My morning AI chat: balancing limited maintainer bandwidth with keeping new contributors motivated.
So let's say you have an open source project, and a couple core contributors. There are a number of new contributors that put in pull requests, but as it seems, the core contributors are too busy to review the PRs. Which if not reviewed in a timely fashion, demotivates the new contributor. Do you have strategies for trying to address this?
ChatGPT said:
Yes — this is a classic open source project problem: balancing limited maintainer bandwidth with keeping new contributors motivated. A few strategies that have worked well for other projects:
1. Set Clear Expectations
Contribution guidelines: Document how long reviews usually take (e.g. "Maintainers typically review within 2 weeks"). This reduces uncertainty.
Automated messages: Use bots to acknowledge PRs, thank the contributor, and explain the review queue. Even if no human response comes immediately, the contributor feels seen.
2. Spread the Review Load
Empower contributors to review: Even if they’re not core maintainers, you can encourage peer review by labeling issues like “help wanted: review”.
Tiered trust model: Start by letting active contributors comment on PRs, then progressively give them rights to merge low-risk changes.
3. Triage & Prioritize
Label PRs by complexity: Quick wins (typos, docs, tests) should be merged faster, while heavier PRs can take longer.
Use a "review queue" dashboard: Tools like GitHub Projects or GitLab Boards help maintainers keep track of what’s waiting.
4. Automate What You Can
CI checks: Automated linting, tests, and formatting reduce the burden on human review.
Merge queues: Some projects auto-merge once a PR meets test and review conditions, saving maintainer time.
5. Keep Contributors Engaged
Transparent communication: If review will be delayed, leave a quick comment (“Thanks! We’ll review in the next milestone”).
Highlight contributions: Shout-outs in release notes, community calls, or newsletters go a long way.
Mentorship programs: Pair a newer contributor with a more experienced one for review/feedback.
6. Grow the Maintainer Team
Recruit from contributors: If someone consistently sends quality PRs, invite them to become a reviewer.
Lightweight roles: Not everyone needs full commit access — start with “triager” or “reviewer” roles to share the load.
👉 The key is to shorten the feedback loop. Even if the review can’t happen right away, acknowledgment + clear expectations + pathways for contributors to step up can prevent demotivation.
Would you like me to sketch out a step-by-step process you could put in place (like a “maintainer playbook” for PRs), or are you more interested in community culture strategies (keeping people engaged even with slow reviews)?
You said:
Yes please
ChatGPT said:
Great 👍 — here’s a step-by-step “Maintainer Playbook” you could adopt (or adapt) for your open source project to keep PRs moving and contributors motivated, even when core maintainers are stretched thin.
🛠️ Maintainer Playbook for PRs
Step 1. Acknowledge Immediately
Bot or template response (within hours, automated):
“Thanks for your PR! A maintainer will review it. In the meantime, please ensure all checks pass. Review times are usually ~1–2 weeks.”Purpose: contributor feels seen, avoids radio silence.
Step 2. Categorize & Triage
Use labels like:
good first review(docs, typos, small changes)needs design decision(discussion required)large refactor(slow lane)
Maintainer/triager spends <5 minutes just tagging PRs so expectations are clear.
Step 3. Encourage Peer Review
Explicitly invite contributors to comment on each other’s PRs.
Post a weekly “help review these PRs” message in your chat/forum.
Even if peers can’t merge, their feedback reduces maintainer burden.
Step 4. Automate Checks
CI/CD should handle:
Code formatting (Prettier, Black, ESLint)
Linting & unit tests
Docs build
The more bots catch, the less humans nitpick.
Step 5. Human Review Pipeline
Quick wins (<15 min review): merge within 3–5 days.
Medium complexity: assign to a maintainer in rotation, target 1–2 weeks.
Big features: mark for milestone planning, maybe schedule a live call.
Step 6. Keep Communication Alive
If review is delayed, leave a comment:
“We’re swamped this week, but we haven’t forgotten this. Thanks for your patience!”If a PR is blocked on something (e.g. missing test), say so clearly.
Step 7. Grow the Maintainer Base
Track contributors who:
Submit multiple high-quality PRs
Review others’ work
Invite them to become “reviewers” first, then merge maintainers.
Publicly recognize them in release notes or community updates.
Step 8. Regularly Clear the Queue
Once a month, do a “PR Review Day”:
Go through the backlog in one sitting.
Close stale PRs kindly: “Thanks for your contribution! Since this has been inactive for X months, we’re closing for now. Please reopen if you’d like to continue.”
