ffb1e960b8942 \
     --hash=sha256:03b9666e41e35d8909852ba191a0607520f81b74eaf12ccf8737005dbb313821 \
@@ -2582,15 +2181,11 @@ pydantic-core==2.46.5 \
     --hash=sha256:fc5d783bd4a2387e97b8a2d5ec781cfb92b3d893bf82370548e99db5915935d3 \
     --hash=sha256:fc8515076c11f3cfdf4fb142dcca0fe384b1230a3b5415458ac84f3e0903ec13 \
     --hash=sha256:ff218293c9c806138dca139765e3b067621be52bcd93cdc14c7711be7ddc90a9
-    # via
-    #   instructor
-    #   pydantic
+    # via pydantic
 pydantic-settings==2.15.0 \
     --hash=sha256:0ba092c291c94baceb5eff768aa0d56400a457585bc0175925a5a5510303da42 \
     --hash=sha256:694b793e84f766ba76a90ebdefc01d0a9a045dab0382bee70393da93712ad117
-    # via
-    #   langchain-community
-    #   litellm
+    # via litellm
 pygithub==2.10.0 \
     --hash=sha256:192ada2a76e4afc7d6b37e500c9bfeba1731e6506697445a5ba1c4af8bf0b924 \
     --hash=sha256:90ff24ef1cd1bd57124c2a3869cafee9d7b066909129ecdaba2c2d1903bc118d
@@ -2601,7 +2196,6 @@ pygments==2.21.0 \
     # via
     #   diff-cover
     #   pytest
-    #   rich
 pyjwt==2.15.1 \
     --hash=sha256:42d59d631f7768a1028a64c7ff581a9bf7519804daf91fc5b6c56e30eec5e193 \
     --hash=sha256:4f259e80cdfb6b3fc18a7de51fd1ef9ec79652f25019bae68975ca2468a34df8
@@ -2759,14 +2353,7 @@ pyyaml==6.0.3 \
     #   -r requirements.txt
     #   datasets
     #   huggingface-hub
-    #   langchain-classic
-    #   langchain-community
-    #   langchain-core
     #   litellm
-ragas==0.3.9 \
-    --hash=sha256:1be77af14c7101f26125cc025ff1026f49e2d564162471ae590c3d832527f9c5 \
-    --hash=sha256:7807cfc3f01c0297ef99ab3e6a5f53e7cac0a73267d273273b17871437c55786
-    # via -r requirements.txt
 referencing==0.37.0 \
     --hash=sha256:381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231 \
     --hash=sha256:44aefc3142c5b842538163acb373e24cce6632bd54bdb01b21ad5863489f50d8
@@ -2905,30 +2492,14 @@ regex==2026.9.29 \
     --hash=sha256:fdd88ed5e20b1bcdd234421e454962c971aa44b653bdb7f1ea9ef683e90fb649 \
     --hash=sha256:fe3fa1dd453ed5c7f5ea23a26218329790ed7197a99b90e94330e313959a7f52
     # via
-    #   instructor
+    #   -r requirements.txt
     #   tiktoken
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via
-    #   instructor
-    #   langchain-classic
-    #   langchain-community
-    #   langsmith
     #   pygithub
-    #   requests-toolbelt
     #   tiktoken
-requests-toolbelt==1.0.0 \
-    --hash=sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6 \
-    --hash=sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06
-    # via langsmith
-rich==14.3.4 \
-    --hash=sha256:07e7adb4690f68864777b1450859253bed81a99a31ac321ac1817b2313558952 \
-    --hash=sha256:817e02727f2b25b40ef56f5aa2217f400c8489f79ca8f46ea2b70dd5e14558a9
-    # via
-    #   instructor
-    #   ragas
-    #   typer
 rpds-py==2026.9.1 \
     --hash=sha256:00ba2d8c7dd4ee537978ddf4b3fbd712bef2d8751603f7f3146b3f4287768e25 \
     --hash=sha256:01445c8d194aa032a08e944f16567672da1c62dbdbefd8b6d0693032e290cf68 \
@@ -3065,29 +2636,6 @@ s3transfer==0.19.2 \
     --hash=sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993 \
     --hash=sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25
     # via boto3
-scikit-network==0.33.5 \
-    --hash=sha256:2408d3f4c81256a3193d536aad4a6ffcfbb05d096abe6a9cc0b6b5e275df876d \
-    --hash=sha256:2866b16aed9ef25ba42cb2f2e44ef2ad079337f336ce48d0604b55fa4af87688 \
-    --hash=sha256:3615d073ba9ae1ae30dda2de747474cd23c86cededa82b317471ee9f9bebd1b2 \
-    --hash=sha256:38a5a55f125b9ff574b085994e6374f783469faf1542d140c1630ad2c14127b9 \
-    --hash=sha256:3c4c5400b9477c5538f9b1a5b59f51c16922d05301dbfd684defd97bfe12658e \
-    --hash=sha256:406af38a07ee1d631b62616496013fc5d941fffb5221fdb9e9091b87352a3f0c \
-    --hash=sha256:526490a1e0e8e49ad0f4cca193f581d60082a2fa8c9a825eb0b6936050b0d02b \
-    --hash=sha256:6d001988f07abe03ef4d8189da148968ad520f8cb8666d9ecee0d51c277bd466 \
-    --hash=sha256:6d796382dd914ccaa7d3fb990e148f5f095817690f07119d614f4d5bd63b347e \
-    --hash=sha256:722c15fcede5e07ac008354bbd6ef375e0f5bf1fd52bd40271775997be2fb715 \
-    --hash=sha256:808b625d28005c24b47cbdf65f780a3a355aa4080992e6b78f03434e873d06e6 \
-    --hash=sha256:854d33b2056dff4fca1b956b46955f3d668148ba63c5cc51a5c497e7ee765def \
-    --hash=sha256:8b9338feb0b2bae0f32ddd77453125b4e6c2d365cfb1bb1334b016888466e42f \
-    --hash=sha256:aa8b490a777e081dd6f69627a26b50cc4012f27fff683a1e4828819a88a5dcf2 \
-    --hash=sha256:aac2d3bc14214f02dac300624f5ec2650af9a98b52f304d300f0ec2813a0e544 \
-    --hash=sha256:ae2149d9a280fdc4bbadd5f8a7b17c8af61c054bc3f834792bc61483e6783c12 \
-    --hash=sha256:bfcb4b945286154800eb61998fae85675d9a05ee78e776a82e7d222bf978e171 \
-    --hash=sha256:cea820628f1079fba2489d55e7d93e4b223f69b5efe00cccc919280a3852d7ff \
-    --hash=sha256:ced625228be1632595d11adaf22d61d1d4c788909cd4d8c364e720b2814aac7f \
-    --hash=sha256:eb2770c61eec21e915b3dcac03f36ca5450cb8fe2bb99a8733f7daa37037820e \
-    --hash=sha256:f9f2d98059cd79bdb935ff6a638f1c3a12b0b1cb7ace9e1d3fb35476eeeaabaa
-    # via ragas
 scipy==1.17.1 ; python_full_version < '3.12' \
     --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
     --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
@@ -3153,7 +2701,6 @@ scipy==1.17.1 ; python_full_version < '3.12' \
     # via
     #   -r requirements-test.txt
     #   -r requirements.txt
-    #   scikit-network
 scipy==1.18.1 ; python_full_version >= '3.12' \
     --hash=sha256:011413b7426b75012840e35649e00fe0a2c3bae89fed433876e3a99251572efc \
     --hash=sha256:0ac49ea97594532dd44b7136094d35f5440fa06e6d9c6384a74c01764df388c5 \
@@ -3219,113 +2766,18 @@ scipy==1.18.1 ; python_full_version >= '3.12' \
     # via
     #   -r requirements-test.txt
     #   -r requirements.txt
-    #   scikit-network
-shellingham==1.5.4 \
-    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
-    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
-    # via typer
