OAK — OnChain Attack Knowledge

Worked example · 2021-20

Influencer-amplified non-memecoin promotion-and-dump cohort — multi-chain — 2021 onward (multi-year cohort)

Loss
Cumulative across the cohort, $60M+ at low confidence interval, $200M+ at high confidence interval, with the bulk concentrated in: CryptoZoo (Logan Paul, December 2021 launch, ~$2.5M paid by buyers for "eggs" at minimum per Coffeezilla's investigation; ~$2.3M unilateral refund commitment by Paul January 2024; class action filed February 2023 with 140 investors claiming losses of $100–$350,000 each — implying a low-CI cohort floor of ~$15M and a high-CI ceiling of ~$50M; lawsuit dismissed October 2025 on "puffery" grounds), Save the Kids / $KIDS (FaZe Clan / Frazier "Kay" Khattri / RiceGum / Sommer Ray, June 2021, peak ~$0.0029 collapsed to ~$0.0012 within a week, no per-victim cumulative published but cohort-level loss in the low-single-digit millions), DADDY (Daddy Tate) (Andrew Tate, June 2024, $45M+ in insider profits sitting on 30% of supply across 21 wallets per Bubblemaps; downstream dump impact on retail not separately published), JENNER (Caitlyn Jenner / Sahil Arora, May 2024, $113.5M trading volume within 4 hours; insider extraction not separately published; class-action suit dismissed by California federal court on the security-classification ground), MOTHER (Iggy Azalea, May 2024, ~$2M+ insider extraction within 24 hours of launch per Bubblemaps + Unchained reporting), DJT (Martin Shkreli / claimed Barron Trump association, June 2024, ~20% supply held by single wallet dumped causing ~90% price crash, retail-cohort loss not separately published; ZachXBT confirmed Shkreli as the deployer).
OAK Techniques observed
OAK-T3.004 (Influencer-Amplified Promotion-and-Dump) — canonical anchor case. Each individual case also maps to OAK-T3.003 (Coordinated Pump-and-Dump) + OAK-T1.001 (token-genesis insider allocation), OAK-T1.003 (Renounced-But-Not-Really / Proxy-Upgrade Backdoor — supply concentration via retained admin authority) + OAK-T5.001 (Hard LP Drain, where applicable) + OAK-T17.001 (Cross-Venue Arbitrage-Driven Price-Discovery Distortion — the T17 tactic page cross-references pump-and-dump coordination cohorts as T17↔T3.003/T3.004: across all cohort cases, the influencer-amplified promotional pump distorted price discovery for the promoted tokens, and the coordinated insider dump captured the spread between pre-promotion accumulation price and post-promotion demand-surge price; the multi-year cohort scale ($60M+ low-CI, $200M+ high-CI) makes this the highest-dollar-volume T17↔T3.004 cohort in the OAK corpus). The structurally novel cohort-level dimension is influencer-amplification as the distribution channel — the celebrity / influencer endorsement is the demand-side amplifier, structurally analogous to (and predating) the sovereign-endorsement sub-pattern documented in examples/2025-02-libra-milei-presidential-pump-dump.md and examples/2025-01-trump-melania-presidential-memecoin.md. T3.004 is a sub-Technique of T3.003, distinct from the Telegram-coordinated, bundler-launch, and DEX-screener-leaderboard sub-patterns enumerated in T3.003's discussion section because the distribution surface is an external-to-crypto influencer's audience reach (YouTube, X / Twitter, Twitch, podcast, mainstream-celebrity press) rather than a within-crypto coordination channel.
Attribution
mixed (per-case strength labels follow): confirmed-via-legal-record for: SafeMoon (federal SEC + DOJ charges November 2023 — cited at T3.003 already; not re-derived here), CryptoZoo (class action filed February 2023, dismissed October 2025 with judicial finding of "puffery" rather than fraud — the dismissal is itself a public-record outcome and is informative about the cohort's accountability landscape). Inferred-strong for: DADDY (Bubblemaps wallet-cluster analysis + on-chain insider-extraction signal), JENNER (Sahil Arora self-attribution as the launch operator, multiple celebrities including Jenner and Iggy Azalea publicly accusing Arora; California federal court dismissed the lawsuit on security-classification grounds without exonerating the launch operators), MOTHER (Bubblemaps + Unchained Podcast investigation; Azalea publicly denied the operator role and subsequently launched the Thrust launchpad 2025 explicitly framed as anti-pump-and-dump for celebrity coins). Inferred-strong-with-pseudonymity-caveat for: DJT (ZachXBT confirmed via on-chain forensics that Martin Shkreli was the deployer; Shkreli publicly claimed collaboration with Barron Trump but provided no evidence; Roger Stone publicly denied Trump-family involvement; Arkham bounty paid for the deployer attribution). Inferred-medium for: Save the Kids (Frazier Kay's wallet activity reconstructed by Coffeezilla; FaZe Clan publicly expelled Kay and suspended three members; no federal charges public). Inferred-medium for: Andrew Tate broader ecosystem (DADDY confirmed-strong above; ROOST, F-Madonna, BOA, TRW Real World Token discussed in journalism but without per-incident on-chain forensic anchors at v0.1 cutoff).
OAK-Gnn
unattributed at v0.1 at the cohort level. Specific operator clusters that could anchor future OAK-G entries from this cohort: (a) Sahil Arora as a "middleman" / celebrity-token-launch facilitator — Arora's Wikipedia entry documents his role across JENNER, Rich the Kid, and adjacent celebrity launches, with Cointelegraph Magazine publishing a leaked celebrity price-list for Arora's services. (b) Logan Paul / CryptoZoo dev cohort (Paul publicly characterised the development team members as "con men" — the operator cluster is partially named in the public record but no consolidated OAK-G entry at v0.1). (c) Hayden Davis / Kelsier Ventures cluster is a separate documented cohort overlapping the celebrity-endorsement memecoin space (see examples/2025-01-hayden-davis-kelsier-cluster.md); the cases here are non-Kelsier and pre-date the Kelsier cohort's publicly-named launches.
Key teaching point
The influencer-amplified non-memecoin promotion-and-dump cohort is the structural precedent for the 2024–2026 sovereign / political-endorsement memecoin cohort and remains under-covered at OAK v0.1. The cohort's defining structural finding is the bifurcated personal-liability outcome — the celebrity / influencer is typically insulated from personal liability through marketing-fee / contractual-promoter framing or via judicial findings of "puffery" (CryptoZoo October 2025) or "non-security" (JENNER), while the launch operator faces civil litigation but rarely produces federal criminal proceedings outside the SafeMoon prosecution.

