Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the…
Install Jpart Tables Figures
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figures --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .claude/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .claude/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figuresType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figures --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .agents/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .agents/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figures --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .cursor/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .cursor/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Awesome-Journal-Skills.git --path Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figures --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .gemini/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .gemini/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figuresInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .github/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .github/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jpart-tables-figures --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures .opencode/skills/jpart-tables-figures && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "jpart-tables-figures" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures into .opencode/skills/jpart-tables-figures/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jpart-tables-figures", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
jpart-tables-figures- GitHub stars
- 1.2k
- Token cost
- ~1.7k tokens
- SKILL.md length
- 675 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the…
- Works in 5 steps: Self-contained. A reader should… → Show effects, not stars.… → Mechanism exhibits. A… → …
- Building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained
- SKILL.md covers When to trigger, Principles, PA-specific exhibits and Theory-to-exhibit trace, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jpart Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the 12,000-word budget that counts tables and references. JPART rewards exhibits that show mechanism and magnitude, not stars. Designs exhibits; it does not run the analysis.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained
- 000-word budget that counts tables and references
Example prompts
- “/jpart-tables-figures”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Self-contained. A reader should understand each exhibit from its title, labels, and note alone —
- Show effects, not stars. Coefficient/forest plots, marginal-effects and predicted-probability
- Mechanism exhibits. A first-stage/mediation panel, a heterogeneity plot keyed to a scope
- Accessible. Colorblind-safe palettes; legible in grayscale; no chartjunk or 3D.
- Reproducible. Each exhibit is generated by the master script; values match the deposited package
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Jpart Tables Figures loads about 1.7k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 675 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 675 words, ~1,703 tokens.
Download SKILL.mdSave it as
.claude/skills/jpart-tables-figures/SKILL.md (or your agent's skills folder).- name
- jpart-tables-figures
- description
- Use when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the 12,000-word budget that counts tables and references. JPART rewards exhibits that show mechanism and magnitude, not stars. Designs exhibits; it does not run the analysis.
Tables & Figures (jpart-tables-figures)
Exhibits are where an expert public-management reviewer checks whether the result — and the mechanism — are real. At JPART they also cost words: the manuscript limit (~12,000 words) includes tables and references, so every exhibit must earn its space. Numbers must match the public data-and-code package.
When to trigger
- Designing the main results table/figure or a key descriptive exhibit
- Deciding what belongs in the article vs. the online appendix/supplement
- A reviewer found an exhibit unclear, mislabeled, or not self-contained
- Trimming to the word cap by moving exhibits to the appendix
Principles
- Self-contained. A reader should understand each exhibit from its title, labels, and note alone — state units, sample, N, the estimand, and the inference (CI, clustering level). No hunting in prose.
- Show effects, not stars. Coefficient/forest plots, marginal-effects and predicted-probability plots, AMCE plots for conjoints, event-study/RD plots — these communicate magnitude and uncertainty better than a wall of coefficients. Always show intervals.
- Mechanism exhibits. A first-stage/mediation panel, a heterogeneity plot keyed to a scope condition, or a balance/manipulation-check table — make the theory visible, not just the top line.
- Accessible. Colorblind-safe palettes; legible in grayscale; no chartjunk or 3D.
- Reproducible. Each exhibit is generated by the master script; values match the deposited package
exactly (the data and code are public — see
jpart-transparency-and-data).
PA-specific exhibits
- Multilevel results: report ICCs and variance components, not just fixed-effect coefficients.
- Survey-experiment treatment-effect plots; conjoint AMCE/marginal-means plots.
- Representative-bureaucracy: passive→active representation shown as an interaction/marginal-effects plot.
- Descriptive table of the public-employee/citizen sample with attention/attrition flags.
Theory-to-exhibit trace
Before keeping an exhibit in the article, write a one-line trace:
public-management construct -> observable measure -> exhibit -> theoretical implication
Examples:
- Representative bureaucracy: passive representation -> agency/client subgroup match -> marginal-effects plot -> when passive representation translates into active representation.
- Red tape: administrative burden -> process-step count or perceived burden scale -> mechanism figure with subgroup heterogeneity -> why rules constrain behavior rather than merely correlate with outcomes.
- Performance information: information cue -> treatment arm or information-use measure -> predicted response plot -> whether citizens/managers use performance data as accountability or learning signals.
If the trace ends at "interesting pattern" rather than a public-management mechanism, move the exhibit to the supplement or cut it. JPART reviewers should be able to infer the theory move from the exhibit title, axis labels, and note before reading the surrounding prose.
