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Website Improvements Plan

Based on feedback from Website Improvements.pdf, verified against the codebase.


Critical Errors (Verified)

1. Hallucinated Paper Title in Eitan's Bio

Status: VERIFIED - Title is completely wrong

Location: app/utils/footnotes.tsx:36-39

eitanArxivPaperLink: {
  href: "https://arxiv.org/abs/2510.13912",
  text: 'the paper "Strategic Deception in AI Systems"',  // WRONG
},

Actual Paper Title: "AI Debaters are More Persuasive when Arguing in Alignment with Their Own Beliefs"

Fix:

eitanArxivPaperLink: {
  href: "https://arxiv.org/abs/2510.13912",
  text: 'the paper "AI Debaters are More Persuasive when Arguing in Alignment with Their Own Beliefs"',
},

2. Missing Paper (Eitan + Austin)

Status: VERIFIED - Paper exists but not referenced anywhere

Missing Paper:

  • Title: "Measuring Chain-of-Thought Monitorability Through Faithfulness and Verbosity"
  • URL: https://arxiv.org/abs/2510.27378
  • Authors: Austin Meek, Eitan Sprejer, Iván Arcuschin, Austin J. Brockmeier, Steven Basart

Files to Update:

  1. Bio links - app/utils/footnotes.tsx:21-40

    • Add new link entry for this paper
  2. Dictionary bios - Update Eitan's bio text to mention both papers:

    • app/[locale]/dictionaries/en.json:216
    • app/[locale]/dictionaries/es.json:216
  3. Publications section - Add to research page publications:

    • app/[locale]/dictionaries/en.json:531-543
    • app/[locale]/dictionaries/es.json:531-543

3. Placeholder URL in Publications

Status: VERIFIED - Obvious placeholder needs fixing

Location:

  • app/[locale]/dictionaries/en.json:540
  • app/[locale]/dictionaries/es.json:540
"url": "https://openreview.net/forum?id=YOUR_PAPER_ID"  // PLACEHOLDER!

Fix: Replace with actual OpenReview URL for "Gradient Tracing for Sparse Autoencoders"

Note: The eitanPaperLink in footnotes.tsx points to https://openreview.net/forum?id=F8cIIwrgCZ#discussion which is actually "Approximating Human Preferences Using a Multi-Judge Learned System" - need to verify which paper should be in publications.


4. OpenPhil Description

Status: RESOLVED

Clarification: OpenPhil changed its name to Coefficient Giving. This is already correctly reflected in the codebase - the support section lists "Coefficient Giving" which is the new name.

No action needed.


5. Workshop Naming

Status: APPEARS CORRECT

Current naming: "Agentic Coding Workshop" throughout:

  • app/[locale]/dictionaries/en.json:365,369,371,694-721
  • app/[locale]/dictionaries/es.json:365,369,371,694-721
  • app/[locale]/agentic-coding-workshop/page.tsx

PDF says: "Say 'Agentic coding' workshop instead"

Observation: Current naming matches the request. This issue may have already been fixed, or the naming discrepancy is subtle (capitalization?).


High-Level Improvements

6. Add "Success Stories" Section

Status: MISSING - Section does not exist

PDF Requirements:

  • AISAR programme achievements
  • Published papers and collaborative projects
  • Events attended, talks given
  • Individual participant stories:
    • Ana (project with Vicky, ML4Good)
    • Charly (current status)
    • Guido (AISAR, now at MARS)
    • Guido Bergman (Algoverse, Evals work)
    • Eitan, Luca, Lucas
    • Luca De Leo

Implementation:

  1. Create new section in dictionaries for success stories
  2. Add to landing page or create dedicated page
  3. Consider merging with AISAR content

Files to create/modify:

  • app/[locale]/dictionaries/en.json - Add successStories section
  • app/[locale]/dictionaries/es.json - Add Spanish translations
  • app/[locale]/page.tsx OR create new app/[locale]/impact/page.tsx

7. Restructure About Page - Pictures First

Status: Structural change needed

Current Order (app/[locale]/about/page.tsx):

  1. Core Concepts (What is AI Safety) - Lines 65-141
  2. Our Approach - Lines 143-183
  3. Cofounders - Lines 185-334
  4. Team - Lines 336-698
  5. Support - Lines 700-830

Requested Order:

  1. Cofounders/Team (pictures first)
  2. Our Approach
  3. Core Concepts (consider removing/demoting "What is AI Safety")

Files to modify:

  • app/[locale]/about/page.tsx - Reorder sections
  • Consider moving "What is AI Safety" to a separate page or FAQ

