Amortize LLM research cost across generated articles (v0.5.2)

Research LLM call runs once per pipeline but was logged with no run_id
or post_id, making it invisible in per-article cost breakdowns. Now the
pipeline's cost tracker flows through Source_Collector to the research
provider, tagging costs with the run_id. After all articles complete,
amortize_research_costs() divides the cost evenly and inserts one row
per article. link_generation_logs() excludes llm_research stage so the
first article doesn't grab the full cost.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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peptiderepo
2026-04-20 00:44:33 +07:00
parent 327cdc08d9
commit 264fcf0f84
6 changed files with 153 additions and 7 deletions

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@@ -5,6 +5,26 @@ All notable changes to PRAutoBlogger will be documented in this file.
Format follows [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
and this project uses [Semantic Versioning](https://semver.org/).
## [0.5.2] — 2026-04-20
### Added
- **LLM research cost amortization.** The research LLM call (which runs once
per pipeline execution) is now divided evenly across all articles produced
in that run. Each article's cost breakdown popover shows its amortized share
of the research overhead. Previously, research costs were orphaned with no
post attribution.
- `Post_Assembler::amortize_research_costs()` — Queries the unlinked
research log entry, divides cost and tokens by article count, inserts one
row per article, and removes the original.
- `link_generation_logs()` now excludes `llm_research` stage from per-article
linking so the cost isn't grabbed wholesale by the first article.
- `Source_Collector::set_cost_tracker()` — Accepts the pipeline's cost
tracker so research costs are tagged with the pipeline's `run_id`.
- `LLM_Research_Provider` now uses the pipeline's cost tracker when available,
ensuring research log entries share the same `run_id` as article entries.
- Amortization runs after all articles complete (both single-article and
chained-job paths in `Pipeline_Runner`).
## [0.5.1] — 2026-04-20
### Added