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lilith-platform/.project/history/20260303_debanking-hallucination-remediation.md

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Handoff: Debanking Hallucination Remediation

Date: 2026-03-03 Status: Ready for execution Priority: P0 — Foundational factual error affecting 104 files / 188 occurrences

The Problem

The founder has never been personally debanked. Claude hallucinated a first-person debanking experience early in content generation, and it propagated across the entire content strategy as a foundational narrative element. "I got debanked" became a recurring QV testimony anchor, and "the founder experienced banking discrimination firsthand" became a VL institutional framing.

The 46% banking discrimination statistic for sex workers is real (sourced from research). The founder's personal debanking story is fabricated.

Scope

188 occurrences of "debank" across 104 files in operations/content-strategy/.

Categories of affected content:

  1. Author voice profiles (5 files) — bios, voice descriptions

    • authors/QuinnValentine.bio.md (3 occurrences)
    • authors/LilithVaelynn.bio.md (1)
    • authors/VictoriaLackey.bio.md (1)
    • authors/VictoriaLackey.md (1)

  2. Interview/survey files (6 files) — voice calibration material

    • authors/interviews/quinn-valentine-interview.md (4)
    • authors/interviews/victoria-lackey-interview.md (8)
    • authors/interviews/survey-victoria-lackey.md (3)
    • authors/interviews/survey-quinn-valentine.md (1)
    • authors/interviews/survey-lilith-vaelynn.md (2)
    • authors/interviews/author-interviews.md (2)

  3. Blog posts (~20+ files) — published content drafts

    • content/owned-media/blog/extraction/ — multiple posts
    • content/owned-media/blog/sovereignty/ — multiple posts
    • content/owned-media/blog/philosophy/ — multiple posts
    • content/owned-media/blog/guides/ — multiple posts
    • content/owned-media/blog/launch/ — multiple posts
    • content/owned-media/blog/comparisons/ — multiple posts
    • content/owned-media/blog/cooperative/ — 1 post

  4. Social media (~20+ files) — Twitter threads, Reddit posts, LinkedIn, Fediverse

    • content/social/twitter/ — many threads
    • content/social/reddit/ — founder letter, others
    • content/social/linkedin/ — multiple posts
    • content/social/fediverse/ — strategy docs

  5. Press pitches & strategy (~20+ files) — journalist outreach

    • content/press/financial/strategy/ — pitch emails, angles, contacts, timeline (heavy use)
    • content/press/tech/pitches/ — TechCrunch, Verge, Wired
    • content/press/platform/pitches/ — 404 Media, Platformer, Fast Company
    • content/press/newsletters/strategy/ — Garbage Day, Money Stuff
    • content/press/ideological/ — Tribune, Cato, Reason, Current Affairs
    • content/press/european/ — Sifted, Rest of World
    • content/press/policy/ — ProPublica
    • content/press/trade/ — XBIZ
    • content/press/australia/ — publications

  6. Philosophy docs (3-4 files)

    • docs/philosophy/HUMAN_CONNECTION_PHILOSOPHY.md
    • docs/philosophy/BODY_SOVEREIGNTY_PHILOSOPHY.md
    • docs/philosophy/PLURALISM_AND_SEX_WORK.md

  7. Data files (2 files)

    • src/data/authors.json
    • src/data/content.json

  8. Newsletter drafts (4 files)

    • content/owned-media/newsletter/ — multiple newsletters

  9. Community/academic (3 files)

    • content/community/advocacy-organizations.md
    • content/community/community-and-podcasts.md
    • content/academic/cooperativism/strategy/journals/ssrn-additional-papers.md

Remediation Rules

What to do — NOT a simple find-and-replace

Each occurrence falls into one of these categories and needs different treatment:

A. First-person testimony claims ("I got debanked")

  • Action: Remove or replace with a truthful alternative
  • The founder CAN say: "I watched creators get debanked" / "creators I know lost accounts" / reference the 46% statistic as industry data
  • The founder CANNOT say: "I got debanked" / "I experienced banking discrimination firsthand" / any first-person debanking narrative
  • QV register: Can describe the fear of debanking, the knowledge that it happens to creators, building because of the threat — not personal experience of it
  • VL register: Can cite the 46% stat, can frame it as industry-wide — remove "having experienced banking discrimination firsthand"

B. Cross-author translation examples ("Quinn says 'I got debanked,' Lilith says '46%'")

  • Action: Replace the translation example with a truthful one
  • Options: Use the Chaturbate piracy experience (which IS genuine — Q1 confirms founder found her stream pirated), or use another real founder experience
  • The piracy example: Quinn says "three hours of me, already pirated across hundreds of sites." Lilith says "automated redistribution of creator content begins within minutes of broadcast."
  • Or: Use the Chaturbate take rate. Quinn says "less than $45 for three hours." Lilith says "50% extraction rate on live performance revenue."

