Tuesday, March 17, 2026

AI Book Review: Erin McGoff, The Secret Language of Work

 


Erin McGoff’s book—built out of the sensibility that made her YouTube and TikTok presence so popular—lands in a space that is surprisingly underdeveloped in traditional career literature: the translation of “professional success” into actual words, sentences, and scripts that real people can use in real moments. What she calls the “secret language of work” is essentially a modern reframing of what sociologists would call the hidden curriculum: the unwritten rules that determine who advances and who stalls.

What distinguishes this book from the crowded field of career advice is its granularity and operational tone. McGoff does not merely advise readers to “be confident” or “advocate for yourself.” Instead, she provides verbatim phrasing, structured scenarios, and even tactical linguistic devices—like the “no-facing question” in salary negotiations—that transform abstract advice into something executable. This is where her background as a digital creator shows: the material reads like a well-edited series of scripts refined through audience feedback rather than a top-down theory of management.

At its core, the book is about communication as leverage. Whether negotiating salary, asking for a raise, networking, or setting boundaries with a boss, McGoff consistently reframes workplace interactions as transactional but human exchanges, where clarity, tone, and timing matter as much as content. Her advice on compensation discussions, for example, strips away emotional hesitation and replaces it with a business-case mindset—an approach that is both practical and psychologically liberating for early-career readers.

One of the strongest sections addresses networking, an area often treated with either cynicism or vagueness in other books. McGoff breaks it into warm and cold outreach, offering highly specific templates and emphasizing reciprocity and value creation. The insistence on brevity, personalization, and genuine engagement reflects not just etiquette but an understanding of modern attention economics. Her analogy of networking as a form of “hacky sack”—a back-and-forth exchange—captures the rhythm of good conversation in a way that is memorable and actionable.

Equally compelling is her treatment of the first 90 days in a job, where she emphasizes expectation-setting as a strategic act. The principle of “under promise and over deliver” is hardly new, but her illustration of how identical work can be perceived as either disappointing or impressive depending on framing is particularly effective. This reflects a broader theme of the book: performance is not just what you do, but how others interpret what you do.

McGoff also deserves credit for foregrounding social inequality without turning the book into a manifesto. The opening contrast between Samantha and Jessie—two equally capable candidates with different exposure to professional norms—quietly but powerfully illustrates how access to the hidden curriculum shapes outcomes. The book’s mission, then, is not merely to offer tips, but to democratize access to these unwritten rules.

Stylistically, the book is energetic, conversational, and occasionally irreverent, with a tone that will resonate strongly with younger readers. Lines like “you have to be the hero of your own story” and the playful caution against being “Elizabeth Holmes–level delusional” give the text a contemporary voice without undermining its seriousness. At times, this tone may feel slightly over-bright to a more seasoned reader, but it is clearly calibrated to her audience.

If there is a limitation, it lies in the book’s intentional narrowness. It is not a deep dive into organizational behavior, labor economics, or long-term career strategy. Instead, it focuses tightly on micro-interactions—emails, conversations, negotiations. For its target audience, this is a strength; for more senior professionals, it may feel like a toolkit rather than a philosophy.

In sum, Erin McGoff has produced a book that is highly practical, psychologically astute, and unusually usable. It translates the often opaque norms of professional life into a set of learnable skills, delivered with clarity and momentum. For readers early in their careers—or anyone who has ever thought, “I know what I want, but I don’t know how to say it”—this book will feel less like advice and more like access.

DOJ and Oncotype 2023 Settlement (No Admission)

 In 2023, Genomic Health settled with DOJ for $32M re 14 day rule activities.  No admission of wrongdoing was made.

Here are some links including the 18 page settlement.  Then, I give an AI summary.

DOJ Press

https://www.justice.gov/archives/opa/pr/genomic-health-inc-agrees-pay-325-million-resolve-allegations-relating-submission-false

Phillips Cohen

https://www.phillipsandcohen.com/genomic-health-pays-32-5m-to-settle-medicare/

Tycko

https://www.fraudfighters.net/news/whistleblowers-5-6-million-genetic-testing-medicare-billing-fraud/

Wolters

https://www.vitallaw.com/news/false-claims-act-settlement-agreements-genomic-health-to-pay-32-5-million-to-settle-allegations-relating-to-cancer-screening-tests/hld01b25281a1a6834863b5690562a6de430f

18 page settlement

###
###

The Department of Justice settlement with Genomic Health, Inc. is an unusually clear window into how Medicare billing rules, clinical workflows, and financial pressures can collide—and how that collision can be reinterpreted, in hindsight, as fraud. For a small hospital performing lung cancer surgeries, the case is not abstract. It maps directly onto a daily operational dilemma: how to obtain high-value genomic results for clinicians when the hospital cannot absorb a $4,000 test within a bundled payment, and yet cannot safely manipulate timing or billing without legal exposure.