 six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-smmap==5.0.3 \
-    --hash=sha256:4d9debb8b99007ae47165abc08670bd74cb74b5227dda7f643eccc4e9eb5642c \
-    --hash=sha256:c106e05d5a61449cf6ba9a1e650227ecfb141590d2a98412103ff35d89fc7b2f
-    # via gitdb
 sniffio==1.3.1 \
     --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
     --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
-    # via
-    #   anthropic
-    #   langsmith
-    #   openai
+    # via openai
 sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via hypothesis
-sqlalchemy==2.1.4 \
-    --hash=sha256:07c60abaffb980b7382f2c75be8a5279c2b5df2626a0f5d751dd942799bf3b5c \
-    --hash=sha256:080f8d853aac5bb5620f0ae6f46527397cf18dce0ec2b478b478469ef3cae2c4 \
-    --hash=sha256:0970394ec5d9e397aafc5bc5fa2b7f8b58cb191f2703006b19a96ef4bf00b8d9 \
-    --hash=sha256:0a9a464bc360856b7ea9bf8aa26aab92ca115dd08149cb0e004063d5db13584b \
-    --hash=sha256:0b96edcc2cd60fe1e35f67a46f4eb076e57297841b9eae949ac5f196593f00a7 \
-    --hash=sha256:0d1ca95e42ce3c18818f170b741d30a33b292c6f6b9a202ffd717e28fc99b8c7 \
-    --hash=sha256:0e01a3e199ae219381c4889993c5584b1b905fffe6830f639adb6770036a8913 \
-    --hash=sha256:0f672ed6972164fec94a8f0b21dcf8545080d0727866335fb8adf9f4764ce6ec \
-    --hash=sha256:12642e105b4e0cb2ca8428037368c1cbcded7b9d0344174607174d82b700e1eb \
-    --hash=sha256:14528d37d7d46a92f2a483f188f7fecd86cdd789254a0412b960c9fc5e9efd6d \
-    --hash=sha256:1541ba5bf0f232cd61f9ef3df78c93977c72ba6031506a0e6d057b2a3ddb76e9 \
-    --hash=sha256:1ac64fce94c5b389062d2e3806db5dc780447591e0dfd5ead218c884f0703f2e \
-    --hash=sha256:1d66fdcc5506e0f8bb8d3f4f95125220a7cd6c46e8b1762750f01e9639973dd8 \
-    --hash=sha256:22129e7d00ac66b291840c4dc83a9c497456ab5bffa682dcbfdc2356f9e49e5a \
-    --hash=sha256:283914efed30e4d44301e36ac90ad048570538b8a70f072fe01578d9b205d09c \
-    --hash=sha256:2e1b5343d315b10a4a71da481729f66f830a561595e02b61e8a5a65d658325ac \
-    --hash=sha256:308f96d24e773d64609a2a0d1161a068f9f6e9165523bc4e07aa9c45f0c4213f \
-    --hash=sha256:3341ddc430733cd961bc064889f42712a0b4056733a21c83176842aad67d12a6 \
-    --hash=sha256:343a0493a81278bfe30be1ec81214a55f2f44aaa4662d230be359ab2aa18cc2a \
-    --hash=sha256:346d144e8912ae087b10d3c2081657cb634728600693eee6dbb71d7eb4768101 \
-    --hash=sha256:3c998d70e60fc95e93e5971395818c50f8a34396a6352075256fefac6b5cf81b \
-    --hash=sha256:3d2eacdbeb990b80235763860923c60a8393745b66f7149a734980c65896da72 \
-    --hash=sha256:3d675b0856b6703b29d023517a4c19fecfbb55214ff5c72cd813527e40aed9b4 \
-    --hash=sha256:3e5045fb6aadbb0f978ab9b9d8822f7b7a97d2281814e7d13d791155664eace3 \
-    --hash=sha256:3e5de57c71b3460e2ca6137e82cd3cb8c9f711f301f50d5c77156fdb9c822999 \
-    --hash=sha256:3fd608a06bafa768ad5711df4e17eb058bdc490e9df7d39b12a90947471e8712 \
-    --hash=sha256:418786f05387ddb66ee683a1d016c5a8d9bf7be921e6ee8f285c7b6ac961a731 \
-    --hash=sha256:42c37c06adcecf444e8c981f7e9237a41bdd445c83da0df9e08b4ad958becbbc \
-    --hash=sha256:55072780d1aae84dea443ce27edeb745f6cc4d19ad89416abbb6b49712080e7c \
-    --hash=sha256:596a95611c217cb19c21f02f43c637cb507cab71dcf0467c5c7d98fcdd703007 \
-    --hash=sha256:6005f2f5fcd67fdd721446128e6a2a1d18f77387a604fbd26b0006a086b33096 \
-    --hash=sha256:61a2c48771cf314b6613d327c795902bbc0eb6d6169deb23b35004ba6ad6cc0d \
-    --hash=sha256:63dc25b21fd9a41dc09b7aada4b3b0d97cf4b6414f74bced6ac45326bc799ac9 \
-    --hash=sha256:64d41be1dd88f184de1931f0173f4827122a1b49fd1150656641200c0bdf640c \
-    --hash=sha256:6929a11ad26a91a4efd891c1252b373c2e88f056910b83ec6030ed3f2cbcb734 \
-    --hash=sha256:6c79e0c824d51c586757ecd342160bbdede9010df04bb71b9bbfffd5c7b6ee29 \
-    --hash=sha256:70006e9e6157200b795beeee04bd5cb15bccb40a14de595eb9f5dcf5945ed244 \
-    --hash=sha256:71040390ef01c85e9d26e5c83cb0c5942dcc8725c49186430af160ce2f54234d \
-    --hash=sha256:72e3fa41d1fdab87d4e88bbdd69c9522e2795549fbe7b07bcf4ae9ec175f4b11 \
-    --hash=sha256:778094c83e36c430756a7e1a1ac66fc3cffb2c6a1067958fe6b920abcec7bc5a \
-    --hash=sha256:7a2f6164c0527cd8fc4cea79a5c9d8369ffee417b8ba444a42342f36b91deb75 \
-    --hash=sha256:7b3f58bd26fc010ea28976d401845e4e6ce02e1b7c0288b3ea9c9a3c396f0bcc \
-    --hash=sha256:7bd7ad604487daa7eab8716471c29a7185f17b5287ce73bb7bc79fea050d8cfd \
-    --hash=sha256:8080022e101afb17565dc5a358a165ff4a20cd97b20b4db49ebed66315b3c733 \
-    --hash=sha256:81f802c96dbf96e59c6982fa1b87da7868920fb0c27b9b81e560a62f57c2ccfb \
-    --hash=sha256:82d728075d42bd457d09655cf22e99d772a648c6f67e86743a4f05b7d063ca18 \
-    --hash=sha256:84272f329c15081a1e09b4a7261118b4e8a547f43e00fca98e55bbdf19eff3be \
-    --hash=sha256:89db94855287fdac98d74595cf13ea59fbffa608d6400ff972b0fd4c036d873f \
-    --hash=sha256:93b9416b9011a3b7689a933e04ac9f61d15686b6cb1948ebc1f41467153116c3 \
-    --hash=sha256:948dff080b5ac00c8e63bf9e59fa70e386cca1476f55c672a72b6ec12e5cdb05 \
-    --hash=sha256:963348422b22f760e9462e56bc32bf4d95d224cc5b8c79a3c6e3b786d3d2a2b2 \
-    --hash=sha256:976bd3fecfcfa58d69eab67e76325f564ed775aa0c0accf138ae17324b461431 \
-    --hash=sha256:98f7a4bfeaed3722804f737ae2bd4077b35e57d6f4531fe612bac8160cda5acd \
-    --hash=sha256:a0bb9ee6a38cb36240dc88da11888348f61506047be54de3f09496c3b0ead6f5 \
-    --hash=sha256:a577e2127e52b0fe2bc54c73abb375a20ffe6f59fbc5568ccafc233f5bfcf8ef \
-    --hash=sha256:a64d54015233f824f171009977bfbb6b08bd0347b700cf17cb047ffb94c4148f \
-    --hash=sha256:a6d147c31e189541ae7cd990482c4f960f9e8abce186551225fa355856dbf1a5 \
-    --hash=sha256:acf8982c70471a68aa90d1aba08b48860c55b3357ec84ccb0f09368ead2ce099 \
-    --hash=sha256:b756d74527c56a7e4cfae297f7930c1d75bdf4b23f214c8c13779746d28060cb \
-    --hash=sha256:bab7f51d38766d6a64da2b41976f1b3f9cc2ff37d3f2f63bdbac876199f3a48e \
-    --hash=sha256:bc33d3e59d4e84b8866cc9ba13732585e37212dbe3542cb09f232682b36f47a5 \
-    --hash=sha256:cb2cb98d056e63e353ed697750004e07c79b054d73059ba3184ca3bb07296bea \
-    --hash=sha256:d045e63095828d2f1fd84d499936e6791522c15c390373fc755f118e4040393a \