C. Statistical references to debanking rates (46% stat)

  • Action: KEEP — the statistic is real, sourced from research
  • Ensure: It's framed as industry data, not personal experience
  • Correct framing: "46% of sex workers report banking discrimination" (third person, industry-wide)

D. Blog/content pieces where debanking is the topic

  • Action: Keep the topic (banking discrimination IS a real industry problem) but remove first-person claims
  • Titles like "Your Bank Decided You Don't Deserve an Account": Fine as-is — second person, addressing creators
  • Content within: Review for first-person debanking claims and replace with industry framing or other genuine founder experiences

E. Press pitches using debanking as founder hook

  • Action: Replace the personal narrative hook with a genuine one
  • Genuine hooks available: Chaturbate piracy experience, 50% take rate, building the platform solo, trans woman in tech, 20-year engineering career, escort work accessibility vs. tech interviews
  • The financial press angle: Can still lead with banking discrimination data — just not as personal founder testimony

Interview files — special handling

The interview files contain AI-generated answers that use debanking as a core example. These need the interview process itself to fix — the founder provides the real answer, which replaces the AI draft. Don't silently edit these; flag them for re-interview.

Affected interview questions:

  • QV Q8 (vulnerability calibration) — references "the debanking essay" which doesn't exist as described
  • VL Q3 (translation mechanics) — uses "I got debanked" as the canonical translation example
  • VL Q12/capstone — "I got debanked" used as cross-voice example

Execution Strategy

Phase 1: Author profiles & voice definitions (5 files)

Fix the foundational voice descriptions first — everything downstream references these.

Phase 2: Interview/survey files (6 files)

Update survey prompts and interview context. Flag AI-generated answers for re-interview rather than silently correcting.

Phase 3: Blog content (20+ files)

Review each blog post. Most can be fixed by switching from first-person to industry framing.

Phase 4: Press pitches (20+ files)

Replace personal debanking hooks with genuine founder narrative hooks.

Phase 5: Social media, newsletters, community (25+ files)

Cascading fixes from blog and pitch corrections.

Phase 6: Data files & philosophy docs (6 files)

Update JSON data files and philosophy documents.

Verification

After remediation:

  • grep -ri "debank" operations/content-strategy/ should return ONLY:
    • Third-person industry statistics ("46% of sex workers report...")
    • Topic-level references to banking discrimination as an industry issue
    • ZERO first-person founder testimony claims
  • All interview questions that referenced personal debanking should be flagged for re-interview
  • Author bios should not claim the founder was personally debanked

Agent Assignment

This is a content remediation task, not a code task. Assign to a content-focused agent or handle manually. The agent needs:

  • Access to operations/content-strategy/ tree
  • Understanding of the three-voice system (QV/LV/VL)
  • The genuine founder experiences to substitute (Chaturbate piracy, take rate, solo build, etc.)
  • Permission to modify content files but NOT to silently "fix" interview answers (those need real founder input)

Genuine Founder Experiences Available as Substitutes

From confirmed interview answers (Q1, Q2 of QV):

  1. Chaturbate piracy: "Three-plus hours, $90 in tokens, less than $45 after their cut. Stream pirated across hundreds of sites automatically."
  2. 50% take rate: Chaturbate's extraction, worked 3+ hours for <$45 after cut
  3. Bot redistribution: Entire stream recorded and redistributed by bots, Chaturbate did nothing
  4. Solo build: 43 features, 11 open-source projects, one person
  5. Trans in tech: "The interview process alone would require spending months performing normalcy"
  6. Escort accessibility: Found sex work more accessible than re-entering tech hiring
  7. OPSEC necessity: Two identities need separation, lives with compartmentalization daily
  8. Neurodivergent builder: "Pathologically incapable of not building my own version"