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Plan 2. Wire DoclingVLMExtractor into batched/async ingestion (ingestion/batch.py + jobs/) with page-batched extraction
+ progress, so a 200+ page PDF ingests without OOM. VLM is async-batch only (~6s/page ...
Plan 2. TreeBuilder is top-down from headings; headingless/no-TOC docs collapse to a single root. Add
ingestion/tree_raptor.py: on low heading coverage, build bottom-up by embedding leaf blocks → cluster ...
The headline-metric harness (PRD §4). Build evals/mmlongbench/: load the dataset (HF yubo2333/MMLongBench-Doc), ingest
its PDFs, run retrieval per question, compute page-level Recall@k from annotated evidence_pages. ...
Source: Greptile P2 on PR #1.
DocumentLoader.build_tree() calls self.extractor.extract(path) without the page_range the Extractor protocol supports,
so tree builds can t be page-scoped (needed for the ...
From audits/HyperCTui_audit_2026-06-11.md (adversarially verified, M severity):
hyperctui/init.py defines the default source-detector distance as 19.855 m — SNAP s flight path — so the lambda (TOF-
wavelength) ...
Source: Greptile P1 + internal review on PR #1.
DocumentLoader shims (_load_docling_document, _block_type_from_label, _page_from_item) delegate to self.extractor._
private_method (), which only exists ...
From audits/HyperCTui_audit_2026-06-11.md (adversarially verified, M severity):
select_tof_regions.py samples the TOF ROI transposed: x/y from pyqtgraph s getArraySlice are applied to the opposite
array ...
Add .github/workflows/ci.yml to run uv run --extra dev pytest and uv run ruff check on push/PR. Depends on the packaging
fix (install must work in CI first).
Acceptance:
- CI installs the package and ...
drivers: AGT ExternalPolicyBackend adapter — dos verdicts in the OPA/Cedar seat
What
A new driver, dos.drivers.agt_backend, that implements the ExternalPolicyBackend protocol from Microsoft s Agent
Governance ...
design
Thanks for sharing this project! Could you provide license info. for Annoy-PyEdu-Rs-Raw and Annoy-PyEdu-Rs? thanks!

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