Step 9. Celebrate Contributions
Mention contributors in release notes.
Pin a “hall of fame” or “shoutout board” on your repo/wiki.
Recognition is a powerful motivator when reviews are slow.
📌 If you implement even Steps 1, 2, and 6 (acknowledge quickly, categorize, keep communication alive), you’ll solve 80% of the demotivation problem. Steps 7–9 are about long-term sustainability.
Do you want me to draft a sample CONTRIBUTING.md section that explains this process clearly to new contributors so they know what to expect?
You said:
How about creating a sub branch which all these PR's can be merged on to, and then have super users use that branch, so it instills confidence in the PR through battle-tested use?
ChatGPT said:
Yes — that’s actually a really smart strategy, and it’s used in a few mature open-source projects (sometimes called a “staging” or “integration” branch). It gives contributors faster merges while still protecting the stability of your main branch. Here’s how you could structure it:
🔀 Staging Branch Workflow for PRs
1. Create a Dedicated Staging Branch
Name it something like
next,develop, orstaging.All new PRs get merged here once they pass CI checks (even without full maintainer review).
This gives contributors a sense of progress — their work is “in the codebase.”
2. Encourage Super Users / Power Testers
Identify a few trusted users (maybe advanced contributors or heavy users of the software).
Ask them to run their workflows against the
stagingbranch.Their feedback becomes an informal review process: they’ll catch regressions or UX issues that CI can’t.
3. Define Promotion Rules
On a regular cadence (e.g. every 2–4 weeks), or when staging is stable:
Maintainers review the combined state of staging.
Merge staging → main (production).
If serious issues arise, roll back or cherry-pick fixes into staging.
4. Keep Contributors in the Loop
Make it clear in
CONTRIBUTING.md:- “Your PR may land first in our staging branch. Once it’s been tested in the wild, it will be merged to main.”
This transparency sets expectations and avoids disappointment.
5. Optional Automation
Use branch protection rules:
main: protected, reviewed PRs only.staging: CI must pass, but maintainer review optional.
Bots can auto-merge approved PRs into staging if tests are green.
✅ Benefits
Fast feedback: contributors see their work merged quickly.
Real-world testing: staging gets “battle-tested” by advanced users.
Maintainer relief: reduces pressure for immediate deep reviews.
Community growth: super users feel valued as part of the QA loop.
⚠️ Caveats
Needs clear communication so people don’t confuse staging with stable releases.
Risk of staging getting bloated if maintainers don’t promote changes often enough.
Requires discipline from super users to actually test and report issues.
This works best if your project has at least a handful of enthusiastic early adopters willing to run “less stable” builds. It’s basically shifting some of the QA burden from maintainers to the community — which is a healthy pattern when the project starts to grow.
👉 Would you like me to draft a concrete branching model diagram (like a Git flow chart) to show how PRs move from contributor → staging → main?
You said:
other than next, develop, or staging, do you have other names?
ChatGPT said:
Definitely 👍 — naming can set the right tone for contributors and “super users.” Here are some alternatives people use instead of next, develop, or staging:
🔹 Forward-Looking Names
edge– often used for “bleeding-edge” builds.canary– like “canary in a coal mine,” catches issues early.preview– emphasizes that it’s a preview of what’s coming.beta– familiar to users who want semi-stable but ahead-of-release code.rc(release-candidate) – if you want to keep it close to release readiness.
🔹 Testing-Oriented Names
experimental– signals that things may break.integration– common in bigger projects where multiple PRs get tested together.qa– short for Quality Assurance.sandbox– informal, “playground” for new code.nightly– often used for builds generated every night from latest merges.
🔹 Community/Contributor-Friendly Names
contrib– highlights it’s where community PRs land first.early-access– more user-facing, implies excitement.incubator– good metaphor: new features “hatch” here.workbench– creative, suggests an area for building and tinkering.
👉 The best choice depends on the tone you want to set:
If you want to attract power testers →
edge/canary/preview.If you want to emphasize safety and process →
integration/qa.If you want to highlight community ownership →
contrib/incubator.
Would you like me to suggest one consistent branching model with names (like main + canary + release) that could be dropped straight into your repo’s workflow?
You said:
The problem too, the older a PR get's the harder it is to integrate into the main branch due to the higher odds of conflict.
ChatGPT said:
Exactly — that’s one of the big reasons why stale PRs kill contributor motivation and create extra maintainer work. The longer a PR sits, the more the base branch drifts, and then:
Merge conflicts pile up.
Contributors have to keep rebasing, which is annoying.
Maintainers risk losing track of whether a PR is still relevant.