Summary

The influencer-amplified non-memecoin promotion-and-dump cohort encompasses cases where:

  • The launch was promoted by a non-political celebrity, mainstream-media personality, YouTube creator, or X / Twitter influencer with substantial off-platform reach;
  • The promoter did not subsequently establish themselves as the launch operator (the operator was either a separate party — CryptoZoo's dev team, Sahil Arora for JENNER, Frazier Kay for KIDS — or the operator structure was opaque, as in DJT);
  • The token / NFT collection / project was structured to enable operator-side or insider-cluster extraction concurrent with, or shortly after, the influencer-driven demand surge;
  • The case is structurally distinct from the 2024–2025 sovereign / political-endorsement memecoin cohort documented in HAWK / LIBRA / MELANIA / TRUMP examples — those cases involve a sitting head of state or mainstream-political figure as the endorser, while the present cohort involves entertainment / sports / influencer figures.

The cohort spans 2021 (CryptoZoo December; Save the Kids June) through 2026 with a structurally consistent pattern: pre-launch celebrity / influencer promotion → token or NFT launch with concentrated insider allocation → demand surge from off-platform amplification → coordinated insider exit → public-record forensic reconstruction by community investigators (Coffeezilla, ZachXBT, Bubblemaps, Lookonchain) → litigation that typically settles or is dismissed without per-celebrity criminal liability. The cohort's defining accountability outcome is bifurcated personal-liability: the influencer / promoter is typically insulated from personal criminal liability through the marketing-fee / contractual-promoter framing (cf. HAWK Welch — already cited; CryptoZoo dismissal on puffery grounds; JENNER dismissal on security-classification grounds), while the launch operator faces civil litigation but rarely criminal proceedings (the structural exception is SafeMoon — federal SEC + DOJ charges November 2023, see T3.003 — and the partial parallel of LIBRA where Argentine prosecutors opened criminal proceedings).