At the center of the case is Medicare’s “14-day rule,” also known as the Date of Service (DOS) rule. Under this framework, molecular tests ordered within 14 days of a hospital discharge—whether inpatient or outpatient—are considered part of the hospital service. For inpatients, the cost is bundled into the Diagnosis-Related Group (DRG) payment. For outpatients, the hospital is financially responsible, even if it may later seek reimbursement. Only when the test is performed more than 14 days after discharge may the laboratory bill Medicare directly. This creates a stark discontinuity: a test performed on day 13 is the hospital’s financial burden; the same test on day 15 is billable by the lab to Medicare. The Genomic Health case is, in essence, about what happens when organizations attempt to navigate—or exploit—that discontinuity.

According to the settlement agreement and DOJ press materials, the government alleged that Genomic Health engaged in a coordinated, multi-year strategy to circumvent the 14-day rule, spanning roughly 2007 to 2020 (Settlement Agreement, Sept. 12, 2023, Recitals D; DOJ Press Release, Oct. 2, 2023). The allegations were not limited to isolated billing errors but described a systematic pattern of behavior. First, the company allegedly delayed or held test orders that had been placed within the 14-day window, so that the eventual date of service would fall outside the window and permit direct Medicare billing. The settlement explicitly states that Genomic Health “cancelled, delayed, held or otherwise did not process orders” in order to shift the billing outcome (Settlement Agreement, Recitals D(1)). Second, the company allegedly participated in or encouraged “cancel-and-reorder” behavior, whereby tests initially ordered within 14 days of discharge were cancelled and then reordered after the window elapsed. Importantly, DOJ emphasized not only active encouragement but also the “failure to discourage” such behavior (Settlement Agreement, Recitals D(2), D(4)).

Third, DOJ alleged that the company sometimes billed Medicare directly for tests that were clearly within the prohibited 14-day window, particularly in the outpatient setting, constituting straightforward violations of the rule (Settlement Agreement, Recitals D(3)). Fourth, the same cancel-and-reorder pattern was alleged in outpatient contexts as in inpatient ones, reinforcing the view of a systemic approach rather than isolated events. Finally, and perhaps most legally consequential, DOJ alleged that Genomic Health failed to bill hospitals for tests that should have been their financial responsibility, instead writing off those charges. This was characterized as remuneration to induce referrals, triggering the Anti-Kickback Statute (42 U.S.C. § 1320a-7b(b)) and, by extension, False Claims Act liability (Settlement Agreement, Recitals D(5)).

The financial resolution reflects the seriousness of these allegations: Genomic Health agreed to pay $32.5 million, with $16.25 million designated as restitution, and whistleblowers received approximately $5.7 million (DOJ Press Release, Oct. 2, 2023; Settlement Agreement, ¶¶1–2). While the settlement formally disclaims admission of liability, the factual narrative constructed by DOJ is unmistakable. The government repeatedly framed the conduct not merely as regulatory noncompliance but as behavior that “delayed tests for cancer patients for no reason other than to circumvent a Medicare requirement,” thereby prioritizing financial outcomes over patient care (DOJ Press Release, Oct. 2, 2023).

What transforms this case from a technical billing dispute into a fraud case are three interlocking elements: intent, pattern, and inducement. First, intent was inferred from the systematic nature of the conduct—repeated delays, consistent timing shifts, and coordinated interactions with providers. Second, the pattern extended over more than a decade, suggesting that the behavior was embedded in operational processes rather than arising from occasional ambiguity. Third, and critically, the alleged financial concessions—specifically the failure to collect payment from hospitals—introduced an Anti-Kickback dimension that independently supports liability. Even if the timing issues had been ambiguous, the provision of free or discounted services tied to referral patterns would raise substantial legal risk.

