Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when deciding which jhe- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission.
Install Jhe Workflow
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-workflow -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jhe-workflow --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-Health-Economics-Skills/skills/jhe-workflow .claude/skills/jhe-workflow && 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 "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .claude/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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-Health-Economics-Skills/skills/jhe-workflowType 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 jhe-workflow -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jhe-workflow --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-Health-Economics-Skills/skills/jhe-workflow .agents/skills/jhe-workflow && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .agents/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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 jhe-workflow -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jhe-workflow --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-Health-Economics-Skills/skills/jhe-workflow .cursor/skills/jhe-workflow && 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 "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .cursor/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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-Health-Economics-Skills/skills/jhe-workflow--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 jhe-workflow -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jhe-workflow --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-Health-Economics-Skills/skills/jhe-workflow .gemini/skills/jhe-workflow && 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 "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .gemini/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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 jhe-workflowInstalls 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 jhe-workflow -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-Health-Economics-Skills/skills/jhe-workflow .github/skills/jhe-workflow && 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 "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .github/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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 jhe-workflow -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 jhe-workflow --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-Health-Economics-Skills/skills/jhe-workflow .opencode/skills/jhe-workflow && 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 "jhe-workflow" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/Journal-of-Health-Economics-Skills/skills/jhe-workflow into .opencode/skills/jhe-workflow/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "jhe-workflow", 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
jhe-workflow- GitHub stars
- 1.2k
- Token cost
- ~2k tokens
- SKILL.md length
- 805 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when deciding which jhe- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission.
- Works in 11 steps: jhe-topic-selection — lock the… → jhe-literature-positioning — stake the… → jhe-identification — causal design or… → …
- Deciding which jhe- sub-skill to invoke next
- SKILL.md covers Overview, When to trigger, Routing table and Default order, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Jhe Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jhe- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission. Routes — it does not replace — the specialized skills.
Its SKILL.md is about 2k 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
- Deciding which jhe- sub-skill to invoke next
- Sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission
Example prompts
- “/jhe-workflow”
Workflow steps
11 steps, taken from the first numbered list in SKILL.md.
- jhe-topic-selection — lock the health-economics question and audience
- jhe-literature-positioning — stake the contribution vs. the health-econ frontier
- jhe-identification — causal design or selection/identification
- jhe-theory-model — the demand/insurance/provider model behind the estimate
- jhe-robustness — specification, sample, inference, mechanism stress tests
- jhe-tables-figures — exhibits that make the health-policy result legible
- jhe-writing-style — make the policy stakes land (abstract + intro last)
- jhe-replication-package — assemble the deposit / restricted-data access path
- jhe-referee-strategy — pre-mortem the likely health-econ objections
- jhe-submission — Editorial Manager preflight
- jhe-rebuttal — after the decision letter
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
Jhe Workflow loads about 2k tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 805 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). 805 words, ~2,016 tokens.
Download SKILL.mdSave it as
.claude/skills/jhe-workflow/SKILL.md (or your agent's skills folder).- name
- jhe-workflow
- description
- Use when deciding which jhe-* sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission. Routes — it does not replace — the specialized skills.
JHE Workflow Router (jhe-workflow)
Overview
This is the router. It tells you which jhe- skill to use at the current stage* of a manuscript aimed at the Journal of Health Economics (JHE) — Elsevier's field flagship for health economics. JHE publishes economic analyses that deepen understanding of the value, production, or distribution of health or healthcare: insurance design and demand, provider incentives and payment, healthcare markets and competition, medical technology and pharmaceuticals, health behaviors (smoking, obesity, addiction), health and human capital, health-policy evaluation, and health disparities. What earns space is credible causal identification fused with institutional health-system knowledge — a clean design that a referee who knows Medicaid, DRGs, or Part D would trust.