Anchor cases

  1. CryptoZoo (Logan Paul) — December 2021 launch on Ethereum + Solana. Paul co-founded the project and promoted it to his ~24M-follower YouTube audience and X following. The "egg" NFTs were sold for ~$2.5M at minimum per Coffeezilla's December 2022 three-part investigation; the in-game $ZOO token reached a market-cap peak of ~$2B before collapsing. The promised "play-to-earn" game never materialised. Paul publicly characterised members of the dev team as "con men" in his January 2023 apology video. A class action was filed February 2023 by plaintiff Don Holland (Texas federal court); 140 investors claimed losses of $100–$350,000 each. Paul announced a ~$2.3M voluntary refund program in January 2024 conditional on plaintiffs waiving legal claims against him. The class action was dismissed October 29, 2025 by Judge Alan D. Albright on "puffery" grounds — the judge ruled Paul's claims that CryptoZoo would be "a really fun game that makes you money" were exaggerated marketing hype rather than fraud. Attribution: confirmed-via-legal-record with the legal-record outcome being a dismissal, which is informative about the cohort's accountability landscape (see Discussion).

  2. DADDY (Daddy Tate, Andrew Tate) — June 2024 launch on Solana via Pump.fun. Bubblemaps published wallet-cluster analysis on 2024-06-12 documenting that 21 wallets bought ~30% of the DADDY supply before Tate's first promotional X post; 11 of those wallets bought ~20% of supply on June 9 (pre-Tate-promotion) and were funded through Binance with "nearly identical amounts at the same time." The aggregate insider position reached $45M+ in unrealised P&L; Tate publicly stated "I will never sell what was sent to my wallet, I will only burn and buy. Forever." The downstream dump impact on retail buyers is not separately published in cumulative form at v0.1 cutoff. Tate's broader ecosystem includes claimed launches of $RNT, the TRW (The Real World) native token, and prior promoted projects (ROOST: 90% decline post-endorsement; F-Madonna: promoted but performance poor; BOA exchange: Tate's 2018–2019 War Room introduction). Attribution: inferred-strong at the on-chain insider-extraction layer; inferred-medium at the broader-ecosystem operator layer.

  3. JENNER (Caitlyn Jenner, via Sahil Arora) — May 26, 2024 launch on Solana via Pump.fun. $113.5M trading volume within four hours of launch. Sahil Arora — Indian-born Dubai-based crypto figure (Wikipedia documents the role) — facilitated the launch as the operator while Jenner posted the launch announcement on X (the post included a photo with Donald Trump). Jenner subsequently publicly accused Arora of social-engineering her team and operating as a "middleman" without her foreknowledge of the operator-side extraction. Cointelegraph Magazine published a leaked celebrity price-list documenting Arora's offered services across multiple celebrity launches. Australian rapper Iggy Azalea publicly disowned a separate launch where Arora used her name to raise ~$300,000 in a pre-sale. Rich the Kid publicly accused Arora as well. A class action against Jenner was dismissed by a California federal court on the ground that the JENNER token did not constitute a security under U.S. law — note that this dismissal does not exonerate the launch operators but resolves the celebrity-endorser's personal liability under U.S. securities law. Attribution: inferred-strong for the operator role (Arora's self-attribution + multiple-celebrity public allegations + Cointelegraph Magazine documentation); the celebrity-endorser's personal liability is resolved in the dismissal.

  4. MOTHER (Iggy Azalea) — May 28, 2024 launch on Solana. Bubblemaps documented ~20% of supply held by insider wallets at issuance and ~$2M of insider sales within 24 hours of launch; the JEET-prefix wallet sold ~10% of total supply on May 29 (per Unchained Podcast investigation). Azalea publicly denied the operator role on Unchained, stating she purchased MOTHER tokens from the free market at ~$1.2M market cap. Azalea subsequently launched the Thrust Solana-based "celebrity coin" launchpad (announced 2025) explicitly framed as eliminating insider allocations / pre-sales / pump-and-dump structure for celebrity-coin launches, with Azalea positioned as creative director. Whether Thrust actually solves the structural problem at the launch-mechanic layer is open at v0.1 cutoff. Attribution: inferred-strong at the on-chain insider-extraction layer.