For a small hospital performing lung cancer surgeries, the implications are both immediate and sobering. The hospital faces a real economic constraint: genomic tests are expensive, often exceeding the marginal reimbursement embedded in DRG payments. Yet the Genomic Health case demonstrates that attempts to “solve” this problem through timing manipulation or informal financial arrangements can expose both the laboratory and the hospital to significant liability. Practices that may appear operationally reasonable—delaying a test by a few days, coordinating with a lab to reorder a test, or accepting a waived charge—can, when viewed collectively and retrospectively, be construed as a deliberate scheme to shift payment responsibility.

The safest and most defensible pathway for such a hospital is to align testing decisions with genuine clinical workflow rather than reimbursement considerations. One viable model is to structure genomic testing as part of post-discharge outpatient care, where the decision to order the test is made after discharge based on clinical evaluation, pathology results, or multidisciplinary tumor board discussion. In this scenario, the timing reflects real clinical decision-making rather than financial engineering, and the laboratory may legitimately bill Medicare if the test is performed outside the 14-day window. However, the distinction must be real and well-documented. If the decision to test is effectively made during the inpatient stay and merely deferred for billing reasons, the risk remains.

Equally important are internal controls and documentation. Hospitals must establish clear policies that separate clinical decision-making from financial considerations, prohibit cancel-and-reorder practices, and require documentation of the clinical rationale for the timing of tests. Patterns should be monitored: if nearly all tests cluster just beyond the 14-day threshold, this may invite scrutiny regardless of stated intent. Moreover, hospitals must avoid accepting financial concessions from laboratories that could be construed as remuneration. The Genomic Health case makes clear that even the failure to invoice can be interpreted as an inducement under the Anti-Kickback Statute.

Ultimately, the line between compliant behavior and fraud in this domain is not defined solely by the calendar. It is defined by whether timing reflects legitimate clinical care or is engineered to achieve a particular reimbursement outcome. The Genomic Health settlement illustrates that regulators will look beyond individual transactions to the broader pattern and purpose of conduct. For hospitals, especially smaller institutions operating under financial pressure, the lesson is not that genomic testing is infeasible, but that it must be integrated into care pathways in a manner that is both clinically authentic and rigorously documented. In this environment, compliance is not merely about following rules—it is about being able to demonstrate, convincingly and consistently, that patient care, rather than payment optimization, drives decision-making.


Monday, March 16, 2026

AI Parody: Fagin.exe (Oliver!) - Shorter Version

 

 

FAGIN’S CYBER URCHINS

A six-part Netflix limited series

Dickens for the age of passwords

The pitch

Take the unforgettable world of Fagin’s loft from Oliver!—the candles, the chaos, the ragged boys, the atmosphere of cheerful juvenile delinquency—and transplant it, without apology and with total seriousness, into the age of phishing, spoofing, ransomware, cloned voices, burner phones, and headset scams.

Not gritty prestige television. Not mournful social realism. This is a high-spirited, deadpan, literate absurdity: Dickens by way of Catch-22, Evelyn Waugh, Gore Vidal, and the sort of Netflix executive who says “youth-skewing cyber IP” without once feeling shame.

The joke is simple and inexhaustible:
everything is exactly as in Fagin’s den—except the pickpockets are now tiny cybercriminals.

The boys are still in caps and tatters. The loft is still all rafters, patched cloth, pilfered silverware, and comic squalor. But on the tables sit laptops, routers, headsets, ring lights, cracked monitors, and twelve charging cables nobody can identify. Fagin still prowls among his young protégés with proprietary delight, except now he is teaching them not how to lift a gentleman’s watch but how to frighten a retired dentist in Surrey into surrendering a banking password.

It is the collision of two criminal styles:
the music-hall pickpocket and the call-center fraud unit.

That collision is the whole laugh.

Series tone

The tone should be urbane, nimble, amused, arch, and faintly appalled. Nobody stops to explain the absurdity; the characters regard it as progress. Fagin speaks of cyberfraud with the lofty diction of an impresario, a don, and a fence. The children treat data theft as a trade, almost a craft. The language of Victorian criminal apprenticeship meets the language of modern tech start-ups.

Fagin does not run a gang. He runs an incubator.

He does not steal. He leverages vulnerabilities.

His boys are not juvenile delinquents. They are pre-credentialed specialists in alternative revenue streams.

He refers to phishing as “remote pickpocketing.”

The series engine

Each episode treats some familiar Dickensian criminal ritual as though it has merely evolved into its natural digital form.

Instead of learning to steal handkerchiefs, the children learn to send fraudulent bank texts.

Instead of casing gentlemen in the street, they harvest personal details from social media.

