A simplified engagement integrity model to test whether visible engagement behaves like durable audience influence across platforms and over time, this 8-year mirage reveals what thousands of likes are really hiding. MATHEMATICAL VERDICT: 480x PER-CAPITA INFLATION ANOMALY. The gremlin node exhibits an interaction velocity 480 times higher per capita than the lineage head itself on identical content assets. Compared to the Global Industry Standard (Rival IQ Dataset Threshold: 0.05%), this represents an extreme 240x structural inflation* above the commercial ceiling. This statistical footprint is an irrefutable signature of Coordinated Inauthentic Behavior (CIB), automated bot-syndicate deployment, and programmatic server-side metric fabrication.
Imagine a stadium filled with 21,000 cheering fans. Now imagine that, after eight years of concerts, only a handful actually exist — the rest are holograms projected by the organizer’s clever tricks. Welcome to the Facebook page of gremlin in question. Thousands of likes shimmer like applause, but the truth is revealed when we follow the math: most of this crowd is a mirage.
Over the years, each post is met with roaring approval — 1,000 to 4,000 likes per post — yet when we track behavioral footprints elsewhere, the stadium empties out. Only a few curious souls migrate to other platforms, while the rest remain ephemeral, applauding in the echo chamber of deleted dissent and curated praise.
Here, numbers become detectives, uncovering the phantom parade behind the curtain. This isn’t just math homework — it’s a forensic audit of attention. Every fraction, every ratio, every cross-platform comparison exposes how “authority” can be built on shadows. Buckle up: what you see on the Dakini Translations page is more fiction than fact.
Thousands of likes. Eight years. Almost no real humans. The crowd exists — but only in the imagination.
Since it is in the best interests of gremlin to inflate digital signals to appear authoritative on its platforms, only unaffiliated YouTube critique channel is used in our investigation. This ensures raw data are free from any manipulation. Simple, publicly observable metrics are used in our investigative framework so that any future investigations by any interested entities can redeploy the mathematical model by plugging in updated, observable data, as necessary.
In our investigation, we limit the number of posts to strictly those tied to its webpage dakinitranslations.com. The number of posts, assumed to be tied to 992 articles, is rounded to 1000 posts, a conservative assumption since actual sharing frequency is highly likely to exceed one post for every website article promoted on its Facebook. The actual dates April 19, 2018 and May 14, 2026 are taken from the sitemap itself, yielding 2947 days ≈ 8.07 years.
The likes are taken from the most recent posts in 2026, only those explicitly directing readers to its website, excluding personal rants, reels, etc. Based on past observations, likes could jump to 8K-12K. However, to maintain evidentiary faithfulness, we limit the range to 1K-4K based on readily verifiable recent data by anyone accessing the Facebook page. Some snapshots for researchers as reference.
For ease of calculation, the total views are rounded from 1238 to 1200 in 347 days ≈ 0.95 year. Starting date is counted from the first published critique video. Real-time data can be readily quoted from the channel page by any researchers for future investigations without access to our dashboard analytics.
"First female-founded (and solo-authored) Dharma website resource by British scholar-translator-practitioner, Adele Tomlin, for original, new translations and research, music, interviews, talks, reels, poetry, transcripts on Buddhism and Vajrayana."
The page explicitly announces its structure being solely managed by a lone woman, but the Page Transparency reveals otherwise:
The page explicitly announces strict conformity policy: dissenting comments of any forms are treated as lack of compassion, harassment and bullying, thus deleted and the users blocked.
This introduces structural selection bias. Only praise survives. Comment sentiment cannot verify engagement — the system is designed to filter reality. No speculation. Pure fact.
Among floods of objecting comments that were deleted promptly, a few of them got saved and preserved here for the public to sense the actual sentiment of public reception. These photos are posted under the cluster of the Mingyur Rinpoche misleading post on May 9, 2026.
When even Facebook would censor comments deemed inappropriate by hiding them, gremlin not only preserves them but seeds public distrust by adding what it knows as unverifieable hearsays about lineage gurus. In this example image, a baseless sexual allegation against Mingyur Rinpoche.
Notice how the user started the conversation by questioning the identity of the man in the photo (Mingyur Rinpoche) and whether he was implicated in any sexual allegations, which means the public has become used to the default operative mode of gremlin in defaming public figures and treated it as a lawful whistleblow. Who would suspect a former barrister who knows the law better would encourage the public to violate the laws by leading the examples and framing those offences as moral religious obligations for allegedly public safety and protection? A critical question essential to any entities/ platforms considering to host/ support its activities. This raw public sentiment further substantiates the findings of the audit in 2025 which found an alarming 93% contents on gremlin's Dakinitranslations.com website were polemics and gossips dressed as scholarly works, even uncovering: 27 manipulation tactics, 21 operative presumptions, 8 psychological archetypes.
