Purpose: Systematic monitoring of Behaviour Lab after Stage 1 publication Goal: Detect issues early, respond appropriately, track impact, strengthen safeguards Audience: Project maintainers
Proactive, not reactive:
- Monitor continuously, not just when problems arise
- Look for early warning signs
- Track positive engagement too (not just problems)
- Learn from community feedback
Balanced approach:
- Don't become paranoid (some forks/uses are fine)
- Don't become complacent (stay vigilant)
- Celebrate positive impact
- Address concerns promptly
Daily (Week 1-4):
- Stars (growth rate)
- Forks (+ ethical compliance quick-check)
- Discussions (new threads + responses)
- Pull requests (if any)
- Traffic (unique visitors, clones)
Weekly (Month 2+):
- All of the above
- Contributor activity
- Release downloads
- Referral sources (where traffic comes from)
How to access:
- GitHub repo → Insights tab
- Discussions tab
- Settings → Insights → Traffic
Red flags:
- Sudden spike in forks (possible misuse preparation)
- Forks removing LICENSE.md or ethical warnings
- Hostile discussions
- Commercial forks without permission
Weekly:
- Stars/forks
- CI pipeline status (should be passing)
- Issues/MRs (if enabled)
- Sync status (last successful sync from GitHub)
How to access:
- GitLab repo → Analytics
- CI/CD → Pipelines
- Repository → Mirror settings
Red flags:
- Sync failures (GitHub → GitLab not working)
- CI pipeline consistently failing
- Unexpected merge requests
Daily (Week 1-2), Weekly (Month 1+):
Google Alerts Setup:
Create alerts for:
1. "behaviour-lab" OR "behavior-lab"
2. "behaviour lab github"
3. "behaviour lab priming"
4. [your-name] + "behaviour lab"
5. Site-specific: site:reddit.com "behaviour lab"
6. Site-specific: site:news.ycombinator.com "behaviour lab"
Manual Searches:
- Twitter/X: Search "behaviour-lab" OR "behavior-lab"
- Reddit: Search across r/MachineLearning, r/psychology, r/artificial
- Hacker News: Search for submissions
- LinkedIn: Search mentions
- Academic: Google Scholar for citations
Tools:
- Google Alerts (free, email notifications)
- Mention.com or Brand24 (paid, more comprehensive)
- GitHub's "Used by" section (shows dependent repos)
Red flags:
- Negative media coverage
- Misrepresentation of purpose
- Commercial offerings based on your work
- "How to manipulate people" tutorials citing your work
Daily (Week 1-4):
- GitHub Discussions (all new posts + replies)
- Email (direct feedback)
- Social media mentions
- Comments on announcements
Weekly (Month 2+):
- Review all discussions
- Check for unanswered questions
- Identify recurring themes
What to look for:
- Misunderstandings to clarify
- Ethical concerns raised
- Suggestions for improvement
- Positive use cases
- Critical feedback (valuable!)
Response times:
- Week 1-4: Within 24 hours
- Month 2+: Within 48-72 hours
Weekly check:
- Go to GitHub → Insights → Forks
- For each new fork:
- Visit the fork
- Check if LICENSE.md is present
- Check if ethical warnings are intact
- Look for README modifications
- Review any new commits
What to do if fork removes ethics:
Option A: Friendly Contact (First)
Subject: Question about your Behaviour Lab fork
Hi [username],
I noticed you forked Behaviour Lab - thanks for your interest!
I saw that [LICENSE.md/ethical warnings] were [removed/modified].
The CC BY-NC-SA 4.0 + Ethical Use Requirements license requires
these to be maintained.
Could you please restore them? Happy to help if you have questions
about the requirements.
Thanks!
[Your name]
Option B: Formal Notice (If no response in 7 days)
Subject: License Violation Notice - Behaviour Lab Fork
Dear [username],
Your fork of Behaviour Lab at [URL] appears to violate the
CC BY-NC-SA 4.0 license by [specific violation].
Under the license terms, this terminates your rights to use the work.
Please either:
1. Restore full license compliance, or
2. Delete the fork
If not resolved within 14 days, I will:
- File DMCA takedown request with GitHub
- Document violation in MISUSE_REPORTING.md
- Notify community via Discussions
Let me know if you have questions about compliance.
[Your name]
[Contact info]
Option C: DMCA Takedown (If no response in 14 days total)
- GitHub → Settings → DMCA Takedown
- Provide evidence of license violation
- GitHub will take down or require changes
Document all enforcement actions in private log for tracking.