Instead of picking pockets in the crowd, they stage account takeovers in bulk.

Instead of “Who will buy?” we have a roomful of ragged eight-year-olds in headsets asking an elderly widow whether she has recently noticed suspicious activity on her account.

That alone is funny. What makes it richer is that the whole enterprise is conducted with immense ceremony, confidence, and theatrical dignity.


The setup

In a draughty attic loft somewhere in London—half Dickens, half e-waste dump—Fagin presides over a troop of child cyber-urchins. He is vain, eloquent, delighted with himself, and as pleased by innovation as any venture capitalist. He can explain browser cookies with the relish of a Renaissance humanist. He considers ransomware vulgar, but invoice fraud elegant.

His boys sit at terminals in patched jackets and fingerless gloves, alternating between ancient street-thief etiquette and modern fraud jargon.

A child no older than nine might say:

“I’ve got the one-time passcode, governor.”

Another, in a top hat three sizes too large, may reply:

“Lovely. Now drain the pension.”

Into this den arrives Oliver, a pure-faced innocent with the catastrophic disadvantage of still possessing a conscience. He is introduced to the gang, the rituals, the tea, the ceremonial mockery, and the gleeful criminal pedagogy of the house.

Where others see a child, Fagin sees an unformatted hard drive.


The characters

Fagin

A criminal educator, curator of waifs, and self-appointed Dean of Applied Deception. He treats his little fraud factory as a combination of orphanage, trade school, repertory theater, and family business. He sees himself not as a villain but as a champion of practical education.

His guiding belief:
Why pick one pocket at a time when one may now pick twelve hundred simultaneously?

Oliver

An unnervingly sincere new boy who enters the loft as if he has wandered into a Victorian opera and discovers it has become a fintech scam operation. He is polite, bewildered, and wholly unsuited to fraud, which makes him irresistible to Fagin and alarming to everybody else.

The Artful Dodger

Now less a pickpocket than a swaggering adolescent UX designer of crime. He steals phones, writes better phishing copy than most corporate marketers, and has the air of a fourteen-year-old who expects a TED Talk.

Nancy

In this version, Nancy is not tragic at all times; she is often the only person with any grip on reality. She has seen the whole thing before, knows Fagin’s theatrical nonsense for what it is, and treats the younger children with the brisk competence of an exhausted governess in hell.

Bill Sikes

A magnificently obsolete thug who dislikes the digital transition. He misses the tactile satisfactions of burglary and regards cybercrime as dishonest. He is the only man in London who thinks identity theft lacks manliness.


Episode sketches

Episode 1: “Please, Sir, Verify”

Oliver arrives at the loft and is shown the operation in full cry.

He expects pockets to be picked. Instead he finds:
headsets, keyboards, fake banking portals, cloned delivery notices, and one eight-year-old expertly saying, “No, madam, I’m afraid your account has been compromised.”

Fagin gives Oliver the grand tour as though unveiling a conservatory or a vineyard.

“This,” he says proudly, gesturing to six grubby children running gift-card fraud, “is the future.”

Oliver, as in all great comedy, is less horrified than confused. He is handed tea, a biscuit of doubtful age, and a burner phone.

The climax comes when the boys take him on his first “lift,” which turns out not to involve a handkerchief but a stolen mobile needed to intercept a login code. Oliver is immediately blamed by a respectable gentleman, because he has the expression most associated across the centuries with wrongful accusation.

End of episode: Fagin smiles. He has found a new recruit, though perhaps not a very satisfactory one.

Episode 2: “Consider Yourself Authenticated”

Fagin trains the boys in the finer points of social engineering.

A whole classroom sequence follows in which ragged urchins rehearse scam personas:
bank clerk, worried grandson, broadband technician, fraud investigator, cryptocurrency recovery specialist.

One child is praised for sounding reassuring but not authoritative. Another is told that no one trusts a child who sounds too literate.

Dodger runs a seminar on spoof websites, delivered with all the pomp of a military lecture. A blackboard reads:

TODAY’S TOPIC: BRAND CONSISTENCY IN FRAUDULENT COMMUNICATIONS

Oliver is assigned the smallest imaginable role in a pension scam. He is to say only, “Yes, gran, it’s me.”

He cannot do it. He sounds so guilt-ridden that the target immediately asks whether he is being held hostage.

Nancy laughs for a full minute. Fagin is disappointed but scholarly.