Operational tells that you are at JHE and not a sibling: submission is via Elsevier Editorial Manager (editorialmanager.com/jhlthec); review is single-anonymized (referees see authors — so anonymization is not a desk-reject trigger, unlike the AEA journals); the journal takes papers of any length and encourages short papers; the data/code policy is "encouraged," not a mandatory pre-publication openICPSR deposit (检索于 2026-06；以官网为准). Distinguish JHE from AJHE (ASHEcon/Chicago, US-health-policy-leaning), Journal of Public Economics (tax/transfer/public-finance core), Health Economics (Wiley, broader methods/measurement), and AEJ: Economic Policy (AEA policy generalist). JHE is the Elsevier field flagship — the question must be a health-economics question, not health as one application of a public-finance paper.
When to trigger
- The user asks "what should I do next?" on a JHE-targeted draft
- A draft's current bottleneck needs diagnosing
- Work is ping-ponging between design, institutions, exhibits, and the response letter
- A JHE decision letter arrived and the user needs to switch into revision mode
Routing table
| Current symptom | Next skill |
|---|---|
| Scope/fit unclear; is this health economics or a public-finance paper in disguise? | jhe-topic-selection |
| Contribution vs. the health-econ frontier is fuzzy or undersold | jhe-literature-positioning |
| Causal design (policy variation, eligibility RD, selection into insurance) is shaky | jhe-identification |
| A demand/insurance/provider model or its mechanism is loose | jhe-theory-model |
| Results may be specification-, sample-, or inference-fragile | jhe-robustness |
| Exhibits are dense; the health-policy result is hard to find | jhe-tables-figures |
| Prose buries the policy stakes; abstract/intro do not land | jhe-writing-style |
| Data deposit, restricted-data access path, code documentation needed | jhe-replication-package |
| Want to pre-empt likely referee objections before submission | jhe-referee-strategy |
| Ready to submit via Editorial Manager; need a preflight | jhe-submission |
| Received an R&R / decision letter; need a response-letter strategy | jhe-rebuttal |
Default order
jhe-topic-selection— lock the health-economics question and audiencejhe-literature-positioning— stake the contribution vs. the health-econ frontierjhe-identification— causal design or selection/identificationjhe-theory-model— the demand/insurance/provider model behind the estimatejhe-robustness— specification, sample, inference, mechanism stress testsjhe-tables-figures— exhibits that make the health-policy result legiblejhe-writing-style— make the policy stakes land (abstract + intro last)jhe-replication-package— assemble the deposit / restricted-data access pathjhe-referee-strategy— pre-mortem the likely health-econ objectionsjhe-submission— Editorial Manager preflightjhe-rebuttal— after the decision letter
jhe-writing-styleis a late-stage polish; do not rewrite the intro before identification and the headline estimate settle.
Show full SKILL.md (322 more words)Show less
Routing by paper archetype
JHE spans several health-econ branches, and the binding constraint differs by branch. Read the archetype, then enter the chain at the right link.
| Archetype | Likely first bottleneck | Enter at |
|---|---|---|
| Insurance/coverage expansion (Medicaid/Medicare/exchange) | policy-variation design + spillovers to non-targeted margins | jhe-identification |
| Provider incentives / payment reform (DRG, P4P, ACO) | endogenous provider response + selection of patients | jhe-identification → jhe-theory-model |
| Health behaviors (tobacco, obesity, addiction) | tax/price variation credibility + externalities framing | jhe-identification → jhe-literature-positioning |
| Insurance demand / selection (structural) | what identifies risk preferences/adverse selection | jhe-theory-model → jhe-identification |
| Medical-technology / pharma diffusion | measurement + restricted claims-data access | jhe-identification → jhe-replication-package |
Worked routing example (illustrative)
A user says: "My Medicaid-expansion DiD looks fine, but a referee says the parallel-trends story is thin and the welfare interpretation overreaches what a coverage effect can show." Two distinct JHE pushbacks — design credibility (own jhe-identification: move past TWFE, honest-DID bounds, event-study leads) and overclaiming (own jhe-theory-model + jhe-writing-style: a coverage-take-up effect is not a health-production or welfare effect without the mapping). Route to jhe-identification first; only once the coverage estimate is stable (say it settles at 4.1pp take-up, s.e. 1.0, illustrative) do you return to frame the welfare claim honestly and re-present in jhe-tables-figures.
