chore(docs): update juniper-ml notes links for the notes/ naming migration (juniper-ml#620)

.markdownlint.yaml

@@ -3,7 +3,7 @@
 # Mirrors the shared juniper-ml config (line-length 512, lenient
 # ordered-list and emphasis rules). Aligned with the rest of the
 # Juniper ecosystem per
-# juniper-ml/notes/CI_PIPELINE_ALIGNMENT_PLAN_2026-04-29.md.
+# juniper-ml/notes/JUNIPER_2026-04-29_JUNIPER-ECOSYSTEM_CI-PIPELINE-ALIGNMENT-PLAN.md.
 # Rule reference: https://github.com/DavidAnson/markdownlint/blob/main/doc/Rules.md
 
 # MD029/ol-prefix: Allow any ordered list prefix style

AGENTS.md

@@ -5,7 +5,7 @@
 **Author**: Paul Calnon
 **License**: MIT License
 **Version**: 0.9.0
-**Last Updated**: 2026-06-22
+**Last Updated**: 2026-07-04
 
 ---
 
@@ -217,7 +217,7 @@ For any new `prometheus_client` `Counter` / `Gauge` / `Histogram` / `Summary` /
 - `register_info_or_update(name, description, **labels)` — sugar for the `Info` two-step register-then-`.info({...})` pattern.
 - `lazy_register_or_reuse(...)` — for the lazy-init-with-`None`-sentinel pattern.
 
-Tests touching these collectors should use `juniper_observability.testing.reset_prometheus_registry`. Existing examples in this repo: `juniper_data/api/observability.py:_ensure_dataset_metrics`. See [the design doc in juniper-ml](https://github.com/pcalnon/juniper-ml/blob/main/notes/observability/REGISTER_OR_REUSE_HELPER_DESIGN_2026-05-05.md) for the rationale.
+Tests touching these collectors should use `juniper_observability.testing.reset_prometheus_registry`. Existing examples in this repo: `juniper_data/api/observability.py:_ensure_dataset_metrics`. See [the design doc in juniper-ml](https://github.com/pcalnon/juniper-ml/blob/main/notes/observability/JUNIPER_2026-05-05_JUNIPER-ML_REGISTER-OR-REUSE-HELPER-DESIGN.md) for the rationale.
 
 ---
 

CHANGELOG.md

@@ -156,7 +156,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
   also passed into `set_build_info(...)` (Prometheus `juniper_data_build` Info
   metric) and the shared `ReadinessResponse`. Foundation for the ecosystem
   stale-image-detection effort — see juniper-ml
-  [`notes/BUILD_PROVENANCE_DESIGN_2026-06-14.md`](https://github.com/pcalnon/juniper-ml/blob/main/notes/BUILD_PROVENANCE_DESIGN_2026-06-14.md).
+  [`notes/BUILD_PROVENANCE_DESIGN_2026-06-14.md`](https://github.com/pcalnon/juniper-ml/blob/main/notes/JUNIPER_2026-06-14_JUNIPER-ECOSYSTEM_BUILD-PROVENANCE-DESIGN.md).
   Requires `juniper-observability>=0.4.0`.
 
 - **Equities S&P 500 time-series generator** (`equities`): new dataset

docs/ci_cd/CICD_MANUAL.md

@@ -342,7 +342,7 @@ The `required-checks` job in ci.yml acts as the merge quality gate. All of these
 4. **PyPI stage**: Same process, requires manual reviewer approval
 5. Approve the PyPI deployment via GitHub environment approval or `gh api`
 
-See [PyPI Publishing Procedure](../../../juniper-ml/notes/PYPI-PUBLISH-PROCEDURE.md) for ecosystem-wide publishing lessons.
+See [PyPI Publishing Procedure](../../../juniper-ml/notes/JUNIPER_2026-06-18_JUNIPER-ECOSYSTEM_PYPI-PUBLISH-PROCEDURE.md) for ecosystem-wide publishing lessons.
 
 ---
 

juniper_data/generators/_sequence.py

@@ -17,7 +17,7 @@
 The companion property test ``tests/unit/test_sequence_windowing_leakage.py``
 pins the invariants (I1-I5) so a future vectorized rewrite cannot silently
 reintroduce either leak. See the design note
-``juniper-ml/notes/JUNIPER_RECURSE_DELTA_T_HANDLING_2026-06-05.md`` -- §6.3 (this
+``juniper-ml/notes/JUNIPER_2026-06-05_JUNIPER-RECURRENCE_RECURSE-DELTA-T-HANDLING.md`` -- §6.3 (this
 implementation), §6.1 (the key contract), and §7 (leakage analysis + invariants).
 
 This module depends only on numpy and the core split helper, so it can be reused

juniper_data/generators/_synthetic.py

@@ -12,7 +12,7 @@
 
 Unlike ``equities`` / ``equities_seq`` these have no optional extra -- they are
 pure numpy, so they are the zero-dependency smoke datasets for the 3-D sequence
-contract. See ``juniper-ml/notes/JUNIPER_RECURSE_MODEL_DESIGN_AND_PLAN_2026-05-31.md``
+contract. See ``juniper-ml/notes/JUNIPER_2026-05-31_JUNIPER-RECURRENCE_RECURSE-MODEL-DESIGN-AND-PLAN.md``
 ([OQ-5]) and the WS-4 follow-up tracker juniper-data#179 §A.
 """
 

juniper_data/generators/equities_seq/generator.py

@@ -17,7 +17,7 @@
 regression target -- raw close / return / log-return, per ``regression_target``).
 ``full`` is each ticker's train windows followed by its test windows.
 
-See ``juniper-ml/notes/JUNIPER_RECURSE_DELTA_T_HANDLING_2026-06-05.md`` §3
+See ``juniper-ml/notes/JUNIPER_2026-06-05_JUNIPER-RECURRENCE_RECURSE-DELTA-T-HANDLING.md`` §3
 (schema delta) and §6 (the dt / observed_mask contract).
 """
 

juniper_data/tests/unit/test_sequence_windowing_leakage.py

@@ -7,7 +7,7 @@
 concat-then-slide windower fails I1/I2; the per-entity construction makes both
 structural, and these properties pin them so a future vectorized rewrite cannot
 silently reintroduce either leak. See
-``juniper-ml/notes/JUNIPER_RECURSE_DELTA_T_HANDLING_2026-06-05.md`` §7.
+``juniper-ml/notes/JUNIPER_2026-06-05_JUNIPER-RECURRENCE_RECURSE-DELTA-T-HANDLING.md`` §7.
 """
 
 # Project:       Juniper

notes/releases/RELEASE_NOTES_v0.9.0.md

@@ -133,5 +133,5 @@ None known at time of release.
 ## Links
 
 - [Full Changelog](../../CHANGELOG.md)
-- [DP-3 readout-spectrum design](https://github.com/pcalnon/juniper-ml/blob/main/notes/JUNIPER_RECURRENCE_DP3_READOUT_SPECTRUM_DESIGN_2026-06-20.md)
+- [DP-3 readout-spectrum design](https://github.com/pcalnon/juniper-ml/blob/main/notes/JUNIPER_2026-06-20_JUNIPER-RECURRENCE_DP3-READOUT-SPECTRUM-DESIGN.md)
 - [Previous Release](RELEASE_NOTES_v0.8.0.md)