🔧 Strategies to Avoid “PR Rot”
1. Merge Early into a “Landing Zone” Branch
That’s where your staging/canary/edge branch idea shines:
PRs get merged quickly into a shared branch.
Contributors see progress without waiting weeks.
Merge conflicts happen earlier (with smaller diffs), rather than later.
2. Automate Rebase Checks
CI can flag when a PR is behind
mainby X commits.Some projects use bots (like GitHub’s
dependabotstyle) to automatically rebase or ping contributors to update.Example bot comment: “This PR is 50 commits behind main. Please rebase to keep it mergeable.”
3. Keep PRs Small & Focused
Encourage contributors to split work into smaller, reviewable chunks.
Smaller PRs are faster to review, and less likely to conflict.
Larger features can be broken into “stacked” PRs (part 1 → part 2 → part 3).
4. Set “Freshness” Expectations
In your
CONTRIBUTING.md: “PRs inactive for more than 60 days may be closed or need rebasing.”Keeps the queue moving and signals that early merge > perfect merge.
5. Use “Draft” Mode Strategically
Let contributors open draft PRs early.
Maintainers (or peers) can give feedback before the contributor invests too much.
Less chance of a huge PR rotting while waiting for review.
6. Regular “PR Gardening”
Once a month, do a maintainer sweep:
Merge what’s safe.
Nudge contributors to rebase.
Close truly stale PRs (with a kind message).
✅ If you combine the landing zone branch with automated freshness checks, you greatly reduce the risk of PRs going stale and make integration less painful.
Would you like me to sketch a workflow where conflicts are mostly handled in the staging branch (so main stays clean and contributors rarely have to do the messy rebasing themselves)?
You said:
With this approach, what's your thoughts relative to 'squashing' commits?
ChatGPT said:
Great question 👌 — “squash vs. keep history” is one of those workflow choices where it really depends on what you want out of your history. Let’s frame it in the context of the staging branch approach we’ve been talking about:
🧩 Squashing in the Context of a Staging Branch
Option 1: Squash Commits When Merging to Main
Workflow: Contributors merge PRs into
stagingwith full commit history. When staging is promoted → main, you squash.Pros
mainstays clean: one commit per PR.Easy to bisect / read release history.
Mistakes and “oops fix typo” commits don’t clutter the long-term record.
Cons
You lose some granular commit history in
main.Contributors may feel their individual commits disappear.
This is the most common compromise: staging is “messy,” main is “curated.”
Option 2: No Squash (Keep Full History Everywhere)
Workflow: Merge PRs with all commits preserved in both staging and main.
Pros
Full traceability: you see exactly how code evolved.
Contributors feel their workflow is respected.
Cons
mainbecomes noisy (lots of “fix build,” “typo,” “WIP” commits).Harder to scan logs or write changelogs.
This works better for low-volume repos or teams that value archaeology over readability.
Option 3: Squash in Staging Too
Workflow: Every PR into staging is squashed into one commit immediately.
Pros
Keeps staging branch clean, easier to test rollback.
Maintainers don’t need to curate commits later.
Cons
Conflicts are harder to resolve (you lose intermediate commits that help with rebasing).
Less context for power users running off staging.
This usually defeats the purpose of staging (which thrives on raw history for debugging).
⚖️ My Take (Balanced Approach)
Allow full history in PRs → staging (helps with debugging, rebasing, battle-testing).
Squash when promoting staging → main (keeps main clean, one commit per feature/fix).
Optionally: use the squash commit message to include contributor names + PR numbers, so recognition isn’t lost.
Example commit message when squashing:
feat: add XYZ feature (#123 by @alice)
✅ This way:
Contributors feel progress (PRs merge quickly).
Power users can debug staging with full history.
Maintainers keep main polished for releases.
Do you want me to draft a branch + squash policy (something you could literally drop into your repo docs) that sets expectations for contributors?
You said:
How about the bleeding_edge branch is never merged into main, and it keeps the full history, but the individual PR's are squashed and merged into the main. Do you see any problems with that approach?
ChatGPT said:
Ah, yes — that’s another solid variation 👍
You’re basically describing a dual-track history model:
bleeding_edge(or whatever you call it) → integration playgroundAll PRs land here first, with full commit history intact.
Never merged into
main. It’s a living branch for contributors + testers.
main→ release-quality branchEach PR that survives testing gets squash-merged individually.
Clean, one-commit-per-PR history.
✅ Benefits of This Approach
Clear separation of concerns
bleeding_edge= experimentation, messy, good for debugging.main= polished, easy to navigate, stable.