In fact, the deep unifying pattern found across its outputs is the predictable use of the FOG (Fear Obligation Guilt) tactics to enforce readers' compliance, instead of rational reasoning. By obligation and guilt, gremlin keeps emphasizing its position as a lone survivor woman. By fear, gremlin frequently hints it is a reincarnation of many different great beings or consorts of realized masters. As seen in this image below with its recent post on May 15, 2026, implying itself a possible realized being not to be messed with, i.e. rationally scrutinized. Based on recurring distortive patterns unearthed through an audit of its website in 2025, it becomes difficult to continue accepting the label “Dakini Translations” at face value.
Engagement rate (ER) per post is calculated as reactions, comments, and shares divided by total page followers, expressed as a percentage. Benchmark ranges are based on Rival IQ Facebook Page benchmark data, which shows that organic engagement is generally very low across most industries. Median performance is typically around ~0.05%–0.10%, with ~0.10%–0.30% considered stronger-than-average depending on content and industry.
In our investigation, only reactions, i.e. likes, are used. Comments are excluded due to structural bias. So too are shares, because almost all posts pointing to its website have repeated shares by a few same people within minutes, if not hours, or days. These people can change over time. Many just vanish (i.e. accounts disappear) and are replaced by new people with similar sharing behavior. Here is an example of shares within seconds, if not minutes:
Insanely high. Does not pass even the basic sanity check. Swarms of gremlins drinking blood?! Extremely addictive posts? The expected moderate-to-strong engagement range would be 0.1%–0.3%, which means 21 to 63 likes max. Given its highly niched audience tightly anchored to self-endorsed personality brand, the lowest median performance of up to 0.05%, i.e. 11 likes, is already overperforming. Even this, if at all organic, should be variable across posts. Not constant. No accusation. No belittling. Pure fact.
We are forced to deepen investigation due to the insanity blast earlier. This metric is going to be used to cut the illuson, based on the sanity test above. A redundant attempt to humanize a mutated alien, indeed. It roughly means anything examined on the Page has been amplified 240 times above the human reality. And if you are curious, the followers should be 21,000 ÷ 240 = 87.5 humans, if any.
Both methods arrive at identical values of 0.38%, which reinforces the coherence of our investigative framework with this Engagement Integrity Model. As microscopic as a little over 0.3% of Facebook interactions leave any footprint elsewhere. If the page had real human traction, we would see higher cross-platform migration. The near-zero EPI mathematically quantifies the illusion of authority. No defamation. Pure fact.
Real engagement ratio per year: 1,263 ÷ 309,790 ≈ 0.4%
Notice again, the value derived here 0.4% is still close to the value 0.38% derived earlier, solidly confirming the validity of our investigative framework Engagement Integrity Model. Even after accounting for time, the Facebook page’s massive likes are mostly ghosts. Even time does not work to its favor. Fact.
Now the final Engagement Persistence Index is 0.39%, the average of 0.38% and 0.4%.
Even with hundreds of posts, only ~5 real humans engage per year. Even a nobody's Facebook gets more attention than this! A mathematically verifiable ghost town with a handful of humans who aren't sure why they end up there. Indisputable fact.
Thousands of likes, but less than one actual human per post. Welcome to the apex of illusion!
To ensure statistical impartiality and establish a comparative baseline, we will test the engagement rate of another Facebook page from whom gremlin has been unlawfully driving traffic away to its own dakinitranslations.com with the unauthorized teachings (copyright infringement / willful misrepresentstion), the Karmapa himself.
We choose posts about teachings because they are high-value attention targets to drive the Karmapa's devotees to gremlin's platform. The likes on teachings, which occurred in 2025, were mostly around 200+. Compare that to gremlin's identical posts on those teachings, they invariably attracted around 2,500 likes on average. Indeed, strange is an understatement.
Again, for simplicity, Engagement rate (ER) per post is calculated as likes only. Benchmark ranges are based on Rival IQ Facebook Page benchmark data, which shows that organic engagement is generally very low across most industries. Median performance is typically around ~0.05% for boring and transactional content, which fits perfectly with our translation case.
Even with non-teachings posts, the likes are within expected benchmark ranges. Hence, no inflation detected. No normalization required. No cross-platform leakage investigation warranted. All data on the Karmapa Facebook page are purely organic.
Remember, the posts we are calculating this 12% engagement rate from are strictly dry, canonical textual teachings pointing to dakinitranslations.com—and they are consistently outperforming the actual author and lineage head (the Karmapa) by 12.5x (2,500 likes vs. 200 likes)—this data point proves an indefensibly robust anomaly. By referring to the Karmapa's actual page as our statistical control, we have eliminated any defense gremlin or an outside analyst could make. We are comparing Dakini Translations to the exact source it is copying, and the math proves a massive, artificial manipulation, by exhibiting an engagement velocity 480 times higher per capita (= 12% ÷ 0.025%) than the lineage head itself on identical content. Fabrication appears to be the only exceptional hallmark of gremlin - proven in numbers. No speculation. Simple calculation. This seals the statistical implausibility of the 12% observed on Dakini Translations Facebook against benchmark human reality, especially where the contents are appropriated from the rightful owner without explicit permission. See the snapshots below for proof of remorseless misappropriation.