  5. DJT (Martin Shkreli, claimed Barron Trump association) — June 2024 launch on Solana. The token initially surged on rumours that Donald Trump's son Barron was the launcher; on-chain reconstruction by ZachXBT (claimed Arkham's $150,000 bounty for the DJT deployer attribution) confirmed Martin Shkreli — already a federal-record-attested fraudster from his pharmaceutical-pricing convictions — as the deployer. Shkreli publicly claimed Barron Trump as a co-founder and stated "I have over 1000 pieces of evidence I created it with Barron" but provided no evidence; Roger Stone (Trump aide) publicly denied any Trump-family involvement. A wallet holding ~20% of DJT supply dumped, crashing the price ~90%. The Trump campaign and family did not publicly endorse or acknowledge DJT. DJT is structurally distinct from the official $TRUMP / $MELANIA presidential memecoins of January 2025 (see examples/2025-01-trump-melania-presidential-memecoin.md) — DJT was a fake-association lure leveraging the Trump-name brand, while $TRUMP was the official Trump-family launch. Attribution: inferred-strong-with-pseudonymity-caveat — Shkreli's deployer role is on-chain confirmed; the Barron Trump claim is unsubstantiated.

  6. Save the Kids / $KIDS (FaZe Clan + influencer cohort) — June 5, 2021 launch on BNB Chain / PancakeSwap. Promoted by FaZe Clan members (Frazier "Kay" Khattri / Jarvis / Nikan / Teeqo), RiceGum, Sommer Ray, and Sam Pepper. Promised that 1% of the 3% transaction tax would be donated to children-in-need (no documented affiliation with the legitimate Save the Children charity). Coffeezilla's investigation documented that the anti-dump mechanism was bypassed one day before launch; price collapsed from ~$0.0029 to ~$0.0012 within a week. Frazier Kay was identified as the primary architect alongside Jordan Galen (manager) and Sam Pepper. FaZe Clan publicly expelled Kay and suspended the other three FaZe members. No federal charges public; civil-litigation outcomes not consolidated in the public record. Attribution: inferred-medium — Coffeezilla's wallet reconstruction is the primary on-chain signal; FaZe Clan's expulsion of Kay is a public-record corroboration. The case is the cleanest 2021 worked example of the cohort and is referenced at T3.003 as the celebrity-shill anchor.

Cohort-level forensic-surface convergence

  • Coffeezilla (YouTube investigative journalism) is the most consistent off-platform investigator across the cohort — published the canonical CryptoZoo three-part series (December 2022), the Save the Kids investigation (2021), the Andrew Tate ecosystem investigations (multiple), and adjacent celebrity-token write-ups. Coffeezilla's framework is structurally a journalism-first wallet-cluster reconstruction; Logan Paul's response includes a suspended defamation lawsuit against Coffeezilla which subsequently moved forward in 2024–2025 (see Decrypt 2024 coverage).
  • Bubblemaps is the consistent on-chain wallet-cluster forensic provider — published the DADDY 30% insider analysis, the MOTHER insider-extraction documentation, and adjacent celebrity-token wallet-cluster work.
  • ZachXBT is the consistent per-incident on-chain investigator — confirmed Shkreli as DJT deployer (Arkham bounty), published threads across the cohort, and provides the cohort's most-cited per-incident attribution layer.
  • Cointelegraph Magazine, Decrypt, The Block, CoinDesk, Fortune provide secondary investigative reporting that consolidates the per-incident community forensics into mainstream-readable timelines.
  • 404 Media published the canonical JENNER investigation including the Arora-attribution detail.

Why this is structurally novel

The influencer-amplified non-memecoin cohort sits adjacent to but is structurally distinct from three already-documented cohorts in OAK:

  1. Distinct from the SafeMoon T3.003 anchor (federal-charges). SafeMoon's federal SEC + DOJ charges (November 2023) document the operator-side misappropriation explicitly in the federal complaint. The influencer cohort here is structurally similar at the promotional surface layer but distinct at the legal-record-outcome layer — most cases have not produced federal charges; the dominant accountability outcome is civil-litigation dismissal (CryptoZoo on puffery; JENNER on security-classification) or settlement-without-admission.

