yogsoth-ai/paper-reading

angle-selection

Pick which candidate angle to write the article around, cross-checked against the verified bundle so the chosen angle is actually substantiated by the paper (not just appealing at the skim stage). Use this as the first step of drafting, after…

原文语言：英语

audience-first-writing

Writing strategy that turns a verified paper bundle into a finished public-audience article — selecting an angle, applying a pre-set style constraint during drafting (never a post-hoc rewrite), and checking the result for drift against the bundle. Use this…

原文语言：英语

deep-read

Deep-reading strategy that turns a single specified academic paper into a structured, source-anchored bundle (problem, method, key results, limitations) ready for fact-checking and article drafting. Use this whenever the user names one specific paper (by…

原文语言：英语

dual-gate-verification

Strict verification path — runs an exhaustive precision check and an exhaustive recall check against the bundle before drafting, then a drift check after drafting, routing any failure back to the appropriate upstream step. This is the default (and, in v1,…

原文语言：英语

extract-structured-bundle

Finalize a paper's verified reading output into the exact bundle schema (problem/method/key_result/limitation, each with a source_anchor) that all downstream fact-checking and article-drafting sops consume. Use this as the last step of the deep-read strategy,…

原文语言：英语

failure-routing

Fixed lookup table mapping a detected verification failure type (precision_fail, recall_fail, drift_fail, none) to the specific upstream pipeline step to route back to. Use this immediately after pre-write-precision-check, pre-write-recall-check, or…

原文语言：英语

first-pass-skim

Five-minute skim pass over a single academic paper (title, abstract, headings, figures, conclusion only) to classify the paper's type and draft candidate public-audience angles before any deep reading happens. Use this as the entry point whenever the user…

原文语言：英语

hook-crafting

Write a WeChat article's opening 1-3 sentence hook using one of four formula families (curiosity, story, value, contrarian), grounded in the verified bundle so the hook doesn't overpromise. Use this after angle-selection has chosen the article's framing,…

原文语言：英语

marketing-led

Mass-audience 公众号 writing path — selects an angle, crafts a hook, drafts the article with a pre-set style constraint, and revises via a 3-sweep editing pass. Use this as the default (and, in v1, only) audience-first-writing tactic whenever the target is a…

原文语言：英语

post-write-drift-check

Back-summarize the finished article draft and diff it against the already-verified bundle to catch drift (new errors or omissions introduced during drafting/styling) — even when the bundle itself already passed precision and recall checks. Use this…

原文语言：英语

pre-write-precision-check

Independently fact-check every claim in a paper's bundle against the raw source text (Factored Verification method), flagging any claim the source doesn't actually support at a correctness score below 0.8. Use this before any article drafting begins,…

原文语言：英语

pre-write-recall-check

Independently extract a paper's most important atomic facts directly from the raw source (before looking at the bundle at all), then check whether the bundle covers each one — catching content the bundle omitted. Use this before any article drafting begins,…

原文语言：英语

progressive-passes

Full 3-pass progressive deep-reading of a paper — skim, grasp, targeted verify — producing a structured bundle ready for fact-checking and article drafting. This is the default reading tactic for the paper-reading package; use it whenever no angle is already…

原文语言：英语

quality-assurance

Verification strategy that independently re-checks a paper bundle's precision (no unsupported claims) and recall (nothing important omitted) against the original source, before any article drafting begins, then re-checks the finished draft for drift. Use this…

原文语言：英语

second-pass-grasp

Full-text deep-read of a paper's Introduction, Method, and Results sections to draft the structured bundle (problem, method, key results with hedge levels, limitations), each field carrying a precise source anchor. Use this after first-pass-skim has…

原文语言：英语

section-drafting-with-style

Draft the full WeChat article from the verified bundle, chosen angle, and hook, applying a pre-set style guide and paragraph/figure-placement structural rules from the start — never as a post-hoc rewrite pass. Use this after hook-crafting has produced the…

原文语言：英语

seven-sweeps-revision

Revise a drafted WeChat article through 3 focused editing passes (Clarity, Prove It, Specificity), each checking one dimension before the next runs. Use this after section-drafting-with-style produces the initial article_draft, before the post-write drift…

原文语言：英语

third-pass-verify

Targeted re-read of only the bundle fields flagged as uncertain by second-pass-grasp, using precise PDF queries rather than a full re-read. Use this immediately after second-pass-grasp whenever its uncertain_fields output is non-empty; skip straight to…

原文语言：英语