-    --hash=sha256:d2cb669c6bd1f19caf51db6e3c4fdd4cbb76f9db3ef81c3aeb5e288d9bae101b \
-    --hash=sha256:dffa69d2f3ba1933c1c1882dbef8fb3231b33eb19263e8b8c5cea24995071f06 \
-    --hash=sha256:e2ace725a430e5b303fc3c422196966328ce77fb4fd053ad85572b46ed5fb71a \
-    --hash=sha256:e30524ae24e31d83e1b5f734862882c442f4158e3566f2c5f5e9bd3c659bb517 \
-    --hash=sha256:e3a026436c51f296aa1d01243909a3b76490950e927824b10899a083cc26e7c3 \
-    --hash=sha256:e43fca5fdd5f34a3f8c54107a3648d3139de8bbf596a189f3f0de94bd84949bb \
-    --hash=sha256:ec5d079935f67febe0ab8a3a203ad591b99508adc34ae0027f696dcb20373537 \
-    --hash=sha256:f953be9ba26039a24a5205c65d33518b608ce6f4f0f4e9b9c14eaf42a10dfc52 \
-    --hash=sha256:fba3500e170d25f581e053009edeb0b158116084d91d465de218718d336b67c3
-    # via
-    #   langchain-classic
-    #   langchain-community
-tenacity==9.2.1 \
-    --hash=sha256:9e56f17539296baab7beabb08b92f6ee3d7be92d8be72d763360677c2ad6580e \
-    --hash=sha256:a606b5c808d0cded4a359d5b9932d867ff2a6a6b64d37350260fd01bbdf83839
-    # via
-    #   instructor
-    #   langchain-community
-    #   langchain-core
 tiktoken==0.14.0 \
     --hash=sha256:087538c080e5ff421abd3a0785ed63c5111d06af98e6cd0d374dbe5969147ca3 \
     --hash=sha256:10f31e63e40313f2e518d87f7086cfa44e45f64cc14d8ae14103b41220c30a14 \
@@ -3391,10 +2843,7 @@ tiktoken==0.14.0 \
     --hash=sha256:f3d6cf93fbe2e7117eb7bedca684216fbe328a41f0843ce34245451d8eb2df1c \
     --hash=sha256:f5e7665f6624e052e5e7f6a36919ab69279decdc976d7b16b4fa15e1897d0513 \
     --hash=sha256:f702e0aeeb6506e57687e881c59e844ebe8f0a6a097ddafe20e3ab25f387be4e
-    # via
-    #   langchain-openai
-    #   litellm
-    #   ragas
+    # via litellm
 tokenizers==0.23.2 \
     --hash=sha256:12f0835dc2ee694746a76adf7b1567d4346a4a502ebe93fb1f5f80ea49799b78 \
     --hash=sha256:2e96f5699d5249c9c64aa8412e044f727aae3a4098cf830f9901ec1afc361cde \
@@ -3488,45 +2937,21 @@ tqdm==4.70.1 \
     #   datasets
     #   huggingface-hub
     #   openai
-    #   ragas
-truststore==0.10.4 ; sys_platform != 'emscripten' \
-    --hash=sha256:9d91bd436463ad5e4ee4aba766628dd6cd7010cf3e2461756b3303710eebc301 \
-    --hash=sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981
-    # via
-    #   httpcore2
-    #   httpx2
-typer==0.27.3 \
-    --hash=sha256:d0396f770a560ab1b0a8504e13b5f254b728cedb05c61cf0359e944e50ce8901 \
-    --hash=sha256:e50022f28b82a86313e54501317a1db64bf8f8d036ff8cfe5ca7e47675454aff
-    # via
-    #   instructor
-    #   ragas
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
     --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   aiohttp
     #   aiosignal
-    #   anthropic
     #   anyio
-    #   httpx2
     #   huggingface-hub
-    #   langchain-core
-    #   langchain-protocol
-    #   langsmith
     #   litellm
     #   openai
     #   pydantic
     #   pydantic-core
     #   pygithub
     #   referencing
-    #   sqlalchemy
-    #   typing-inspect
     #   typing-inspection
-typing-inspect==0.9.0 \
-    --hash=sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f \
-    --hash=sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78
-    # via dataclasses-json
 typing-inspection==0.4.4 \
     --hash=sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47 \
     --hash=sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147
@@ -3542,220 +2967,8 @@ urllib3==2.8.0 \
     --hash=sha256:63bf2ead4c879426ebf22ef2a781eeb4aa3b4ae798a0435506f8687fd5bb9b63
     # via
     #   botocore
-    #   instructor
     #   pygithub
     #   requests
-uuid-utils==0.17.1 \
-    --hash=sha256:01d9209d6fed20226af0d29b95c5e253a1907b61f1a00153187ac5412f1df9b6 \
-    --hash=sha256:0721f05b4f10cc7d49d91be65524a3bc6e6a5d88be054cdca05dff487a022091 \
-    --hash=sha256:0956a9422e132c8d4a3d808cc3d754fc8e81d34295a3a202b332c9dce064eda9 \
-    --hash=sha256:10c51d54ecdf0617640e505eae6d2e6443d8e414d4f9d6e8d43949a450c56e6b \
-    --hash=sha256:1a9e8c876a5d6247572e7f8eace39b4de9a91cd1b026e24552ec631c08c91394 \
-    --hash=sha256:1c8124c9b91fa8353d79e4e7bd44ed0f2ae683990c01818199668f7579e236ab \
-    --hash=sha256:1cf7a837c3467f69ba3ef32caa43b1c5f5a462b7d960bcc59083459aed2b4202 \
-    --hash=sha256:297c6be22e0dd0f7d372845b171ffee5657581759982413c0a5b01b900c5f592 \
-    --hash=sha256:2ff6a84cf6a0a28e4a75c7b11f0d52464ddce4b7a0bfcf14c8de2e740299903d \
-    --hash=sha256:304497d360e9ca5b019254bb25a2ee886b66de884aa08a949c8812fe5bf5327f \
-    --hash=sha256:33fa18507488c4dbde9a3969b6483183d934dbf7a7d46aba90bd5d664d4c81ea \
-    --hash=sha256:3404d50a60ec74642fd590b9d639d98770022f4b1ff8a4055b3c70742c85f096 \
-    --hash=sha256:3ca89347a01ddac94727578369feacc0969d9fc033b2c17ff7919121ee441e2f \
-    --hash=sha256:3d6ccaebaa3b2ff2e59d11d70c64e97ba572120162a00c25d6f8e5e0c1004b9a \
-    --hash=sha256:3dd5706a9874799013e82ac567425c535a0a4a7779c8551154915a4ba2fcb1c4 \
-    --hash=sha256:4adbea226bef0c619b33fa257113e36269a475b2c2049f55b8b83b4c6d507a9a \
-    --hash=sha256:4cdcb565ac4d8a005833e7c389867977e19670f1bee6ee9f8811872b86225274 \
-    --hash=sha256:4f04ba62482858a975d1d38cbb5ade181faae59e8ddc1499eacc9b6b6def3115 \
-    --hash=sha256:5141fc9cfc98d3802d6f1c2451e6822bf1d474c9beba7cba0a6fee7643dee46f \
-    --hash=sha256:53abc29fcfa4cdbf53988409f297fce76a8de6ad292115f5e48ff5e9e3606d79 \
-    --hash=sha256:548b33dddedefe5cd02e4ac421b7b3b3ad5411bdbd7f5b5f792d9e7ba288d894 \
-    --hash=sha256:55e2cec52e2c78d94277d4c990badd3ce97f5746d05029e63d81fb2433bc9684 \
-    --hash=sha256:5629c94f65249384314831ca0a95ca5f1dce5bcd5ee79600a5cd31d4f7d0f5f6 \
-    --hash=sha256:586a93993769873c389d38bd9a70c51e228e734e8f78742d959610509635b86b \
-    --hash=sha256:5e1b7aec35ee0dbb3875a3f151866f3362ef30ae5e7f95a42adf8779d305bb47 \
-    --hash=sha256:601d03cce6b8ec3734025c7dca9ab276df1ab649ca7b13d76ea03824724f5108 \
-    --hash=sha256:61378863a5e9410fa6e816364442b9d35cccf94fa83e3f67997d0ff57d901d0e \