Show full SKILL.md (294 more words)Show less
Main-exhibit budget
Use a tight main-text budget:
| Slot | Purpose | Keep in article only if... |
|---|---|---|
| Descriptive table | Shows the PA setting, sample, and key imbalance/attrition risks | It changes how readers interpret external validity or design credibility |
| Main effect figure/table | Delivers the headline claim | It reports magnitude, uncertainty, units, and estimand without prose rescue |
| Mechanism or scope exhibit | Connects evidence to theory | It distinguishes competing public-management mechanisms |
| Robustness exhibit | Protects the central claim | It answers a predictable reviewer objection that cannot wait for the supplement |
Full model grids, alternative coding schemes, balance details, and exploratory heterogeneity belong in the online supplement unless they are necessary for the theory contribution.
Fit the word cap (limit includes tables + references)
- Move balance tables, full specifications, and extended robustness grids to the online supplement.
- Keep the few exhibits that carry the argument and the mechanism in the article.
- Prefer one decisive marginal-effects figure to three redundant coefficient tables.
Execution bridge (StatsPAI / Stata MCP)
Generate exhibits from the fitted result, not by retyping numbers. Full map:
execution-with-mcp. JPART is public management — observational and experimental designs on public organizations; identification + clustered/multilevel inference.
- Tables:
etable(multi-model) ordid_summary_to_latexstraight from theresult_id. - Figures:
plot_from_result/enhanced_event_study_plot/event_study_table— axis units and the SE/clustering note baked in. - Every note names the estimator + clustering and states the magnitude in interpretable units.
See a full fitted-result → exhibit chain in the JF execution walkthrough.
Anti-patterns
- Tables that require the prose to be intelligible (not self-contained)
- Significance stars with no effect size or interval
- Cramming every robustness check into the main text (blows the budget that counts tables/refs)
- Color-only encoding that fails in grayscale or for colorblind readers
- Exhibit numbers/values that don't match the deposited public code output
Output format
【Main exhibit】what it shows + why a figure/table
【Mechanism visible?】scope condition / mediation / first stage shown? [Y/N]
【Self-contained?】title + labels + note + N/units + inference present? [Y/N]
【Theory-to-exhibit trace】construct -> measure -> exhibit -> implication
【Main-text slot】descriptive / main effect / mechanism-scope / necessary robustness
【Accessible?】grayscale-legible + colorblind-safe? [Y/N]
【Article vs supplement】split decided, word-budget impact noted
【Reproducible?】generated by master script, matches package? [Y/N]
【Next】jpart-writing-styleSupplementary resources
../../resources/external_tools.md— plotting/marginal-effects/conjoint packages../../resources/official-source-map.md— word-limit rule (includes tables/references)
© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jpart Tables Figures next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Jpart Tables Figures this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
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GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Last30days
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Research what people actually say about any topic in the last 30 days.
Peer Review
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Structured manuscript/grant review with checklist-based evaluation.
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Questions about Jpart Tables Figures
What does Jpart Tables Figures do?
A skill your agent uses when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the…. Jpart Tables Figures is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained, accessible, and fit the 12,000-word budget that counts tables and references.
When should I use Jpart Tables Figures?
Jpart Tables Figures fits situations like: building tables and figures for a Journal of Public Administration Research and Theory (JPART) manuscript so exhibits are self-contained; 000-word budget that counts tables and references.
How do I install Jpart Tables Figures in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a claude-code`. Or copy the skill folder (Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jpart-tables-figures in your project. Claude Code loads it when a task matches its description.
How do I install Jpart Tables Figures in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a codex`. Or copy the skill folder (Journal-of-Public-Administration-Research-and-Theory-Skills/skills/jpart-tables-figures in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jpart-tables-figures in your project. Codex loads it when a task matches its description.
Can I use Jpart Tables Figures in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jpart-tables-figures -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jpart-tables-figures, .gemini/skills/jpart-tables-figures, .github/skills/jpart-tables-figures and .opencode/skills/jpart-tables-figures in your project.
What does Jpart Tables Figures need to run?
SKILL.md names no scripts, command-line tools or credentials: Jpart Tables Figures is instructions for the agent only.
Does Jpart Tables Figures access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Jpart Tables Figures safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Jpart Tables Figures use?
Jpart Tables Figures is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Jpart Tables Figures use?
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Jpart Tables Figures?
Skills that share tags, products or a category with Jpart Tables Figures: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Jpart Tables Figures?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.