Minimal decision snippet
if decision_letter_arrived: -> jhe-rebuttal
elif ready_to_submit: -> jhe-submission
elif want_to_pre-empt_referees: -> jhe-referee-strategy
elif data_or_code_needs_packaging: -> jhe-replication-package
elif prose_buries_the_stakes: -> jhe-writing-style
elif exhibits_hard_to_read: -> jhe-tables-figures
elif results_may_be_fragile: -> jhe-robustness
elif need_a_model_to_interpret: -> jhe-theory-model
elif design_or_selection_shaky: -> jhe-identification
elif contribution_fuzzy: -> jhe-literature-positioning
else: -> jhe-topic-selectionWhat this router does NOT do
It diagnoses the binding constraint and names the next skill; it does not run analysis, draft prose, or build exhibits — those live in the specialist skills. If the user's bottleneck spans two stages (e.g., a design fix that also changes the welfare claim), route to the earlier upstream skill first and let it hand off, rather than trying to resolve both here.
Anti-patterns
- Treating JHE like AJHE, JPubE, or Health Economics — wrong audience, wrong contribution test
- Submitting a public-finance or labor paper with health as a thin application
- Anonymizing as if review were double-blind (JHE is single-anonymized; wasted effort)
- Polishing prose before the design and headline estimate are stable
- Letting the appendix carry the institutional or identification claims the main text must establish
Output format
【Target】Journal of Health Economics (Elsevier field flagship)
【Current bottleneck】fit / contribution / design / model / robustness / exhibits / style / package / submission / revision
【Archetype】coverage / provider-incentive / health-behavior / selection-structural / medtech
【Next skill】<one jhe-* skill>
【Reason】why this is the binding constraint now
【Source check】official facts verified or marked 待核实© 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-Health-Economics-Skills/skills/jhe-workflow of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Jhe Workflow 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 |
|---|---|---|---|---|---|---|
| Jhe Workflow this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~2k | 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 | |
| Peer Reviewspacering-net/codeg | 3.9k | 17 repos | ~5.9k | Automated safety check: Notes | MIT |
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Content Research Writer
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Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
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Categories
Questions about Jhe Workflow
What does Jhe Workflow do?
A skill your agent uses when deciding which jhe- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission. Jhe Workflow is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding which jhe- sub-skill to invoke next, or when sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission.
When should I use Jhe Workflow?
Jhe Workflow fits situations like: deciding which jhe- sub-skill to invoke next; sequencing manuscript work from topic through rebuttal for a Journal of Health Economics (JHE) submission.
How do I install Jhe Workflow in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-workflow -a claude-code`. Or copy the skill folder (Journal-of-Health-Economics-Skills/skills/jhe-workflow in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jhe-workflow in your project. Claude Code loads it when a task matches its description.
How do I install Jhe Workflow in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-workflow -a codex`. Or copy the skill folder (Journal-of-Health-Economics-Skills/skills/jhe-workflow in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jhe-workflow in your project. Codex loads it when a task matches its description.
Can I use Jhe Workflow 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 jhe-workflow -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jhe-workflow, .gemini/skills/jhe-workflow, .github/skills/jhe-workflow and .opencode/skills/jhe-workflow in your project.
What does Jhe Workflow need to run?
SKILL.md names no scripts, command-line tools or credentials: Jhe Workflow is instructions for the agent only.
Does Jhe Workflow 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 Jhe Workflow 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 Jhe Workflow use?
Jhe Workflow 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 Jhe Workflow use?
About 2k tokens (SKILL.md is roughly 8.1k 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 Jhe Workflow?
Skills that share tags, products or a category with Jhe Workflow: 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 Jhe Workflow?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 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.