Episode 3: “The One-Time Passcode”

Bill Sikes insists the modern operation has become soft and effeminate and drags several boys out for “honest crime,” by which he means burglary.

But the house they enter has facial-recognition locks, video doorbells, three app-based security systems, and a refrigerator capable of alerting the police.

Bill is personally insulted by the internet of things.

Back at the loft, Fagin responds not with panic but admiration. “At last,” he says, “an adversary worthy of curriculum reform.”

Meanwhile Oliver becomes accidentally useful because his open, trusting face makes people hand him devices, receipts, and information. He is, to Fagin’s delight, a natural in what management consultants would call trust capture.

Oliver begins to grasp the central horror of the loft: that everything here is funny until one notices it works.

Episode 4: “Nancy and the Compliance Department”

Nancy, seeing that Oliver is hopeless as a criminal and possibly too innocent to survive prolonged exposure to management, begins quietly plotting to get him out.

She does so while also running the loft’s entire customer-facing scam apparatus.

A wonderful subplot allows her to impersonate three different institutional voices in one day:
a bank investigator, an NHS scheduler, and a school attendance officer.

Fagin, meanwhile, launches into a speech about the decline of standards in modern fraud. Nobody writes elegant blackmail anymore. Nobody seasons menace with tact. He blames America.

Bill suspects treachery. Dodger suspects adulthood. Oliver suspects everyone has gone mad.

Episode 5: “We’re All Very Concerned About Unusual Activity”

The operation expands. Fagin has dreams of scale. He begins speaking of franchising. He uses phrases like “distributed juvenile acquisition model” and “cross-platform misappropriation.”

The children, who ought to be learning sums, are instead learning which font most closely resembles a bank’s fraud text alerts.

Oliver accidentally disrupts a scam because he starts genuinely consoling a victim. The victim cries. Oliver cries. The headset short-circuits with moral confusion.

Fagin is moved, but only aesthetically.

He tells Nancy, “The boy has no instinct for theft, but splendid instincts for tone.”

Episode 6: “Exit, Pursued by Wi-Fi”

Everything collapses, as it must.

The loft is raided, betrayed, abandoned, or simply outpaced by newer, uglier criminal models run by adults with LinkedIn profiles and terrible branding.

Fagin, watching the end of his kingdom, is offended less by justice than by vulgarity. He can accept prison. He cannot accept being superseded by men in quarter-zips running anonymous fraud farms from business parks.

Oliver escapes, if escape is the word. Nancy survives with her patience exhausted. Dodger reinvents himself as a cybersecurity consultant, which turns out to be almost the same thing. Bill remains anti-digital to the last.

Fagin, in the closing beat, addresses the audience—or a magistrate, or a documentary camera—and offers his only defense:

“Once, gentlemen stole watches.
Now they steal identities.
I merely moved with the century.”


Why it works

Because the joke has structure.

It is not merely “Oliver Twist with computers.” It is a satire about:
the industrialization of crime,
the modernization of exploitation,
the cheerful jargon of tech,
the absurd dignity with which institutions and crooks alike rename theft,
and the possibility that Fagin, confronted with modern cybercrime, would not be appalled at all.

He would be thrilled.

And there is something genuinely sharp beneath the farce: the original Dickens world of child labor, petty theft, apprenticeship, and urban predation translates suspiciously well into a world of scams, outsourced fraud, and manipulated trust.

That is why the premise lands. It is absurd, but not entirely.

Which makes it better.

 

AI Parody: Fagin.exe (Oliver!) (Long)

 


Absolutely. Here’s a treatment for a six-part Netflix miniseries that reimagines Oliver! through Fagin’s eyes in a 2026 underworld of scams, phishing, petty theft, and digital exploitation.

FAGIN.EXE

A six-part limited series inspired by Dickens and Oliver!

Logline:
In a decaying London loft where orphaned kids once learned to pick pockets, a charming, feral old criminal now trains abandoned teenagers to run phishing scams, identity theft rings, and voice-cloning fraud. When a strangely innocent new boy arrives, the whole enterprise begins to wobble—forcing Fagin to choose between survival, affection, and the possibility that he has become the very machine that devours children.

Tone and approach

This is not a literal remake of Oliver! but a darkly funny, melancholy, propulsive reinvention. It keeps the architecture of Dickens—the hunger, the found-family criminal tribe, the unstable sentimentality, the theatrical villainy, the city as a machine for grinding children—but translates it into the world of cybercrime, app-based grifts, burner phones, AI voice scams, and gig-economy desperation.