-    --hash=sha256:617acaeb2586e87c9bd0c2e192e4f1d33caacaeb7f3e0cc75972bc38e703e099 \
-    --hash=sha256:653bf91ec2d1c3b0f10157815ca58b0b572d15ce17ed0823aae08ff0df207fad \
-    --hash=sha256:66ce3e84067261b2721dde6539427f4eb9286289769332ff07c859a661f87694 \
-    --hash=sha256:66f695b0950a630ce5f287d6d17acd1523e0e071863596bed73a7d11b8334a28 \
-    --hash=sha256:691a9c16db041a8d5c55d6414398b0fc97e33aad41ad3aef67a6f3c0661dcde1 \
-    --hash=sha256:6cca251f83d3ec2988fb7355b52c4b4fd2d96159f6f040e68f51af15fab49540 \
-    --hash=sha256:6ed203ff60932fe5b3a38453945bee4aa8dfb387789fd420698f607786ba42b8 \
-    --hash=sha256:71eabda671e055415ecfa8859364438a575eda84e6f43a513436977d9377b532 \
-    --hash=sha256:71f7ec7a1b54c1f84d6f8fd4e1110a66b3d1b936dbb17cda2927442621fc1e3d \
-    --hash=sha256:738b8fc2062c3dc17f1624af4aa8763bec4172cf295b13ffa3dfad3ddbdb4e0e \
-    --hash=sha256:7558c84414785d6ea54a186a3c68267eb8f33e2a0d792698bd9fa50d62150f77 \
-    --hash=sha256:764e4505821c20f1a45a54e9da076e6a97e4e46947159490aea893dc6b8d77be \
-    --hash=sha256:7970905d66e55f9a52d0e694d306501e8a9468aa99da73867cc1f8eba2817261 \
-    --hash=sha256:7a93b046552730b843e9d8784691cf8b0b3d5430dd9d053ade33383ccb2574ff \
-    --hash=sha256:7a9537e7afe2cd8851e636789124bcc26ff1d671906c5e56f6e8f293fa477ec2 \
-    --hash=sha256:7b296b67bf880085daa11ee496d385b941a3bf3e3d5691db7178d21f18f56f9b \
-    --hash=sha256:7e32ff7bd0fe4fdefce1d95f8f673a9b012286a7f40918ed1c08936d565aac4a \
-    --hash=sha256:7f3deaca1ba34f48da053884c1255c360fb123c4a9bc3815c05a7a8093e0bda5 \
-    --hash=sha256:87b3cccf71cbe4c1fe29eb007005cde2f86fda2549a5f412e27ee8579a264d27 \
-    --hash=sha256:87d818e1fffc39476c7934544f54455ea04c6297fcd983598802e81c746338a0 \
-    --hash=sha256:8d31f5725c874a656fa1b7c8feb20b54b01ea70b200a9ff0568672ad3fc80b85 \
-    --hash=sha256:92e8df2bc6a33229c105ea90839d98576fcecc5cc86fdb1dd772ab10367b744b \
-    --hash=sha256:9700430eb701f18bd995787228c2202a15d9db335e8bf9c583df7eca5487d5ce \
-    --hash=sha256:a0a276738fafcfd63e6a0af944ffb8fb86448fe4cedcf574dd7df1ca13259e22 \
-    --hash=sha256:a140db8866a45b1ce40d91164ff48d2722ffc3b2a39bfdb412bd770c7ea88be3 \
-    --hash=sha256:a3cd9443d0a3b6f631e6352cb9d9c0a9b68d808d71250eb44e7b00265ec382f7 \
-    --hash=sha256:a4f6b05598d0d29e8851b7668786b7cf105c98887c7ca36dac94c61321d16cb1 \
-    --hash=sha256:a550b3963960012ff3266bdb3079abf4cc3f6363201e63a649d5d3cd44fe52cd \
-    --hash=sha256:b1fc79cd8a24bc6c553cd6f708f5ca08c4182914bdcc87192e1e468e9858add3 \
-    --hash=sha256:b2735d128a3732e528229fc24295530caa75e79d5ea7fb0f8690ef3114d9b262 \
-    --hash=sha256:b4edcb1c9e52805a7619d68f8f673544a3df09425e2426bcdc30d17a2bb152e0 \
-    --hash=sha256:b6e71cff84184aa6071fdcc45e288e0f45d663a4cf5608fb9091b68c34bfd959 \
-    --hash=sha256:b7db3135ee5c1e9bbfd4d11cb2e3f2b4c26c37cb1f7b7d52407dbe94dddaec7e \
-    --hash=sha256:b94f1185f64d1fd2fa99ffc0b8264ee5980a862010daf1edf430412044f2aa53 \
-    --hash=sha256:bcf40ae13cf31727b84f00b1a505f1d4d10199bfea946c3554ef327702d2acca \
-    --hash=sha256:c3955fc653dc78a93ecbd880bc97a0ef8010a9a748e6307f11ad005d45390ce5 \
-    --hash=sha256:c3aae364b97bed00db4549784ab5ba769a7b88d0ceea87adb833501624fe16ed \
-    --hash=sha256:cc9da3c0d8208b53c28658340827505af437bff7a52a55fdaa262ccd4c5a5d87 \
-    --hash=sha256:cd347022f67f7fbbd6939181ab076cd17a1d856e09a160eb87e245e692cc5742 \
-    --hash=sha256:cd8043ac6d81b3f3f0dff22247866292c819e0d5e54a5a3ad2223f86f88dbd97 \
-    --hash=sha256:cddf08ed611c2ad1c791d4133dba2c63db4d294b2111e1db687537943cac25ae \
-    --hash=sha256:ce2f65e81429fcb145105a10c71bf2c71ac5cc9c8fc6c79ac3c13b9de091b2ef \
-    --hash=sha256:ce2fd8f8bc0026c0fc137cf5cce9de546ff9e0b4008be3eb21b5a06249eafec1 \
-    --hash=sha256:cf419a23bbeafed0fc8efb4ca5b3e0a8ea4ef4866de41c3393f888bfd5f60e15 \
-    --hash=sha256:d030ce5d3cca0f2f55509035bcd33d39494c50dabb9d53dc0419ad212eb0fd7f \
-    --hash=sha256:d0d847fb9b46b5c208f3b8d5ca6082a4ac819ec2ffe36de3548c489e8fa551bd \
-    --hash=sha256:d365e0c916bd9a4b0b7f67f3305c6704c4ff44ff9da836faf455b8b5dce0399f \
-    --hash=sha256:d45f93f362d39f63ba14bbd9e4e1dd89fbed4de9bbef6bb428a379bd86571da2 \
-    --hash=sha256:d8abfd2ed04af7df7b586621b11449a061b4b899f8b073e972b7282c89ae8335 \
-    --hash=sha256:d9aa5fccd372580d455ab769a60326c789c46027d3d58ff2a895dbc492200b0d \
-    --hash=sha256:de996e58b77d3e6eeee1a209ce93f424a5f021aa8b2879df6d35eda601acc831 \
-    --hash=sha256:dfd27f383ecf1559cc55b6ec39c850744abee56c0549b15149e20a8aa6b881f3 \
-    --hash=sha256:e22cf24db33a123c8e47a86fe766c770c83dedc6d1196c1172cbba0a0959cac0 \
-    --hash=sha256:e698d0ffccf167ece87c864667ab69724685af9e171fc51e57038c9711fd4e0a \
-    --hash=sha256:e9f5e23998625f6dc005a3a30238b4006424e366cb2966ec465e0287ae2534f0 \
-    --hash=sha256:e9ff97bf48606e5d817a01fdd4a4a8855b91382e384f524a960149da00adab5a \
-    --hash=sha256:ea207557393ead4084beb08f0e9c0c944ac2050678714b65ba979fae90cf782e \
-    --hash=sha256:ed6821646e37f49683b3e977f856421c08eb9d03418423ac1477e09d2fb5cf62 \
-    --hash=sha256:ee8dbeb24fa796f091658d5692c0e00f0d524db25e1f7a816933e80b6cd3883c \
-    --hash=sha256:eee4a1df744434e10a0d0a679c074e3128b58328b83c99144e363db320e801f4 \
-    --hash=sha256:f0cb9661bc0883e9278bc2436514298ace83121d14296cc672b2c44d37441cd0 \
-    --hash=sha256:f2e91fef913d654f643ba7e4f92347002aff0debeb84cccaf474912756b43a9c \
-    --hash=sha256:f63557d6e9fe10cb25c1d3e73dbf7cd18c1b1620349b6be6b51ea25fcadf3a1e \
-    --hash=sha256:f85fddf2e5c4f7a30ebdc2b26ec585b9d814d807bcf285d248ae451ffee16a03 \
-    --hash=sha256:f974aa1097b0b8245d8f29550eaac3b431c891ba7c76cc4beaa6ec7bf8cd27b6 \
-    --hash=sha256:f9f9f6835ab3163818156022c627eda60c38c874b369642b249b483384021743 \
-    --hash=sha256:fa1a1c9a72ef9757176c069f7bd8014b7f4abf5f9930ec62b883dc864ba28092
-    # via
-    #   langchain-core
-    #   langsmith
-websockets==16.1.1 \
-    --hash=sha256:01fbdcbac298efe19360b94bc0039c8f746f0220ba570f327577bfee81059175 \