  2. Distinct from the sovereign / political-endorsement memecoin cohort (HAWK / LIBRA / MELANIA / TRUMP). That cohort involves sitting heads of state or major political figures as the endorser, with structural variables of (a) sovereign-channel-trust-tier, (b) sovereign-jurisdiction-prosecution-availability (Argentine prosecutor opening LIBRA criminal proceedings), (c) attention-window-throughput compression. The influencer cohort here involves entertainment / sports / influencer figures and predates the sovereign-endorsement cohort by 3+ years (CryptoZoo December 2021; LIBRA February 2025); the distribution-surface trust-tier is correspondingly lower and the per-incident attention-window is structurally longer (CryptoZoo's launch-to-collapse spanned months, not minutes-to-hours like HAWK / LIBRA).

  3. Distinct from the Hayden Davis / Kelsier Ventures cluster (examples/2025-01-hayden-davis-kelsier-cluster.md). The Kelsier cluster is a specific operator-cohort that recurs across LIBRA, MELANIA, M3M3, WOLF, HOOD, KACY, VIBES, TRUST, ENRON; the SDNY amended complaint names at least 15 launches. The cases here (CryptoZoo, Save the Kids, DADDY, JENNER, MOTHER, DJT) are not attributed to the Kelsier cluster at v0.1 — JENNER's operator (Sahil Arora) is a separately-identified middleman; CryptoZoo's operators are Logan Paul + a partially-named dev team; DJT's deployer is Martin Shkreli; DADDY's insider cluster is unattributed at the operator-cluster level; MOTHER's operator structure is opaque. The cohort is therefore structurally a distribution-pattern cohort (influencer-amplification as the demand surface) rather than an operator-cluster cohort (operator continuity across launches).

Three additional structural features distinguish the cohort:

  • The endorsement-window-to-extraction-window throughput varies by token-mechanic-class. CryptoZoo and Save the Kids (NFT / fixed-supply ERC-20 with anti-dump-mechanism-bypassed) produced extraction over weeks-to-months. JENNER, MOTHER, DADDY, DJT (Pump.fun bonding-curve memecoins) produced extraction within hours of launch. The bonding-curve mechanic compresses the extraction window in a manner structurally consistent with HAWK / LIBRA / MELANIA — the throughput metric scales with the launchpad mechanic, not the influencer's reach alone.

  • The marketing-contract layer is an active legal-defense substrate. Welch's HAWK case demonstrated that the flat-fee-promoter framing insulates the celebrity from personal liability; CryptoZoo's dismissal on puffery grounds and JENNER's dismissal on security-classification grounds extend the cohort-level pattern. The marketing-contract layer is structurally load-bearing for the celebrity / influencer — the cases that produce celebrity-side criminal liability are limited to the federal-record-attested cases (SafeMoon executives, where the celebrity was the operator, and prospectively LIBRA / Milei where the endorser was a head of state subject to sovereign-fraud-prosecution authority).

  • The class is the 2021–2024 precedent-substrate for the 2024–2026 sovereign / political-endorsement cohort. CryptoZoo (December 2021), Save the Kids (June 2021), and the broader celebrity-shill cohort predates the HAWK (December 2024) / LIBRA (February 2025) / MELANIA (January 2025) sovereign / political-endorsement cohort. The structural pattern was operationalised in the 2021–2024 influencer cohort and subsequently inherited (and amplified at the trust-tier dimension) by the 2024–2026 sovereign cohort. OAK's coverage at v0.1 anchors the sovereign cohort but underspecifies the precedent influencer cohort; this example fills the precedent gap.