The tone sits somewhere between Dickens, Peaky Blinders, Mr. Robot, and a sad street-level Coen brothers comedy. It should have grime, velocity, wit, and moments of almost absurd warmth. Fagin is not simply a villain. He is funny, cultivated, deluded, manipulative, deeply adaptive, occasionally tender, and morally rotten in ways he prefers to call practical.

The visual world is a glorious collision:
Victorian criminal den meets modern scam factory.
A ragged loft under the eaves of an old London warehouse. Ancient beams, patched skylights, dangling wires, thrift-store velvet curtains, battered tea kettles, surveillance monitors, gaming rigs, cracked iPhones, soldering stations, headsets, stolen routers, and kids in hoodies moving through it all with the nimble choreography of pickpockets from 1838.

Core premise

Fagin runs a crew of abandoned, semi-feral children and teens out of a loft in East London. He calls them his “scholars,” half-joking, half-serious. In older days, they might have stolen watches and handkerchiefs. Now they steal passwords, pension checks, crypto wallets, NHS credentials, social security data, and grief-stricken grandparents’ bank access. They also run street-level distraction thefts when needed. Fagin sees no contradiction. A lifted wallet is merely “analogue phishing.”

His loft is both grotesque and weirdly alive: a school, a shelter, a theatrical club, a criminal startup, a fake family, and a child-exploitation system disguised as opportunity.

Into this comes Oliver, younger than the others, open-faced, underfed, and unfashionably sincere. He is not a hacker prodigy. He is not “street smart.” What he has is a rare trait in this universe: he still expects adults to mean what they say. Fagin, amused by him, keeps him close. That turns out to be dangerous.

Around them orbit modern versions of familiar figures:

Nancy is no longer just the tragic girl of the streets. She is the smartest operational mind in the loft, one of Fagin’s former children now in her twenties, who can run social engineering calls, train kids to mirror accents, and talk her way past two-factor authentication with a smile and a cigarette. She knows the system is poison, but the loft is the only thing she has ever known.

Bill Sikes is a ferocious enforcer and logistics man—part violent boyfriend, part collections muscle, part old-school criminal who despises the digital turn but enjoys the money. He does smash-and-grab, intimidation, debt collection, and “problem resolution.”

The Artful Dodger becomes “Dodger,” a teenage prodigy at intrusion kits, spoofed domains, and physical theft alike. He is funny, vain, brilliant, and ten seconds from burnout.

Mr. Brownlow is reimagined as a lonely older widower and retired fraud investigator—or perhaps journalist—who becomes suspicious after a bizarre attempted theft and recognizes that Oliver does not fit the mold of the others.

The story becomes about children as labor, crime as inheritance, and whether love offered inside a corrupt system counts as love at all.


SERIES ARC

The six episodes chart the rise and fracture of Fagin’s kingdom. At first the loft feels energetic, even playful. The scams are elaborate, witty, and unsettlingly ingenious. But gradually the machinery underneath comes into view: these are children being trained to weaponize empathy, mimic trust, and industrialize deception. Oliver’s presence reopens buried feelings in Nancy, insecurities in Dodger, paranoia in Bill, and—most threateningly of all—something like conscience in Fagin.

By the end, the question is not simply whether Oliver escapes. It is whether Fagin can understand the moral meaning of what he has built before it collapses on everyone.


EPISODE-BY-EPISODE TREATMENT

Episode 1 — “Please, Sir, Log In”

We open in a modern institutional setting: a bleak underfunded youth facility, foster intake center, or church-linked shelter where boys line up for food beneath motivational posters and flickering LEDs. Oliver, slight and quiet, has already learned the new rules of the poor: keep your shoes, guard your phone, trust nobody.

After a minor incident—perhaps he stumbles into trouble over missing supplies or refuses to participate in some petty theft ring—he runs. He is noticed by Dodger, who spots vulnerability the way a hawk spots movement. But instead of robbing him outright, Dodger recruits him.

Dodger takes Oliver through London not as a tourist but as an initiate. Delivery bikes, luxury towers, betting shops, pawn shops, vape clouds, old churches, cashless cafés, and every doorway holding somebody excluded from the prosperity rising above them. Finally: the loft.