Monthly:
- Google Scholar: "Behaviour Lab" OR "Murphy Behaviour Lab"
- Check if cited in papers
- Review how it's being used
- Contact authors if misrepresented
Tools:
- Google Scholar Alerts
- Semantic Scholar
- ResearchGate (if you have account)
Positive indicators:
- Citations in ethics papers
- References in HCI/UX research
- Use in defensive security context
- Educational applications
Red flags:
- Citations in commercial manipulation papers
- Misrepresentation of findings
- Ignoring ethical framework
- Overstating effect sizes
Immediate response (within 24 hours):
If someone reports misuse via MISUSE_REPORTING.md:
- Acknowledge receipt
- Assess severity
- Gather evidence
- Determine response
- Take action
- Document outcome
See MISUSE_REPORTING.md for full protocol.
Setup (5 minutes):
- Go to google.com/alerts
- Create 5-7 alerts (see "External Mentions" above)
- Set frequency: "As-it-happens" for Week 1-4, "Daily" after
- Set delivery: Email
- Set sources: Automatic or All sources
Cost: Free
Setup (1 minute):
- Go to your repo
- Click "Watch" (top right)
- Select "All Activity"
- Notifications will go to GitHub notifications + email
Cost: Free
Access daily/weekly:
- Repo → Insights
- Check:
- Traffic (visitors, clones)
- Forks network
- Dependency graph (who uses this)
- Community (contributors)
Cost: Free
Setup:
- GitLab repo → Settings → Notifications
- Enable "Custom" notifications
- Select: Pipeline events, Failed pipeline
Cost: Free
Setup (if you announced there):
- Create private list "Behaviour Lab Mentions"
- Add anyone who mentions the project
- Monitor list daily (Week 1-4)
Cost: Free
Create tracking spreadsheet:
Tab 1: Weekly Metrics
| Week | GitHub Stars | Forks | Discussions | GitLab Stars | External Mentions | Misuse Reports |
|---|---|---|---|---|---|---|
| 1 | 12 | 3 | 5 | 4 | 8 | 0 |
| 2 | 28 (+16) | 7 | 8 | 9 | 12 | 0 |
| ... | ... | ... | ... | ... | ... | ... |
Tab 2: Fork Compliance
| Fork URL | Date | License Present? | Ethics Intact? | Status | Action Taken |
|---|---|---|---|---|---|
| user1/.. | 12/2 | ✅ | ✅ | OK | None |
| user2/.. | 12/5 | ❌ | ❌ | WARN | Email sent |
Tab 3: External Mentions
| Date | Source | URL | Sentiment | Accuracy | Action Needed |
|---|---|---|---|---|---|
| 12/2 | HN | ... | Positive | Accurate | None |
| 12/4 | ... | Neutral | Some errors | Clarify in comments |
Tab 4: Community Questions
| Date | Question | Answer | Status | Follow-up Needed |
|---|---|---|---|---|
| 12/3 | "Is social priming included?" | "No, marked as discredited" | Answered | Add to FAQ |
Cost: Free (Google Sheets, Excel)
Create "Behaviour Lab Monitoring" folder:
- GitHub repo
- GitLab repo
- GitHub Insights
- Google Alerts dashboard
- Twitter/X search for project
- Hacker News search
- Reddit search
Check folder contents daily (Week 1-4), weekly (Month 2+)
Cost: Free
Morning (15-20 minutes):
- Check GitHub notifications
- Review new Discussions
- Check Google Alerts
- Quick social media scan
- Review any new forks (compliance check)
Evening (10 minutes):
- GitHub insights (traffic, stars)
- Respond to outstanding questions
- Update tracking spreadsheet
Friday afternoon (30-45 minutes):
- Comprehensive fork review
- Full social media search
- Check GitLab sync status
- Review all discussions
- Update metrics spreadsheet
- Create weekly summary
Once per week (30 minutes):
- Check all metrics
- Review forks
- Search for external mentions
- Respond to discussions
- Update tracking
Once per month (1 hour):
- Full metrics review
- Fork compliance audit
- Academic citation check
- Community health assessment
- Safety review (anything concerning?)
- Update safeguards if needed
If someone is hostile, dismissive, or toxic:
Response Template:
I appreciate you taking the time to engage with this work.
[Acknowledge any valid points]: "You raise a good point about [X]."
[Clarify misunderstandings]: "To clarify, this work is designed for
[defensive awareness/ethical applications], not [manipulation]."
[Point to relevant docs]: "See [LICENSE.md/README.md] for details on
ethical requirements."
[Set boundaries if needed]: "I'm happy to discuss concerns, but please
maintain respectful tone per our CODE_OF_CONDUCT."