Timeline (UTC)

When Case Event OAK ref
2021-06-05 $KIDS (Save the Kids) Token launches on PancakeSwap; FaZe Clan / RiceGum / Sommer Ray / Sam Pepper promote; anti-dump mechanism documented as bypassed one day before launch T3.003 + T1.x (insider allocation) + T5.001 (LP drain)
2021-06 → 2021-07 $KIDS Coffeezilla investigation documents Frazier Kay's wallet activity; FaZe Clan expels Kay and suspends three other members; price collapses from ~$0.0029 to ~$0.0012 within a week (community forensic surface)
2021-12 CryptoZoo (Logan Paul) NFT "eggs" launch on Ethereum + Solana; $ZOO token launches; ~$2.5M+ paid by buyers for eggs at minimum; $ZOO market cap reaches ~$2B at peak T3.003 + T1.x + T5.x
2022-12 CryptoZoo Coffeezilla publishes three-part investigation; Paul publicly characterises dev-team members as "con men" in January 2023 apology video (community forensic surface)
2023-02 CryptoZoo Class action filed by plaintiff Don Holland in Texas federal court; 140 investors claim $100–$350,000 each (civil-litigation initiation)
2023-11-01 (Adjacent — already cited at T3.003) SafeMoon executives charged by SEC + DOJ; the cohort's strongest federal-record T3.003 prosecution (T3.003 federal-record anchor; not re-derived here)
2024-01 CryptoZoo Paul announces ~$2.3M unilateral refund commitment conditional on plaintiffs waiving legal claims against him personally (operator-side response)
2024-05-26 JENNER (Caitlyn Jenner / Sahil Arora) Token launches on Pump.fun; Jenner posts launch with Trump photo on X; $113.5M trading volume within 4 hours T3.003 + T1.x (Arora-operator + Jenner-promoter structure)
2024-05-28 MOTHER (Iggy Azalea) Token launches on Solana; Bubblemaps documents ~20% supply held by insider wallets at issuance; ~$2M of insider sales within 24 hours T3.003 + T1.x
2024-05 → 2024-06 JENNER + MOTHER Multiple celebrities (Jenner, Iggy Azalea, Rich the Kid) publicly accuse Sahil Arora of social-engineering and operator-side extraction; Cointelegraph Magazine publishes leaked Arora celebrity price-list (community forensic surface; operator self-attribution)
2024-06-09 → 2024-06-12 DADDY (Andrew Tate) Token launches on Pump.fun; 21 wallets buy ~30% of supply before Tate's first promotional X post; aggregate insider position reaches $45M+ unrealised P&L per Bubblemaps T3.003 + T1.x
2024-06-17 → 2024-06-20 DJT (Martin Shkreli) Token launches on Solana; rumours of Barron Trump association; ZachXBT confirms Shkreli as deployer (Arkham bounty); ~20% supply held by single wallet dumps; price crashes ~90% T3.003 + T1.x + T6.x (defense-evasion via false-association lure)
2024-2025 DADDY ecosystem Andrew Tate continues promoting subsequent tokens ($RNT, planned TRW Real World native token); cohort journalism continues (cohort persistence)
2025 MOTHER Iggy Azalea launches Thrust Solana-based celebrity-coin launchpad explicitly framed as anti-pump-and-dump; positioned as creative director (post-cohort operator-side response)
2025-10-29 CryptoZoo dismissal Judge Alan D. Albright (Texas federal court) dismisses class action on "puffery" grounds; ruling that Paul's "really fun game that makes you money" claims were exaggerated marketing hype rather than fraud (legal-record outcome — dismissal)
2025 → 2026 JENNER California federal court dismisses class action on the ground that JENNER token does not constitute a security under U.S. law (legal-record outcome — dismissal)
Continuing Cohort-wide No federal criminal charges public against any celebrity / influencer / operator in the cohort outside SafeMoon (2023, federal-record-anchored separately at T3.003) at v0.1 cutoff (attribution state)