Best of both worlds
Full commit granularity preserved for power users (in
bleeding_edge).Clean curated history for maintainers and downstream users (
main).
Encourages fast merges
PRs don’t rot because they get into
bleeding_edgequickly.Maintainers can take their time deciding when to squash into
main.
Confidence via battle-testing
- Only PRs that survive real-world testing in
bleeding_edgegraduate tomain.
- Only PRs that survive real-world testing in
⚠️ Potential Drawbacks
Divergence Between Branches
Since
bleeding_edgeis never merged, it drifts away frommain.Contributors may need to open PRs against
main, but also track conflicts inbleeding_edge.Solution: periodically rebase bleeding_edge onto main (to reduce drift).
Duplicate Work for Maintainers
A PR first lands in
bleeding_edge, then has to be squash-merged intomain.That’s a second merge action (though squash-merge is usually fast).
Two Sources of Truth
New contributors might get confused: “Which branch should I target?”
Solution: Document very clearly:
PRs always go to
bleeding_edgefirst.Maintainers handle promotion to
main.
Bisecting Bugs May Get Harder
If a bug exists in
main, you don’t have the granular commit history there.You’d need to switch to
bleeding_edgeto trace it back.
⚖️ Overall Assessment
If your project is growing fast and you want to avoid PR rot, this is a really strong approach.
Just be sure to:
Document contributor flow (always PR →
bleeding_edge).Rebase
bleeding_edgeontomainregularly to reduce drift.Automate squash merges into
mainas much as possible to cut maintainer overhead.
👉 Would you like me to sketch a visual diagram of this branching model (contributors → bleeding_edge → squash → main) so you can use it in your project docs?

Comments
Thoughts?
@theoryshaw
google Assistent red it loud to me (20min) otherwise it would be a tldr task for me. Just thinking out loud: An AI based search would be a big impact. Especial for UX. (Don´t know how hard or easy it is to implement it here at osarch or all over the complete "system" bonsaibim.org, ifcOpenshell,...)
Motivation: Learning new software (if its big and have much functionality) is frustrating sometimes. If rollouts (with upgrades or complete new software) in firms are made there is so much resist till the moment the benefits are seen and the first struggles are over. But imo AI (seach) as assistent gives immediatly more relevant answers and searchresults, that helps saving time and nerves.
It´s the businessmodel of some companies, but I think there are also some FOSS tools and solutions. Can´t tell too much about it, but here is a link to a business thats creating such tools. https://www.contexity.ch/en/
Tags for searching: semantic search, vectordatabase
This article has some good ideas on onboarding new contributors:
https://relational-tech.com/blog/six-ways-to-onboard.html
https://sease.io/2025/07/semantic-search-text-to-vector-with-apache-solr.html
https://www.elastic.co/
Imo it would be also cool to see the results for tutorials (if there is a fee per vid -why not)... I'm not an expert, but I see the potentials.
As a matter of fact I was after something like this when I found an issue to create the addon with the github actions :) (https://github.com/IfcOpenShell/IfcOpenShell/issues/7131).
What i was doing was the following (paused until the issue 7131 is solved):
After running these local git actions I have the the option to activate bonsai or bonsaiPR as blender addon.
The idea behind being to have the community test and provide feedback on the functionality given by the PRs while they are being reviewed to be eventually merged or removed.
Maybe having this bonsaiPR or bonsaiExperimental... addon already automatcially being generated by the ifcopenshell project in a fashion similar to how the "unstable" automatic updating is done would allow for a simple way to get community feedback on proposed PRs.
Of course since this is an automated addon generation there could be issues of conflicts between PRs (usually not for the PRs of the same author but I guess between authors). In this case I would just add info on the release about the automatically succesfull merged PRs and the ones that did not made it so the author (or someone in the community) could already check how to adapt to make it mergeable in this process.
For this bonsaiPR addon, all issues should be addressed to the PR author and not bloat the main bonsai development.
Finally, ideally there should be some "telemetry" on how and how much the PRs (and in general the rest of bonsai features) are used would give a quite good understanding of what is the user "likes, uses, most".
Just my two cents. :)
Cheers!
Thx all for the incredible work, insights,... musical greetings that doesn't fit it exactly, but it's near by....

@falken10vdl, Sounds fun to me. :)
🤷♂️
Now that issue https://github.com/IfcOpenShell/IfcOpenShell/issues/7131 is fixed I have launched the bonsaiPR process outlined above.
Please see https://community.osarch.org/discussion/3166/
Cheers!