-    --hash=sha256:024193f8551a2b0eafbdd160911012c4e6c228c28430c84433253299a9e42d6a \
-    --hash=sha256:04fd29a0e2fe9414a95b00e92c67ae51bf900c50c0f8a4b2dafdad621f49ea1d \
-    --hash=sha256:056ae37939ed7e9974f364f5864e76e49182622d8f9751ac1903c0d09b013985 \
-    --hash=sha256:0f62863e8a00a6d33c3d6566ec0b89f23787b747ffe0c3bc71ec0e76b82c94b1 \
-    --hash=sha256:0ffd3031ea8bda8d61762e84220186105ba3b748b3c8da2ae4f7816fac03e573 \
-    --hash=sha256:1214e673c404684b9bf7154f5cf43b45025b1a6160fac3a9e438e9c1a97e22cb \
-    --hash=sha256:125f22dbefaf1554fea66fc83851490edb284ce4f501d37ffed2752f418332d9 \
-    --hash=sha256:130937b167a52af203c8d58e78d67705874e82759862e3b9671a452fec4abc87 \
-    --hash=sha256:1427fb4cf0d72f66333e2cacc3ff5f575bf2d7008166ce991a4a470b21d51a22 \
-    --hash=sha256:195c978b065fa40910582464f99d6b15c8b314c68e0546549a55ed83f4735328 \
-    --hash=sha256:1d27fa8462ad6a1cb36206a3d0640b2333340def181fae11ed7f9adeaa5c0747 \
-    --hash=sha256:1db4de4a0e95673f7545d393c49eeb0c2f18ac1ef93073218c79d5cdb2ee75ab \
-    --hash=sha256:1f79c89b5eb034d1722938a891916582f8f7f503f58ca22518a63c3f2cd18499 \
-    --hash=sha256:23253dd5bcae3f9aaee0a1d30967a8dbd52e5d3cff93a2e5b84df57b77d4750d \
-    --hash=sha256:249116b4a76063d930a46391ad56e135c286e4562a18309029fc2c73f4ed4c62 \
-    --hash=sha256:29dfa8114c4a620c69591c5973860f768eac29d3fd6904f37f34266cb219c512 \
-    --hash=sha256:2a606d9c24035242a3e256e9d5b77ed9cd6bccfcb7cf993e5ca3c0f6f68fb6a7 \
-    --hash=sha256:2a636ff1e7a5c4edf71ef0e79adae7f25dba93b4fcbe3dc958733477ffeb0eaf \
-    --hash=sha256:2bb5d041a8307d2e18782e7ce777f6fdb1e8c2f5d09291484b18c294b789d9aa \
-    --hash=sha256:2e28e602bb13da44fbe518c1781a88e3b9d4c3d48d02c9bad83e546164336f57 \
-    --hash=sha256:30bbe120437b5648a77d3519b7024ea09530e0b5b18d3698c5a0ae536fe0cc2e \
-    --hash=sha256:34420aaa64440ebd51ac72ca8a45ef4626429438c9b02e633ae412ed43f925d3 \
-    --hash=sha256:38565aca3e01ea8734e578fb2118dade0ecb0250533f29e22b8d1a7a196cf4d0 \
-    --hash=sha256:387e8e4aa5df2f90b198fa3cad3478822a89cf905b6a6d6c97dc3664689640cc \
-    --hash=sha256:39f2a024af5c345ffe8fcf1ee18c049c024c94df393bb09b044a6917c77bde43 \
-    --hash=sha256:3df13f73af9b3b38ab1195eb299ecb67a4330c911c97ae04043ff74085728abe \
-    --hash=sha256:414e596c75f74e0994084694189d7dc9229fb278e33064d6784b73ffbba3ca31 \
-    --hash=sha256:41c8e77f17294c0ac18008a7309b99b34ee72247ef10b6dff4c3f8b5ac29896b \
-    --hash=sha256:42290eb6db4ccaca7012656738214f8514082fb6fa40cdeb61bb9a471b52e383 \
-    --hash=sha256:42f599f4d48c7e1a3338fdaac3acd075be3b3cf02d4b274f3bf2767aedd3d217 \
-    --hash=sha256:43e3a9fdd7cbf7ba6040c31fae0faf84ca1474fef777c4e37912f1540f854499 \
-    --hash=sha256:443aefe96b7fdb132e2a70806cca1f2af49bb3f28e47abcd7c2e9dcf4d8fa1b8 \
-    --hash=sha256:46dcaa042cd1de6c59e7d9269fa63ff7572b6df40510600b678f0826b3c7af51 \
-    --hash=sha256:496af849a472b531f758dbd4d61338f5000538cb1a7b3d20d9d32a264517f509 \
-    --hash=sha256:49ae99bdfcae803a885c926bf14f886196e84925395bb3f568fef5c0f0979d7d \
-    --hash=sha256:4b57693728576d84ede0a77987ab16881b783d2cd9f1dc180a8fbbc3f79c4428 \
-    --hash=sha256:4e3b680b1e0a27457e727a0d572fd81dffa87b6dbf8b228ab57da64f7d85aead \
-    --hash=sha256:4e8d01cc3bcae7bbf8167f944aeafefed590fae5693552bba9794a9df68371cc \
-    --hash=sha256:5283810d2646741a0d8da2aa733d6aefa0545809afccb2a5d105a26bc45125f1 \
-    --hash=sha256:53260c8930da5771cec89439bff99c20c8cb03ddb9588b980697355a83cd4bd3 \
-    --hash=sha256:536676848fc5961aca9d20389951f59169508f765637a172403dc5434d722fa0 \
-    --hash=sha256:54509b8e92fee4453e152b7558ddef37ce9705a044922f2095a6105e3f80c96f \
-    --hash=sha256:56cd5fc4f10a9ea8aa0804bddb7b42506cf9e136046f3b4c27de8fec9e2ecba5 \
-    --hash=sha256:5bfd1ac19b1b9986a9c95a82d5e23a391ebb09e12c34d7be6094b86efcc35731 \
-    --hash=sha256:5c31aa7e39ee3e8a358573257f1c0bb5c52430d1b637030dd9c8cc2c282926be \
-    --hash=sha256:5e3b7d601f6f84156b08cc4a5e541c2b50ad7b36cfc302b657a12477c904a5df \
-    --hash=sha256:61922544a0587a13fd3f53e4c0e5e606510c7b0d9d22c8444e5fae22a06b38cb \
-    --hash=sha256:6456ff333092d509127d75a638cb411afae8ff17f092635015d1902efec8a293 \
-    --hash=sha256:69159730a823dde3ea8d08783e8d47ef135a6d7e8d44eb127e32b321c9db8e3e \
-    --hash=sha256:69e52d175a0a7d1e13b4b67ad41c560b7d98e8c6f6126eb0bda496c784faf8c7 \
-    --hash=sha256:6aaface73b9c71974c6497366d8b9628357f6c9749e09c4ea3610176c63f2ae3 \
-    --hash=sha256:6abbd3e82c731c8e531714466acd5d87b5e88ac3243465337ba71d68e23ae7e3 \
-    --hash=sha256:6ff9417c0ada4d0f7d212f928303e5579bdf3ace4c802fa4afabb30995da58c3 \
-    --hash=sha256:7421fad442de870a8cbf2287d1cad7e706ece0dbfeba5e911df132cbdc1cb56a \
-    --hash=sha256:7883388947767080f094950b342b30d35a2a06b849cd967c422fa0db72b40ea9 \
-    --hash=sha256:79eace538c6a97e96d0d03d4f9d314f9677f5ed85a8a984992ffd90b13cb8a56 \
-    --hash=sha256:7b1b19636af86a3c7995d4d028dbe376f39b4bf31541146f9c123582a6c94562 \
-    --hash=sha256:7dfcad78ea1492ee3a9ec765cb7f51bbc17d477107aaf6b22abf7b2558d1c5a0 \
-    --hash=sha256:8087e82f842609734c9b5a1330464f8e94e346ba0e18c832c08bafa4b0d63c15 \
-    --hash=sha256:820fb8450edddae3812fd58cbc08e2bf22812cb248ecb5f06dbb82119a56e869 \
-    --hash=sha256:8483c2096363120eea8b07c06ae7304d520f686665fffd4811fad423930a65d7 \
-    --hash=sha256:84a2cef8deffbd9ab8ee0ea546a2a6a7030c28f44e6cdd4547dbfeb489eb8999 \
-    --hash=sha256:86d7f0f8bdb25d2c632b72527325e4776430fd5bc61b9118de4e2b8ddb5f5b01 \
-    --hash=sha256:8fe0b50da2d84535fb4f7b4bfa951280f97ce3d558a0443b541166d609e67b57 \
-    --hash=sha256:90001d893bc368e302ef168d82130b4e4fdd27b85fa094682df9b667c2d48838 \
-    --hash=sha256:9246a0d063cfcbcc85f2359dd6876d681213f4790832272aa16641b4ed5d64d4 \
-    --hash=sha256:92b820d345f7a3fc7b8163949ee92df910f290c3fc517b3d5301c78065adafe1 \
-    --hash=sha256:952303a7318d4cbe1011400839bb2051c9f84fa0a35923267f5daba34b15d458 \
-    --hash=sha256:97fd3a0e8b53efa41970ac1dff3d8cf0d2884cadeb4caaf95db7ad1526926ee3 \