What defenders observed

  • Pre-event (operator-cluster fingerprinting layer): for the 2024 Pump.fun-mechanic sub-cohort (DADDY, JENNER, MOTHER, DJT) the on-chain fingerprint of insider-cluster acquisition seconds-to-minutes before promoter announcement is the load-bearing detection signal. Bubblemaps demonstrated repeatedly that the K-wallet-to-M%-supply pre-promotion-window pattern is observable in real-time on Solana mempool data. The detection latency at v0.1 is hours-post-launch (per Bubblemaps' published cadence); the price-collapse window is single-digit hours (DADDY, JENNER, DJT) or ~24h (MOTHER), so the at-event detection surface alone cannot prevent retail loss — the detection has to operate at deploy-time + launchpad-listing-time to be load-bearing. For the 2021 NFT / classic-launch sub-cohort (CryptoZoo, KIDS) the equivalent detection was off-chain pre-launch contractual disclosure — neither case had a public-disclosure regime at launch time and Coffeezilla's reconstruction was retrospective only.
  • At-event (UX-layer signal): wallet pre-trade simulation (MetaMask, Rabby, Phantom, OKX Wallet) is not load-bearing for the cohort because the primary failure mode is retail buying into a legitimate-looking launch, not signing a malicious approval. The structural detection-and-mitigation surface is upstream of the wallet — at the promoter / launchpad / venue / marketing-disclosure layer — not at the wallet pre-trade signing layer.
  • Post-event: the public-record forensic surface combined Coffeezilla's investigative-journalism reconstruction (CryptoZoo, KIDS, Tate ecosystem), Bubblemaps' wallet-cluster analysis (DADDY, MOTHER), ZachXBT's per-incident threads (DJT, broader cohort), Unchained Podcast investigation (MOTHER), 404 Media (JENNER + Arora), Cointelegraph Magazine (Arora celebrity price-list), and the eventual civil-litigation outcomes (CryptoZoo dismissal October 2025; JENNER dismissal). The accountability chain across the cohort is structurally bifurcated at the celebrity / influencer-vs-operator layer: the celebrity / influencer is typically insulated from personal criminal liability through marketing-fee / contractual-promoter framing or via judicial findings of "puffery" or "non-security"; the launch operator (Sahil Arora for JENNER; Frazier Kay for KIDS; Martin Shkreli for DJT; partially-named CryptoZoo dev team) faces civil litigation but rarely produces federal criminal proceedings outside SafeMoon. The cohort-wide accountability gap is one of the strongest arguments for OAK to record the promoter-graph as a discrete forensic surface alongside the operator-cluster layer.

What this example tells contributors writing future Technique pages

  • Influencer-amplification is a distribution surface, structurally separable from the launch-operator layer. Future T3.x worked examples should record the influencer / promoter and the launch-operator as discrete entities in the attribution-and-forensic-surface section. The cohort here demonstrates that the celebrity / influencer is typically not the launch operator (CryptoZoo dev team ≠ Logan Paul; Sahil Arora ≠ Caitlyn Jenner; Frazier Kay was the operator for KIDS as well as a FaZe Clan member, an exception worth recording explicitly). The cohort fingerprint is the operator-cluster layer; the celebrity is the campaign-specific lure.
  • The marketing-contract / promoter-framing layer is an active legal-defense substrate that recurs across cohort accountability outcomes. CryptoZoo's "puffery" dismissal (October 2025) and JENNER's "non-security" dismissal extend the HAWK precedent (Welch cleared by SEC + FBI without charges, May 2025). Future cohort cases should explicitly record the promoter contractual structure (flat-fee, revenue-share, equity-stake, undisclosed-allocation) where the public record permits, and should record the realised legal-outcome under each structure. The structural finding for OAK at v0.1 is that flat-fee / "promotional statement = puffery" framing produces personal-liability insulation across the celebrity-endorser cohort with high consistency.
  • The 2021–2024 influencer cohort is the precedent-substrate for the 2024–2026 sovereign cohort. Contributors writing the sovereign / political-endorsement memecoin cases (HAWK, LIBRA, MELANIA, TRUMP) should anchor on this earlier influencer cohort as the structural precedent; the structural pattern was operationalised in the influencer cohort first and inherited (and amplified at the trust-tier dimension) by the sovereign cohort. The cross-cohort framing belongs in the v0.x T3.x sub-Technique discussion.
  • Sahil Arora is a candidate seed for an OAK-Gnn entry covering "celebrity-token-launch middleman / facilitator" operators. Cointelegraph Magazine's leaked celebrity price-list and the documented Arora role across JENNER, an Iggy-Azalea-named pre-sale, and Rich the Kid's adjacent launches collectively meet the cluster-attribution threshold. v0.x should consider whether to consolidate the middleman-operator cohort into a discrete OAK-G entry alongside the existing OAK-Gnn celebrity-cohort surfaces.
  • The cohort persists into 2026. The June 2024 Pump.fun-mechanic sub-cohort (DADDY, JENNER, MOTHER, DJT) is structurally consistent with continuing 2025–2026 cases; the bonding-curve compression of the extraction window is the durable structural feature. Iggy Azalea's Thrust launchpad (2025) is the cohort's most prominent operator-side response — whether the launchpad's structural-mitigation claims (no insider allocations, no pre-sales, transparent allocation) are realised in operation is open at v0.1 cutoff and is a v0.x follow-up item.