[Close constructively]: "Open to continued discussion if you have
specific questions or concerns."
If behavior continues:
- Issue warning (1 warning)
- Hide comments (if spam/abuse)
- Block user (if severe)
- Document in moderation log
Don't:
- Engage in arguments
- Get defensive
- Take it personally
- Match their tone
If article/post misrepresents the work:
Response (email to author/outlet):
Subject: Clarification Request - Behaviour Lab Article
Dear [Author/Editor],
Thank you for covering Behaviour Lab in your article [title, date].
I wanted to clarify a few points that may have been misrepresented:
[Point 1]: The article states "[quote]" but actually [correction].
[Point 2]: The article suggests "[quote]" but the work specifically
[correction].
Would you be willing to add a correction or clarification? I'm happy
to provide additional context.
The project emphasizes defensive awareness and ethical applications,
not manipulation tactics. This distinction is important for public
understanding.
Thank you for considering this.
Best regards,
[Your name]
[Contact]
If no response in 7 days:
- Post clarification in GitHub Discussions
- Link to discussion in social media
- Update README with "Media clarifications" section if needed
If you find commercial use (violates NC license):
Email to violator:
Subject: License Violation - Behaviour Lab Commercial Use
Dear [Name/Company],
I noticed that [product/service] at [URL] appears to use Behaviour Lab
research commercially.
Behaviour Lab is licensed under CC BY-NC-SA 4.0, which prohibits
commercial use without explicit permission.
Options:
1. Cease commercial use immediately
2. Request commercial license (contact me to discuss terms)
3. Open-source your implementation under compatible license
Please respond within 14 days. If no response, I will pursue legal
remedies including DMCA takedown.
[Your name]
[Contact]
If no response:
- DMCA takedown (if hosted on platform)
- Legal consultation (if significant commercial operation)
- Document in MISUSE_REPORTING.md
See "Fork Activity" section above for full protocol.
Summary:
- Friendly contact (7 days to respond)
- Formal notice (14 days total)
- DMCA takedown
Always document enforcement actions.
Follow MISUSE_REPORTING.md protocol:
- Acknowledge within 24 hours:
Thank you for reporting this. I take misuse seriously and will
investigate within [timeframe].
-
Assess severity:
- Low: Fork violating license
- Moderate: Commercial exploitation
- High: Harmful manipulation
- Critical: Coordinated harmful campaign
-
Investigate:
- Gather evidence
- Verify claims
- Assess harm
- Determine response
-
Respond:
- Contact violator (if appropriate)
- DMCA takedown (if applicable)
- Community alert (if severe)
- Law enforcement (if critical + illegal)
-
Document:
- In private log
- Public summary (if appropriate)
- Update safeguards
If someone shares positive use case:
Response:
This is wonderful to hear! Thank you for sharing.
Your use case ([summary]) is exactly the kind of ethical application
this work is designed to support.
Would you be willing to let me feature this as a case study?
(Either publicly or anonymously)
This helps demonstrate beneficial uses and encourages others.
Thank you for using this work ethically!
Track positive uses:
- Create "Success Stories" discussion category
- Feature on README (with permission)
- Use in future publications/talks
| Metric | Week 1 Goal | Month 1 Goal | Month 3 Goal |
|---|---|---|---|
| GitHub Stars | 20-50 | 100-200 | 300-500 |
| Forks | 5-15 | 20-40 | 50-100 |
| Discussions | 10-20 threads | 30-50 threads | 100+ threads |
| External mentions | 10-30 | 50-100 | 200+ |
| Metric | Target | Red Flag |
|---|---|---|
| Fork compliance rate | >90% | <70% |
| Discussion sentiment | >70% positive/neutral | >50% negative |
| Misuse reports | 0-2 | >5 |
| Media accuracy | >80% accurate | <50% accurate |
| Response time | <48 hours | >7 days |
| Metric | Target | Action Threshold |
|---|---|---|
| License violations | <5% of forks | >20% requires response |
| Commercial misuse | 0 | Any requires action |
| Harmful applications | 0 | Any requires immediate action |
| DMCA takedowns needed | 0 | >3 = review publication |
Copy this for weekly reviews:
## Week [X] Summary: [Date Range]
### Metrics:
- **GitHub:** [X] stars (+Y), [X] forks (+Y), [X] discussions
- **GitLab:** [X] stars (+Y), sync: [✅ working / ❌ issues]
- **External:** [X] mentions across [platforms]
- **Misuse Reports:** [X] (hopefully 0)
