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Paper Citation Record · LEDGER

Democratizing AI Development: Local LLM Deployment for India's Developer Ecosystem in the Era of Tokenized APIs

As of 16 August 2026, this Paper Citation Record lists 1 of 1 outbound references and 1 inbound Pith citation observation for arXiv:2508.16684.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.16684 v1

Coverage vector

measured 1 of 1 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:46:05.127673Z

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T08:46:26.613059Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T04:56:38.536668Z

Reference resolution

1 of 1 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 164fadd0-4d3e-496c-a5b5-6f2e156eeec4 · outbound

This paper cites an unresolved cited work.

Democratizing AI Development: Local LLM Deployment for India's Developer Ecosystem in the Era of Tokenized APIs Unresolved cited work

Reference 1

Resolution
verified exact
raw_fallback, observed 2026-08-05T17:46:05.336810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-05T17:46:05.127673Z digest=sha256:204316897426ea7d3d4ce3376aa9e067d2cf4169096f4f921f05266b91b41d5e

Pith citing papers

Observation 2e873fcb-a724-4298-a722-0895bbc5efeb · inbound

Investigating Novice Researchers' Perceptions of Research Privacy Within LLM-Assisted Workflows cites this paper.

Investigating Novice Researchers' Perceptions of Research Privacy Within LLM-Assisted Workflows Democratizing AI Development: Local LLM Deployment for India's Developer Ecosystem in the Era of Tokenized APIs

Reference 95

Resolution
verified exact
arxiv_id, observed 2026-07-02T04:56:38.538202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T08:46:26.613059Z digest=sha256:eca5880f8739ae0fa917d7b6835558cb121a7d206a6d6d62ec11a0c9ebe99f3a