-    --hash=sha256:9c1c5705e314449e3308872fe084b8571ce078ee4fc55a98a769bdefe5917392 \
-    --hash=sha256:9c9f23004a3d40e89c01a7955d186a6cc83418d93b749701944ce2de3e95a1f3 \
-    --hash=sha256:9f63bcef7f4b02b06b35fc01c93b96c43b5e88e1e8868676caacf493d5a31f3a \
-    --hash=sha256:a0eadbbf2c30f01efa58e1f110eb6fa293261f6b0b1aa38f7f48707107690af9 \
-    --hash=sha256:a28fcbc9b6baf54a2e23f8655f308e4ccc6afdd7266f8fe7954f320dcda0f785 \
-    --hash=sha256:a6a61aff018180c9c50b7b0da33bfd29d378af3497429c95006c589a23a11648 \
-    --hash=sha256:aabe464bfd13bd25f4821faf111da6fefdc389f870265a53105580e45b0a2e49 \
-    --hash=sha256:ab59169ace05dcb49a1d4118f0bde139557adf45091bd85747e36bf5de984dd1 \
-    --hash=sha256:b436f6ec4fc3a6b4237c84d3f83170ed2b40bb584222f0ac47a0c8a5921980c7 \
-    --hash=sha256:b6b9dadbef0cccd9f4c4ee96b08898afa73e26803bbe0f6aeb5bb12b0074206d \
-    --hash=sha256:b852788aa51764e2d8e4cf5493d559326bcae5e38d16ba25ffa322b034df272a \
-    --hash=sha256:bae954c382e013d5ea5b190d2830526bfa45ad121c326da0049b8c769f185db6 \
-    --hash=sha256:bcce07e23e5769375158f5efdcdafa8d5cd014b93c6683865b840ed65b96f231 \
-    --hash=sha256:cc97814dfb786a83b6e2dc2e79351e1b83e6d715647d6887fcabd83026417a00 \
-    --hash=sha256:cd2ca96a082a36964aca83e992f72abeb61b7306c1a6cba4c7d06a7b93750cac \
-    --hash=sha256:cfb70b4eb56cac4da0a83588f3ad50d46beb0690391082f3d4e2d488c70b68ea \
-    --hash=sha256:d0fcf657e9f13ff4b177960ab2200237b12994232dfb6df16f1cfe1d4339f93c \
-    --hash=sha256:d14bfb217eb4701e850f1525c9d29d79c44794cdf1c299ead25f39f8c78dea81 \
-    --hash=sha256:d57685547e0060cc6fd90ee6a28405d6bd395e525545f13c8d7cd99c78afd79f \
-    --hash=sha256:d6bec75c290fe484a8ba4cacdf838501e17c06ecfbbf31eede81a9e431bd7751 \
-    --hash=sha256:d9531d9cbeac99af6f038fb1bc351403531f7d634a2c2e10e2f7c854c6ed5b68 \
-    --hash=sha256:da4ca1a9d72f9030b3146b8d7022719a9f3d478f61efe6f7dd51d243f61c51b2 \
-    --hash=sha256:dab9eb87869da2d6ed3af3f3adf28414baae6ec9d4df355ffc18889132f3436c \
-    --hash=sha256:db234eda965dcce15df96bb9709f587cd87d4d52aaf0e80e2f34ec04c7670c57 \
-    --hash=sha256:dc0fad4933f427acd5b1cec210f3ea6dce7089e1724e4b9ec6ef47c6c04d1b3b \
-    --hash=sha256:dc385593a42e31cd6fb60c19f0ecb015b386603818fc2c6c274fb42bd2bb4165 \
-    --hash=sha256:dcc04fedf83effaeb9cce98abc9469bb1b42ef85f03e01c8c1f4438ef7555737 \
-    --hash=sha256:e047dc87ef7ca50f4d309bf775ad4a71711c58556d75d7bd0604b2317f43e94b \
-    --hash=sha256:e09f753a169951eb4f28c2c774f71069304f66e7277e0f5a2892423599cfa854 \
-    --hash=sha256:ed5bb271084b46530ee2ddc0410537a9961152c5ccba2fc98c5276d992ccba87 \
-    --hash=sha256:f0aa4aad3b1b69ad3fd85a0fd0952ec64331c762bd77ec51cc814170873890b2 \
-    --hash=sha256:f17dbe07eb3ea7f99e4df9b7e0efefe80fbf30d37a8cc4d561a0aed310bc8847 \
-    --hash=sha256:f2769a0344a09e9ccf5b3cce538bc75a51b53eff3275d3896310c8552049195d \
-    --hash=sha256:f55f0b01956a094c8587146d9558c91937e78789c333860ffaf35931a6e5dbc4 \
-    --hash=sha256:f5d497865f05bb222cab7016c6034542e84e5f29f49c6fd3f4939cda7197b5b8 \
-    --hash=sha256:f70541f3104339f59f830522d94ebadb1bf47426287381623443d8bb1cdbf33d \
-    --hash=sha256:fb9a0a6dc3d1b3986cb88091b6899f0396651e0f74e2c9766ab8d6ffc3842e29 \
-    --hash=sha256:fce6c48559c86d1ac3632ccb1bebc7d5442fbe79bd9bb0e40379ee54be2a4051 \
-    --hash=sha256:fd46fff7eb62c24804d234f0051c7a8ea81285ad63e0337d3dcf33ca82aee58a
-    # via
-    #   langgraph-sdk
-    #   langsmith
 xxhash==4.0.1 \
     --hash=sha256:0163b5d259de23ae9e07b7eabf435ce4704f6f205589a2b154e6af4be985ce1b \
     --hash=sha256:03600a8987849b2bef7be795a60a6052b635c63fa98b718b08ca5ee823691cfc \
@@ -3971,10 +3184,7 @@ xxhash==4.0.1 \
     --hash=sha256:fc737c05ca2d48e5dcdbbb249314df3fc6c2a0be6da8b0aa28e13d72afaad7cd \
     --hash=sha256:ff48915bf1871a1f19f74c11834c6329443d306cedc0c05fe7fe617810422a80 \
     --hash=sha256:ffa44b4c7c5d0ffa31356b4428659516c0e47647825c74079a296b3857b6d99d
-    # via
-    #   datasets
-    #   langgraph
-    #   langsmith
+    # via datasets
 yarl==1.25.1 \
     --hash=sha256:0136d640dfa9b0523853e411430a99f8a91eca85774c6420285a33b755bc6de3 \
     --hash=sha256:03dd38de09bc213e9a8b29761eec33ee1d5318dac0e49d8af36e4d27830e23a7 \
@@ -4119,104 +3329,3 @@ zipp==4.1.1 \
     --hash=sha256:7ebb7a44c021b29fd8dbd7cce6812d0d7b5b454521f93cc71af6ccd155aaa70b \
     --hash=sha256:8979f52d874162f485ff2981e3891f3a3317b7a3dd43ff1e1775b9304f307a9c
     # via importlib-metadata
-zstandard==0.25.0 \
-    --hash=sha256:011d388c76b11a0c165374ce660ce2c8efa8e5d87f34996aa80f9c0816698b64 \
-    --hash=sha256:01582723b3ccd6939ab7b3a78622c573799d5d8737b534b86d0e06ac18dbde4a \
-    --hash=sha256:05353cef599a7b0b98baca9b068dd36810c3ef0f42bf282583f438caf6ddcee3 \
-    --hash=sha256:05df5136bc5a011f33cd25bc9f506e7426c0c9b3f9954f056831ce68f3b6689f \
-    --hash=sha256:06acb75eebeedb77b69048031282737717a63e71e4ae3f77cc0c3b9508320df6 \
-    --hash=sha256:07b527a69c1e1c8b5ab1ab14e2afe0675614a09182213f21a0717b62027b5936 \
-    --hash=sha256:0bbc9a0c65ce0eea3c34a691e3c4b6889f5f3909ba4822ab385fab9057099431 \
-    --hash=sha256:0be7622c37c183406f3dbf0cba104118eb16a4ea7359eeb5752f0794882fc250 \
-    --hash=sha256:106281ae350e494f4ac8a80470e66d1fe27e497052c8d9c3b95dc4cf1ade81aa \
-    --hash=sha256:10ef2a79ab8e2974e2075fb984e5b9806c64134810fac21576f0668e7ea19f8f \
-    --hash=sha256:1673b7199bbe763365b81a4f3252b8e80f44c9e323fc42940dc8843bfeaf9851 \
-    --hash=sha256:172de1f06947577d3a3005416977cce6168f2261284c02080e7ad0185faeced3 \
-    --hash=sha256:181eb40e0b6a29b3cd2849f825e0fa34397f649170673d385f3598ae17cca2e9 \
-    --hash=sha256:1869da9571d5e94a85a5e8d57e4e8807b175c9e4a6294e3b66fa4efb074d90f6 \
-    --hash=sha256:19796b39075201d51d5f5f790bf849221e58b48a39a5fc74837675d8bafc7362 \
-    --hash=sha256:1cd5da4d8e8ee0e88be976c294db744773459d51bb32f707a0f166e5ad5c8649 \
-    --hash=sha256:1f3689581a72eaba9131b1d9bdbfe520ccd169999219b41000ede2fca5c1bfdb \
-    --hash=sha256:1f830a0dac88719af0ae43b8b2d6aef487d437036468ef3c2ea59c51f9d55fd5 \