8. Landing Page Improvements

Status: Multiple changes needed

Current State (app/[locale]/page.tsx):

  • Mission section with 3 paragraphs (lines 39-87)
  • Events section (lines 89-111)
  • Activities section (lines 113-210)
  • Get Involved section (lines 212-256)

PDF Requests:

8a. One-liner mission instead of paragraphs

Location: app/[locale]/dictionaries/en.json:48-54

"mission": {
  "paragraph1": "...",  // Long
  "paragraph2": "...",  // Long
  "paragraph3": "..."   // Long
}

Action: Create condensed one-liner version, keep detailed paragraphs for About page

8b. Show ladder-like programs (like Apart)

Inspiration: Apart Research's visual pathway (Research Sprints → Remote Lab → Research Outputs → Impact) Implementation: Add visual stepped pathway showing progression through BAISH programs Files: Create new component, add to landing page

8c. Showcase published research

Action: Add research highlights section linking to Research tab Files: app/[locale]/page.tsx, add new section

8d. Showcase Club del Paper videos

Action: Add featured videos section with best recordings Implementation: YouTube embed carousel or highlights Files: app/[locale]/page.tsx, create video showcase component

8e. Show AISAR and FAIR as sister orgs

Action: Add partners/ecosystem section Files: app/[locale]/page.tsx, dictionaries for translations

8f. Clear "getting started" steps (CAISH inspiration)

CAISH Example:

  1. Join an event (socials every Thursday)
  2. Apply for Alignment Fellowship
  3. Apply for ML Bootcamp
  4. Join the leadership team

Action: Create numbered getting-started pathway Files: app/[locale]/page.tsx, dictionaries


9. Add Agentic Coding Resources to Resources Tab

Status: DONE

Clarification: Agentic coding materials exist in the Past Programs section of the Activities page.

Implementation: Added quick link in Resources page sidebar under "Related resources":

  • app/[locale]/resources/page.tsx:241-271 - Added Link component
  • app/[locale]/dictionaries/en.json:636-640 - Added agenticCoding entry
  • app/[locale]/dictionaries/es.json:636-640 - Added Spanish translation

10. Research Page - Expression of Interest

Status: MISSING

Current State (app/[locale]/research/page.tsx):

  • Research Pathway (lines 98-150)
  • Focus Areas (lines 152-199)
  • Publications (lines 201-259)
  • Opportunities (lines 261-318)
  • CTA with book-a-call links (lines 320-348)

Missing: Form/mechanism for expressing interest in research projects

PDF Request: "Have an expression of interest for taking part on either ongoing or future research projects"

CAISH Reference: Similar feature for joining research

Implementation Options:

  1. Google Form embed
  2. Airtable form
  3. Custom form component
  4. Simple mailto link with structured subject

Files to modify:

  • app/[locale]/research/page.tsx - Add EOI section
  • app/[locale]/dictionaries/en.json - Add research.expressionOfInterest section
  • app/[locale]/dictionaries/es.json - Spanish translations

11. Future: Connect to Member Database

Status: FUTURE ITEM (not actionable now)

PDF Note: "Connect it to the database of members (for the future, when we do have said database with info of our members)"

Action: Document for future implementation when member database exists


Summary Table

# Issue Severity Status Primary File(s)
1 Hallucinated paper title Critical DONE app/utils/footnotes.tsx:36-43
2 Missing paper (Austin) Critical DONE footnotes.tsx, dictionaries, publications
3 Placeholder URL Critical DONE All 3 papers now in publications
4 OpenPhil description N/A RESOLVED Now "Coefficient Giving"
5 Workshop naming Low Already correct N/A
6 Success Stories High DONE page.tsx, dictionaries
7 About page order Medium DONE about/page.tsx - team first
8 Landing page High DONE New hero + Getting Started pathway
9 Agentic resources link Medium DONE resources/page.tsx sidebar
10 Research EOI Medium DONE research/page.tsx + form section
11 Member database Future N/A Future work

Recommended Priority

Immediate (Critical Errors):

  1. Fix hallucinated paper title (#1)
  2. Add missing paper (#2)
  3. Fix placeholder URL (#3)

Short-term (High Impact):

  1. Landing page one-liner + getting started steps (#8a, #8f)
  2. Add Success Stories section (#6)

Medium-term (Structural):

  1. Restructure About page (#7)
  2. Add Research EOI form (#10)
  3. Landing page visual pathway (#8b)

Long-term (Content-heavy):

  1. Club del Paper video showcase (#8d)
  2. AISAR/FAIR partner section (#8e)
  3. Member database integration (#11)