ccf-humanization
Required first preflight before every CCFA skill, including research, review, retrieval, experiments, visuals, and maintenance. Keep reasoning and communication direct, remove empty defensive framing, and preserve evidence and uncertainty. Also use for 去防御性 and 论文人性化. Apply prose edits only within the authorized task; specialist skills retain ownership.
How do I install this agent skill?
npx skills add https://github.com/mikubaka88/ccfa-skills --skill ccf-humanizationIs this agent skill safe to install?
- Gen Agent Trust Hubpass
The skill is a specialized writing assistant for academic prose. It streamlines manuscripts by removing defensive language and validating experiment descriptions. It uses a local script for quality verification and is safe for its intended purpose.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
What does this agent skill do?
CCF Humanization
Family File Contract
Before writing, resolve the canonical output and one stable working directory per task/artifact. Reuse explicit or established task paths; otherwise use project-root ccfa-workfiles/<purpose>/<artifact-id>/, with source/, assets/, cache/, and build/ only as needed. Update current files in place; do not scatter intermediates or create iteration copies. Preserve inputs and required evidence; clean only verified disposable files created by this task. Use UTF-8 text I/O and check Chinese text after saving or rendering. For file work, apply artifact-contracts.md and reuse the same paths across skill transitions.
Collaboration Contract
This is the first required family preflight. Apply the baseline below, then activate ccf-common before specialist work. The two preflights bootstrap once without recursively re-entering each other; reuse applicable rules across contributors.
Keep one integrating owner and actively use other skills to resolve missing prerequisites or check material findings. Reuse applicable evidence; do not skip necessary groundwork to save tokens. Before finalizing, integrate contributions and verify affected results. Follow the conditional cooperation routes; avoid unrelated stages and duplicate reports.
Invocation Controls
CCFA Handoff Mode: PARTIAL (Recommended). Follow metadata.ccf_skill_controls.handoff_question_mode, ../ccf-common/references/handoff-modes.md, and ../ccf-common/references/task-modes.md.
Activate this first for every CCFA task and contributor, including planning, retrieval, review, auditing, rendering, scaffolding, and maintenance. Apply the family baseline below before ccf-common and specialist execution. Reuse an already loaded, applicable baseline at handoffs; refresh changed or lost rules. Prose editing and experiment checks depend on the actual task, but baseline activation is universal. Specialist skills retain ownership and explicit user/host constraints still apply.
Family Baseline
Read and apply this entry's baseline before specialist work. Communicate the concrete task, evidence, and decisions directly; avoid imagined objections, empty assurances, repetitive warnings, and unnecessary process narration. Preserve real risks, critical review findings, uncertainty, scientific facts, source quotations, and mandatory checks. Do not turn critical assessment into praise or change scores to sound less defensive. Review-only tasks diagnose without rewriting; non-prose tasks apply these rules without inventing a prose-edit pass. Enable only relevant detailed modes below. This preflight creates no report, warning file, or separate agent by default.
Core Rule
Write the scientific argument directly: problem, insight, mechanism, evidence, and supported implication. Remove authorial self-defense, imagined reviewer objections, apologetic novelty positioning, denial-led statements, empty assurances, stacked hedging, repeated scope disclaimers, and obligatory cautionary endings. Replace a defensive sentence with its scientific payload or delete it if it adds none.
Humanization preserves rigor: retain meaningful uncertainty, actual assumptions, negative results, protocol facts, citations, equations, numbers, terminology, and required disclosures. Do not turn suggests into proves, omit a known failure, or hide a real comparison limitation. Do not treat isolated words such as only, not, or may as errors.
Keep method confirmation and version-gate status internal. Describe the actual method and relevant configuration naturally. Use supplied specifications for method drafting, cited evidence for prior work, and verified full configurations for reported comparisons; do not require new experiments just to edit supported prose.
Modes
family-preflight: always apply the baseline before any CCFA specialist; no manuscript or experiment artifact is required.manuscript-humanization: revise defensive prose while preserving scientific content and source format.experiment-humanization: apply the same prose standard to final experiment descriptions and tables; preserve full-method comparisons and labeled ablations.warning-only: identify a concrete unresolved scientific decision without modifying its dependent artifact.
Workflow
For family-preflight, apply the baseline, ensure ccf-common is active, and continue the requested specialist task. The following editing workflow applies only when the task includes relevant prose or experiment artifacts; do not run it merely to complete the universal preflight.
- Identify the requested artifact, existing authorization, and whether the input is prose, a proposed design, or reported results. Read
references/humanization-policy.mdfor the sentence decisions and bilingual repair examples. - Recover each paragraph's scientific message. State the observation, operation, assumption, or inference directly. Delete empty self-defense instead of moving it into a warning block.
- Remove repeated caveats across sections. Express scope where it changes interpretation; do not require every abstract, paragraph, caption, or conclusion to end with a limitation.
- Preserve material facts and calibrated uncertainty in the authorized edit. If a decision requires new evidence or a research-scope change, isolate that decision and continue unaffected work. Do not edit a source file merely to encode a warning.
- For actual publication comparisons or executable experiment changes, load
references/experiment-discipline.md. Preserve a verified identity and full configuration in the internal gate; keep legitimate ablations clearly labeled. Run this step only when the task needs it. - Apply the existing punctuation and terminology preferences after the scientific argument is sound. For full sections or papers, run
../ccf-paper-writer/scripts/check_prose_quality.pywhen available and inspect its candidate locations in context. Do not rewrite correct scientific language merely to clear a heuristic warning. - Read the final prose once. Check that rhetorical caution has not been replaced by hype, factual omission, or a different scientific claim. Rerun a check only for changed text or an unresolved finding.
- Return the requested artifact in its original format. When acting as a sidecar, return ownership to the content skill; do not append a process report to ordinary prose.
Warning Contract
Use only for a concrete decision that cannot be resolved from supplied evidence and existing authorization:
CCF Humanization Warning: not inserted into artifacts
Affected claim / file / experiment:
Evidence gap and material consequence:
Decision needed:
Materiality: advisory / blocking
File changes made for this warning: none
blocking applies to the dependent claim or change, not the entire task. Style choices, already documented limitations, and accurate local claim narrowing are ordinary authorized edits.
References
references/humanization-policy.md: direct scientific voice, sentence/paragraph repair, bilingual examples, material facts, warning-only decisions, punctuation, and checksum policy.references/experiment-discipline.md: full-method comparisons, supplied specifications, ablations, and proportionate smoke checks.
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/mikubaka88/ccfa-skills/ccf-humanization">View ccf-humanization on skillZs</a>