-    --hash=sha256:223415140608d0f0da010499eaa8ccdb9af210a543fac54bce15babbcfc78439 \
-    --hash=sha256:22a06c5df3751bb7dc67406f5374734ccee8ed37fc5981bf1ad7041831fa1137 \
-    --hash=sha256:22a086cff1b6ceca18a8dd6096ec631e430e93a8e70a9ca5efa7561a00f826fa \
-    --hash=sha256:23ebc8f17a03133b4426bcc04aabd68f8236eb78c3760f12783385171b0fd8bd \
-    --hash=sha256:25f8f3cd45087d089aef5ba3848cd9efe3ad41163d3400862fb42f81a3a46701 \
-    --hash=sha256:2b6bd67528ee8b5c5f10255735abc21aa106931f0dbaf297c7be0c886353c3d0 \
-    --hash=sha256:2e54296a283f3ab5a26fc9b8b5d4978ea0532f37b231644f367aa588930aa043 \
-    --hash=sha256:3756b3e9da9b83da1796f8809dd57cb024f838b9eeafde28f3cb472012797ac1 \
-    --hash=sha256:37daddd452c0ffb65da00620afb8e17abd4adaae6ce6310702841760c2c26860 \
-    --hash=sha256:3a39c94ad7866160a4a46d772e43311a743c316942037671beb264e395bdd611 \
-    --hash=sha256:3b870ce5a02d4b22286cf4944c628e0f0881b11b3f14667c1d62185a99e04f53 \
-    --hash=sha256:3c83b0188c852a47cd13ef3bf9209fb0a77fa5374958b8c53aaa699398c6bd7b \
-    --hash=sha256:4203ce3b31aec23012d3a4cf4a2ed64d12fea5269c49aed5e4c3611b938e4088 \
-    --hash=sha256:457ed498fc58cdc12fc48f7950e02740d4f7ae9493dd4ab2168a47c93c31298e \
-    --hash=sha256:474d2596a2dbc241a556e965fb76002c1ce655445e4e3bf38e5477d413165ffa \
-    --hash=sha256:4b14abacf83dfb5c25eb4e4a79520de9e7e205f72c9ee7702f91233ae57d33a2 \
-    --hash=sha256:4b6d83057e713ff235a12e73916b6d356e3084fd3d14ced499d84240f3eecee0 \
-    --hash=sha256:4d441506e9b372386a5271c64125f72d5df6d2a8e8a2a45a0ae09b03cb781ef7 \
-    --hash=sha256:4f187a0bb61b35119d1926aee039524d1f93aaf38a9916b8c4b78ac8514a0aaf \
-    --hash=sha256:51526324f1b23229001eb3735bc8c94f9c578b1bd9e867a0a646a3b17109f388 \
-    --hash=sha256:53e08b2445a6bc241261fea89d065536f00a581f02535f8122eba42db9375530 \
-    --hash=sha256:53f94448fe5b10ee75d246497168e5825135d54325458c4bfffbaafabcc0a577 \
-    --hash=sha256:5a56ba0db2d244117ed744dfa8f6f5b366e14148e00de44723413b2f3938a902 \
-    --hash=sha256:5f1ad7bf88535edcf30038f6919abe087f606f62c00a87d7e33e7fc57cb69fcc \
-    --hash=sha256:5f5e4c2a23ca271c218ac025bd7d635597048b366d6f31f420aaeb715239fc98 \
-    --hash=sha256:6a573a35693e03cf1d67799fd01b50ff578515a8aeadd4595d2a7fa9f3ec002a \
-    --hash=sha256:6c0e5a65158a7946e7a7affa6418878ef97ab66636f13353b8502d7ea03c8097 \
-    --hash=sha256:6dffecc361d079bb48d7caef5d673c88c8988d3d33fb74ab95b7ee6da42652ea \
-    --hash=sha256:7030defa83eef3e51ff26f0b7bfb229f0204b66fe18e04359ce3474ac33cbc09 \
-    --hash=sha256:7149623bba7fdf7e7f24312953bcf73cae103db8cae49f8154dd1eadc8a29ecb \
-    --hash=sha256:72d35d7aa0bba323965da807a462b0966c91608ef3a48ba761678cb20ce5d8b7 \
-    --hash=sha256:75ffc32a569fb049499e63ce68c743155477610532da1eb38e7f24bf7cd29e74 \
-    --hash=sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b \
-    --hash=sha256:78228d8a6a1c177a96b94f7e2e8d012c55f9c760761980da16ae7546a15a8e9b \
-    --hash=sha256:7b3c3a3ab9daa3eed242d6ecceead93aebbb8f5f84318d82cee643e019c4b73b \
-    --hash=sha256:809c5bcb2c67cd0ed81e9229d227d4ca28f82d0f778fc5fea624a9def3963f91 \
-    --hash=sha256:81dad8d145d8fd981b2962b686b2241d3a1ea07733e76a2f15435dfb7fb60150 \
-    --hash=sha256:85304a43f4d513f5464ceb938aa02c1e78c2943b29f44a750b48b25ac999a049 \
-    --hash=sha256:89c4b48479a43f820b749df49cd7ba2dbc2b1b78560ecb5ab52985574fd40b27 \
-    --hash=sha256:8e735494da3db08694d26480f1493ad2cf86e99bdd53e8e9771b2752a5c0246a \
-    --hash=sha256:913cbd31a400febff93b564a23e17c3ed2d56c064006f54efec210d586171c00 \
-    --hash=sha256:9174f4ed06f790a6869b41cba05b43eeb9a35f8993c4422ab853b705e8112bbd \
-    --hash=sha256:9300d02ea7c6506f00e627e287e0492a5eb0371ec1670ae852fefffa6164b072 \
-    --hash=sha256:933b65d7680ea337180733cf9e87293cc5500cc0eb3fc8769f4d3c88d724ec5c \
-    --hash=sha256:9654dbc012d8b06fc3d19cc825af3f7bf8ae242226df5f83936cb39f5fdc846c \
-    --hash=sha256:98750a309eb2f020da61e727de7d7ba3c57c97cf6213f6f6277bb7fb42a8e065 \
-    --hash=sha256:99c0c846e6e61718715a3c9437ccc625de26593fea60189567f0118dc9db7512 \
-    --hash=sha256:a1a4ae2dec3993a32247995bdfe367fc3266da832d82f8438c8570f989753de1 \
-    --hash=sha256:a3f79487c687b1fc69f19e487cd949bf3aae653d181dfb5fde3bf6d18894706f \
-    --hash=sha256:a4089a10e598eae6393756b036e0f419e8c1d60f44a831520f9af41c14216cf2 \
-    --hash=sha256:a51ff14f8017338e2f2e5dab738ce1ec3b5a851f23b18c1ae1359b1eecbee6df \
-    --hash=sha256:a5a419712cf88862a45a23def0ae063686db3d324cec7edbe40509d1a79a0aab \
-    --hash=sha256:a9ec8c642d1ec73287ae3e726792dd86c96f5681eb8df274a757bf62b750eae7 \
-    --hash=sha256:aaf21ba8fb76d102b696781bddaa0954b782536446083ae3fdaa6f16b25a1c4b \
-    --hash=sha256:ab85470ab54c2cb96e176f40342d9ed41e58ca5733be6a893b730e7af9c40550 \
-    --hash=sha256:b9af1fe743828123e12b41dd8091eca1074d0c1569cc42e6e1eee98027f2bbd0 \
-    --hash=sha256:bfc4e20784722098822e3eee42b8e576b379ed72cca4a7cb856ae733e62192ea \
-    --hash=sha256:bfd06b1c5584b657a2892a6014c2f4c20e0db0208c159148fa78c65f7e0b0277 \
-    --hash=sha256:c19bcdd826e95671065f8692b5a4aa95c52dc7a02a4c5a0cac46deb879a017a2 \
-    --hash=sha256:c2ba942c94e0691467ab901fc51b6f2085ff48f2eea77b1a48240f011e8247c7 \
-    --hash=sha256:c8e167d5adf59476fa3e37bee730890e389410c354771a62e3c076c86f9f7778 \
-    --hash=sha256:ca54090275939dc8ec5dea2d2afb400e0f83444b2fc24e07df7fdef677110859 \
-    --hash=sha256:d7541afd73985c630bafcd6338d2518ae96060075f9463d7dc14cfb33514383d \
-    --hash=sha256:d8c56bb4e6c795fc77d74d8e8b80846e1fb8292fc0b5060cd8131d522974b751 \
-    --hash=sha256:da469dc041701583e34de852d8634703550348d5822e66a0c827d39b05365b12 \
-    --hash=sha256:daab68faadb847063d0c56f361a289c4f268706b598afbf9ad113cbe5c38b6b2 \
-    --hash=sha256:e05ab82ea7753354bb054b92e2f288afb750e6b439ff6ca78af52939ebbc476d \
-    --hash=sha256:e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0 \
-    --hash=sha256:e29f0cf06974c899b2c188ef7f783607dbef36da4c242eb6c82dcd8b512855e3 \