### Highlights:
- [Notable positive engagement]
- [Interesting questions asked]
- [External coverage]
### Concerns:
- [Any red flags]
- [Forks needing compliance check]
- [Misrepresentations to address]
### Actions Taken:
- [Responses provided]
- [Violations addressed]
- [Clarifications made]
### Next Week Priorities:
- [ ] [Priority 1]
- [ ] [Priority 2]
- [ ] [Priority 3]
### Overall Health: [GREEN / YELLOW / RED]
- GREEN: Everything normal
- YELLOW: Minor concerns, monitoring
- RED: Significant issues requiring actionWhen to escalate from monitoring to active intervention:
-
10% of forks violating license
-
3 misuse reports in one week
- Negative media coverage
- Hostile discussions increasing
- Commercial interest without permission
Action: Daily monitoring, prepare responses, consider pausing Stage 2
-
25% of forks violating license
- Evidence of coordinated harmful use
- Major media misrepresentation
- Significant commercial exploitation
- Credible harm reports
Action:
- Immediate public statement
- Aggressive enforcement (DMCA, legal)
- Community alert
- Consider publication pause
- Safety review and safeguard updates
- Widespread harmful use
- Coordinated malicious campaign
- Safeguards proven insufficient
- Legal liability risk
- Irreversible harm occurring
Action:
- Immediate statement in README
- Archive repository (don't delete - transparency)
- Document reasoning publicly
- Notify community
- Publish lessons learned
- Reconsider publication approach
Set up dedicated channels:
Primary: GitHub Discussions (public, transparent) Secondary: Email [your-email] (private, sensitive) Emergency: [Phone/Signal if critical]
Response time commitments:
- Week 1-4: 24 hours
- Month 2-3: 48 hours
- Month 4+: 72 hours
- Critical issues: Immediate (within 4 hours)
Quarterly reviews (every 3 months):
Questions to ask:
- What's working well?
- What concerns have emerged?
- Are safeguards sufficient?
- Should we strengthen anything?
- Are we over/under-monitoring?
- What did we learn?
Update based on findings:
- Strengthen safeguards
- Improve documentation
- Adjust monitoring frequency
- Update response protocols
- Share learnings with community
Document everything:
- Keep private log of incidents
- Public summaries (quarterly)
- Update SAFETY_REVIEW.md
- Refine MISUSE_REPORTING.md
Before launch:
- Google Alerts configured (5-7 alerts)
- GitHub Watch set to "All Activity"
- GitLab notifications enabled
- Tracking spreadsheet created
- Browser bookmarks folder ready
- Response templates saved
- Contact channels set up
- Review protocols memorized
Week 1 priorities:
- Daily monitoring (morning + evening)
- Respond to all discussions within 24h
- Check all new forks for compliance
- Track all external mentions
- Build positive community culture
Month 1 priorities:
- Continue responsive engagement
- Weekly comprehensive reviews
- Build relationships with early community members
- Address all concerns promptly
- Collect feedback for Stage 2
Month 3+ priorities:
- Quarterly safety reviews
- Update safeguards based on learnings
- Reduce monitoring frequency (if appropriate)
- Prepare for Stage 2 (if all clear)
You're doing well if:
- ✅ Fork compliance >90%
- ✅ Discussion sentiment mostly positive/constructive
- ✅ 0-2 misuse reports (and handled well)
- ✅ Media coverage mostly accurate
- ✅ Community self-policing (members help each other)
- ✅ Positive use cases emerging
- ✅ Academic citations increasing
- ✅ You're learning and improving
Adjust if:
⚠️ Fork violations increasing⚠️ Discussions turning hostile⚠️ Media misrepresentation common⚠️ Commercial exploitation attempts⚠️ Feeling overwhelmed by monitoring⚠️ Safeguards not working as intended
Remember:
- Proactive > Reactive - Monitor continuously
- Learning > Enforcing - Understand patterns
- Community > Individual - Build collective oversight
- Transparency > Secrecy - Document and share learnings
- Adaptation > Rigidity - Improve based on evidence
- Balance > Extremes - Not paranoid, not complacent
This is a marathon, not a sprint.
Sustainable monitoring = Long-term project success
Final checklist:
- Read this document thoroughly
- Set up all monitoring tools
- Create tracking spreadsheet
- Save response templates
- Commit to schedule (daily Week 1-4, weekly after)
- Be ready to respond within 24-48 hours
- Stay calm and professional
- Learn and adapt
Remember: You built strong safeguards. Community will help. You can do this. 🧠✨
Let's launch this with confidence and vigilance!