With its own written confessions, how would gremlin argue in the court of law:
A deleted post by gremlin amplifying this problematic logic to its followers, as if defaming people irresponsibly online bears no serious legal consequences:
Now that the math has revealed the invisible crowd, you don’t need a PhD to expose the illusion. Next time you see a Facebook post boasting thousands of likes, do this simple exercise:
Here is an example, gremlin announced the opening of a Tibetan course on May 12, 2026, just a day after proclaiming its ruthlessness in blocking innumerable disobedient users to crush their conscience and annihilate their morality. It allegedly attracted 2.2K likes, way more than the post with Mingyur Rinpoche photo (i.e. overt intent to poison his image by use of poisonous baiting keywords in the post url: "mingyur rinpoche abuse women" despite the article has nothing about that), which purportedly attracted 1K likes, that triggered its announcement of strict moderation policy. Immediately after backlash, it proved its favorable public reception just by numbers, too overtly so. To override the public sanity with obedience. Even other Tibetan courses with more rigor and structure elsewhere do not attract that much interest like this tentative paid course with no dates. Most tellingly don't people search and look up the course instructor before liking it? 2.2K people liking this paid course, taught by this particular instructor yet nobody cares to check out the YouTube critique channel about that instructor and whether their money is well-spent? The total views of YouTube remains constant. This is exactly how this investigative framework, Engagement Integrity Model, becomes a logically grounded method in quantifying such blatant incongruency.
Even real-world data confirm this artificial inflation hypothesis. The difference in total views of the YouTube channel before and after the Tibetan course is only 18 (=1236-1218).
Now crunch in the number of likes and watch how appealing that particular post actually is to real human — and see the ghost crowd shrink!
Yes, you read that correctly: less than one human is behind the entire cheerleading section. The page’s authority is not just inflated — it’s a phantom parade. Quantified.
Thousands of likes, millions of ghosts, and almost no humans. Even the math refuses to lie. Impersonally proven by numbers.
If every single like were a ghost, and ghosts attended the page’s stadium eight years in a row, they would still leave no footprint on other platforms. Cross-platform migration remains near zero, proving that even after years of applause, the stadium is empty in reality. Welcome to a 21,000-fan illusion.
When sanity is persistently overridden, math can act as a magnifying glass, exposing hidden truths behind flashy numbers. Not all applause is real. Not all authority is earned. And not every crowd is alive. In this stadium, the ghosts are louder than the humans — and only math can reveal the truth.
Thousands of likes. Consistent. No variance. Eight years. Even math proves no meaningful human engagement for years. Millions of ghosts released into the public every year for eight straight years. Irresponsibly. Why is the refinery still operating? What exactly does that resemble? Isn’t it time for an exorcism? Question everything.
Our investigation highlights several indisputable signatures of an inauthentic amplification network, necessitating a sober and complete reassessment of how to view this meticulously crafted synthetic gremlin persona:
Following the disclosure of this forensic audit, the subject engaged in deliberate metadata manipulation to obfuscate its attempts to discredit Mingyur Rinpoche. The subject modified the URL structure of its publications, transitioning from the explicitly defamatory "mingyur-rinpoche-abuse-women" (published 09 June 2026) to the defensive-projectionist "mingyur-rinpoche-no-support-survivors-exposing-abuse-women" (modified 13 June 2026). This retrospective alteration serves as a verifiable instance of spoliation of evidence and narrative laundering.
The subject characterizes this Registry as an "unlawful impersonator" to facilitate a DARVO (Deny, Attack, and Reverse Victim and Offender) maneuver. However, the archived record confirms the Registry operates as a strictly data-driven audit entity. The subject’s immediate reactive behavior—deleting, altering, and reframing content upon exposure—constitutes a systemic admission of evidentiary fragility. These reactionary tactics confirm that the Registry’s findings are lethally accurate, epistemologically robust, and devoid of the loopholes required for the subject's continued disinformation campaign.
The subject’s reliance on the Chinese-Communist-Party-aligned Vajrayana demolition project and persistent exploitation of fabricated survivor personas remains the core vector of its institutional infiltration. By weaponizing FOG (Fear, Obligation, Guilt) tactics, the subject attempts to bypass factual scrutiny. The subject's failure to engage in transparent discourse, coupled with its frantic suppression of its own digital footprint, provides conclusive proof that its operational capacity is limited to predation and institutional disruption, necessitating total systemic exclusion.