Public references

Discussion

The influencer-amplified non-memecoin promotion-and-dump cohort is the structural precedent for the 2024–2026 sovereign / political-endorsement memecoin cohort and remains under-covered at OAK v0.1. The cohort's defining structural finding is the bifurcated personal-liability outcome — the celebrity / influencer is typically insulated from personal liability through marketing-fee / contractual-promoter framing or via judicial findings of "puffery" (CryptoZoo October 2025) or "non-security" (JENNER), while the launch operator faces civil litigation but rarely produces federal criminal proceedings outside the SafeMoon prosecution.

For OAK's v0.x Technique work, the cohort + the existing HAWK / LIBRA / MELANIA / TRUMP examples + the SafeMoon T3.003 anchor collectively motivate the T3.x — Influencer-Amplified Promotion-and-Dump sub-Technique candidate. The sub-Technique is structurally distinct from the existing T3.003 sub-patterns enumerated in the discussion section (Telegram-coordinated, bundler-launch, DEX-screener-leaderboard) because the distribution surface is an external-to-crypto influencer's audience reach (YouTube, X / Twitter, Twitch, podcast, mainstream-celebrity press) rather than a within-crypto coordination channel. The detection signal at the on-chain layer is shared with the existing T3.003 detector (joint-series alignment of price / volume / unique-holder-growth / top-cluster-outflow); the novel detection axis is the off-platform promoter-graph layer — promoter-account activity timestamps, promoter-cohort-cluster membership, marketing-contract-disclosure regimes (where they exist), and influencer-platform monetisation-program participation.

The cohort's recurrence across multiple celebrity / influencer trust-tiers is structurally informative for defender-practice generalisation. The detection-and-mitigation surface for the cohort lives upstream of the wallet pre-trade simulation layer — at the launchpad listing-time gate, the venue / CEX listing precondition, the required-disclosure regime for celebrity-endorsed launches, and the promoter-graph fingerprinting layer (Sahil Arora's documented role across multiple celebrity launches is the cleanest 2024 example). At v0.1, no major launchpad operates a structural-mitigation regime that would have intercepted any of the cases in this cohort; the v0.x mitigation candidate is a launchpad-side disclosure-regime-plus-allocation-cap-plus-vesting-cliff-disclosure regime, calibrated to the cohort's repeated structural pattern.

Adjacent / cross-referenced examples in OAK that anchor distinct slices of the broader celebrity / influencer promotion-and-dump space:

  • examples/2024-12-hawk-tuah-celebrity-memecoin.md — entertainment-celebrity-endorsement memecoin (HAWK, Welch); SEC + FBI cleared without personal charges May 2025.
  • examples/2025-01-trump-melania-presidential-memecoin.md — official Trump-family presidential memecoin ($TRUMP / $MELANIA), distinct from the DJT fake-association lure documented here.
  • examples/2025-02-libra-milei-presidential-pump-dump.md — sovereign-endorsement memecoin (LIBRA / Milei); Argentine criminal proceedings opened.
  • examples/2025-01-hayden-davis-kelsier-cluster.md — Kelsier Ventures operator-cluster cohort across LIBRA, MELANIA, M3M3, WOLF, HOOD, KACY, VIBES, TRUST, ENRON.
  • examples/2024-2025-pump-fun-bonding-curve-rug-cohort.md — Pump.fun-mechanic-anchored memecoin rug cohort (the launchpad-mechanic substrate behind DADDY, JENNER, MOTHER, DJT).
  • examples/2026-04-ravedao-otc-pump-dump.md — multi-CEX OTC distribution + coordinated dump; structurally adjacent at the operator-side dump primitive.

Techniques demonstrated (6)