-    --hash=sha256:e59fdc271772f6686e01e1b3b74537259800f57e24280be3f29c8a0deb1904dd \
-    --hash=sha256:e7360eae90809efd19b886e59a09dad07da4ca9ba096752e61a2e03c8aca188e \
-    --hash=sha256:e96594a5537722fdfb79951672a2a63aec5ebfb823e7560586f7484819f2a08f \
-    --hash=sha256:ea9d54cc3d8064260114a0bbf3479fc4a98b21dffc89b3459edd506b69262f6e \
-    --hash=sha256:ec996f12524f88e151c339688c3897194821d7f03081ab35d31d1e12ec975e94 \
-    --hash=sha256:f27662e4f7dbf9f9c12391cb37b4c4c3cb90ffbd3b1fb9284dadbbb8935fa708 \
-    --hash=sha256:f373da2c1757bb7f1acaf09369cdc1d51d84131e50d5fa9863982fd626466313 \
-    --hash=sha256:f5aeea11ded7320a84dcdd62a3d95b5186834224a9e55b92ccae35d21a8b63d4 \
-    --hash=sha256:f604efd28f239cc21b3adb53eb061e2a205dc164be408e553b41ba2ffe0ca15c \
-    --hash=sha256:f67e8f1a324a900e75b5e28ffb152bcac9fbed1cc7b43f99cd90f395c4375344 \
-    --hash=sha256:fd7a5004eb1980d3cefe26b2685bcb0b17989901a70a1040d1ac86f1d898c551 \
-    --hash=sha256:ffef5a74088f1e09947aecf91011136665152e0b4b359c42be3373897fb39b01
-    # via langsmith
diff --git a/dokimi/requirements.txt b/dokimi/requirements.txt
index 104c58ccf..91b87c8a6 100644
--- a/dokimi/requirements.txt
+++ b/dokimi/requirements.txt
@@ -1,13 +1,7 @@
 # Copyright (C) 2026 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
-ragas>=0.3.0,<0.4
-# Every ragas release imports langchain_community.chat_models.vertexai, which 0.4.2 removed.
-langchain-community<0.4.2
-# eval ragas wraps the judge in ChatOpenAI or ChatAnthropic, typed as langchain-core's BaseChatModel.
-langchain-anthropic>=1.0,<2
-langchain-openai>=1.0,<2
-langchain-core>=1.0,<2
+# ragas and langchain are the optional `[ragas]` extra in pyproject.toml.
 datasets>=2.20,<6
 openai>=1.51,<3
 PyYAML>=6.0.1,<7
diff --git a/dokimi/tests/test_dependency_locks.py b/dokimi/tests/test_dependency_locks.py
index 52b05ec78..86b171a13 100644
--- a/dokimi/tests/test_dependency_locks.py
+++ b/dokimi/tests/test_dependency_locks.py
@@ -187,12 +187,11 @@ def test_tools_lock_exempts_only_pins_younger_than_the_cooldown() -> None:
 
 
 def test_main_lock_exempts_only_security_bumps_younger_than_the_cooldown() -> None:
-    """gitpython 3.2.1 fixes CVE-2026-114145, certifi 2026.10.19 fixes GHSA-6q48-6c7w-9gw2, and
-    pillow 13.0.0 fixes the eight CVEs `pip-audit` reported on 2026-10-20. Drop each exemption once
-    its release is 7 days old."""
+    """certifi 2026.10.19 fixes GHSA-6q48-6c7w-9gw2. Drop the exemption once its release is 7 days
+    old. gitpython and pillow left the lock with ragas, and their exemptions with them."""
     cmd = header_command("requirements.lock.txt")
     exempt = {a.split("=", 1)[1] for a in cmd if a.startswith("--exclude-newer-package=")}
-    assert exempt == {"gitpython=false", "certifi=false", "pillow=false"}, exempt
+    assert exempt == {"certifi=false"}, exempt
 
 
 def test_the_published_package_builds_with_the_locked_backend() -> None:
diff --git a/dokimi/tests/test_model_defaults.py b/dokimi/tests/test_model_defaults.py
index f41b04a5e..300644e76 100644
--- a/dokimi/tests/test_model_defaults.py
+++ b/dokimi/tests/test_model_defaults.py
@@ -132,9 +132,12 @@ def chat(family):
     openai_mod.ChatOpenAI = chat("openai")
     anthropic_mod = types.ModuleType("langchain_anthropic")
     anthropic_mod.ChatAnthropic = chat("anthropic")
+    core_models = types.ModuleType("langchain_core.language_models")
+    core_models.BaseChatModel = object
     monkeypatch.setitem(sys.modules, "ragas.llms", ragas_llms)
     monkeypatch.setitem(sys.modules, "langchain_openai", openai_mod)
     monkeypatch.setitem(sys.modules, "langchain_anthropic", anthropic_mod)
+    monkeypatch.setitem(sys.modules, "langchain_core.language_models", core_models)
 
     evaluator = RagasEvaluator.__new__(RagasEvaluator)
     evaluator.llm_model, evaluator.provider, evaluator.api_key = "gemini-x", "google", None
diff --git a/dokimi/tests/test_ragas_runtime.py b/dokimi/tests/test_ragas_runtime.py
index ba0eb4d25..fac203366 100644
--- a/dokimi/tests/test_ragas_runtime.py
+++ b/dokimi/tests/test_ragas_runtime.py
@@ -13,6 +13,7 @@
 from __future__ import annotations
 
 import argparse
+import importlib.util
 import os
 import subprocess
 import sys
@@ -36,6 +37,12 @@
 
 
 def test_ragas_imports_and_evaluator_builds_from_installed_deps():
+    # The lock leaves the `[ragas]` extra out; test-latest installs it and sets
+    # DOKIMI_REQUIRE_RAGAS=1, so there a missing ragas fails instead of skipping.
+    if importlib.util.find_spec("ragas") is None:
+        if os.environ.get("DOKIMI_REQUIRE_RAGAS") == "1":
+            pytest.fail("DOKIMI_REQUIRE_RAGAS=1 but ragas is not installed")
+        pytest.skip("the [ragas] extra is not installed")
     proc = subprocess.run(
         [sys.executable, "-c", _PROBE],
         cwd=REPO,
@@ -47,6 +54,21 @@ def test_ragas_imports_and_evaluator_builds_from_installed_deps():
     assert proc.returncode == 0, proc.stderr[-3000:]
 
 
+def test_the_real_import_check_fails_instead_of_skipping_when_ragas_is_required(monkeypatch):
+    monkeypatch.setattr(importlib.util, "find_spec", lambda name: None)
+    outcomes = (pytest.fail.Exception, pytest.skip.Exception)
+    # Catch both: a skip that escapes here would skip this test too, and CI stays green.
+    monkeypatch.setenv("DOKIMI_REQUIRE_RAGAS", "1")
+    with pytest.raises(outcomes) as required:
+        test_ragas_imports_and_evaluator_builds_from_installed_deps()
+    assert required.type is pytest.fail.Exception
+    assert "DOKIMI_REQUIRE_RAGAS=1" in str(required.value)
+    monkeypatch.delenv("DOKIMI_REQUIRE_RAGAS")
+    with pytest.raises(outcomes) as optional:
+        test_ragas_imports_and_evaluator_builds_from_installed_deps()
+    assert optional.type is pytest.skip.Exception
+
+
 def test_ragas_without_the_extra_exits_with_the_install_command(monkeypatch, tmp_path):
     from dokimi.commands.evaluate import _run_ragas_eval