There we meet Fagin. Not a cackling antique villain but a mesmerizing old fox in layered clothing, cracked spectacles, nicotine fingers, and a battered velvet dressing gown worn over a football shirt. He lectures the children on deception as if teaching literature. He talks about browser cookies like a mystic talks about fate. He calls phishing “theater with invoices.”

 The episode ends with Oliver being shown the rules of the loft. Fagin frames them as jokes, rituals, folklore. Never use your own face. Never use your own phone. Never steal from anyone poorer than you unless they are a fool, in which case they have volunteered. Never fall in love with a mark. Never pity a voice on the line. Pity is how they get you.

At first Oliver thinks this is all performative nonsense, like children pretending to be gangsters. But then he sees the machine running. One group is writing urgent texts to fake delivery customers. Another is voice-cloning a grandson to call a grandmother. Another is making spoof bank pages. In the corner, older boys with headsets are softly, professionally emptying an old man’s savings while asking whether he had trouble sleeping after his recent surgery. It is appalling and mesmerizing.

Fagin, sensing Oliver’s discomfort, does not push. That is his genius. He seduces. He feeds him. Gives him dry socks. Gives him a name tag for a headset as if he has joined a repertory company. Fagin does not say, You are trapped here. He says, You are safe here.

The final movement of the episode is a “lesson” staged by Dodger. He takes Oliver on what appears to be a simple street errand—very Oliver Twist, very handkerchief territory—except the object stolen is not a wallet but a phone long enough to bypass two-factor authentication on a target account. Oliver does not fully understand what has happened until the victim turns, Brownlow intervenes, and Dodger vanishes. Oliver is left standing there holding the device and looking exactly like the thief.

Brownlow studies him. Oliver looks terrified, not guilty. That is the first crack in the story.

Back at the loft, the kids howl with laughter at Oliver’s disastrous first outing. Fagin watches him more closely now. Not because Oliver failed, but because he did not lie well. In Fagin’s world, that is either a fatal weakness or a very rare kind of strength.


Episode 2 — “The Scholars”

This episode lets us fall in love with the loft before asking whether that affection is morally obscene.

We see the rhythms of the place. Shared noodles at 2 a.m. Boots drying over radiators. Scavenged birthday cake. Fierce loyalty, savage teasing, ingenious schemes. Fagin presides over all of it like an anarchic schoolmaster, teaching “modules” in misdirection, password resets, invoice fraud, accent mimicry, and what he calls “narrative management.” A mark, he explains, is merely a person longing for a story that makes their anxiety manageable.

Dodger is the prince of the place: cocky, admired, brilliant. He’s nineteen or maybe seventeen or maybe twenty-one—no one is sure. He writes code, lifts phones, runs burner networks, and secretly dreams of scaling beyond the loft into real organized cybercrime money. He likes Oliver in spite of himself, partly because Oliver is absurdly unsuited to their trade.

Nancy enters the center of the series here. She is not merely one of the gang; she is the emotional adult in a house with no adults. She smooths conflicts, teaches younger kids how to eat slowly so they do not throw up after being hungry, and can turn on a terrifyingly polished call-center voice in half a second. She clocks at once that Oliver is younger in spirit than the others. Fagin sees a recruit. Nancy sees a child.

Bill Sikes, meanwhile, is introduced as the opposite of the digital world: physical, blunt, suspicious of keyboards. He calls phishing “begging by laptop.” But he appreciates the cash. He handles intimidation, cash extraction, and discipline when someone skims from the house or attracts police interest. His relationship with Nancy is combustible, coercive, half-romantic only in the bleakest Dickensian sense.

The plot of the episode revolves around Oliver’s initiation into a scam call. Fagin and Nancy coach him. He is supposed to play a grandson stranded abroad, needing money wired urgently. But when he hears the elderly woman on the line grow flustered and worried, he falters. He starts telling the truth in fragments, or something close to it. Nancy kills the call just in time.

Fagin is irritated but fascinated. He tells Oliver he has a different use: not a closer, perhaps, but a face. A clean face. Someone who does not yet look like he belongs to a crime scene.

Brownlow reappears, now curious. He has reviewed a security clip from the street incident and becomes convinced Oliver was being used. He starts asking questions in exactly the places one should not ask questions. The audience begins to understand that Brownlow may not simply be kind; he may also be dangerous, because he believes systems can still be repaired through reason.

The episode ends with a gorgeous, ugly sequence: the loft celebrating after a lucrative scam haul, music blasting, noodles and beer and laughter, children dancing in stolen trainers beneath Victorian rafters. Oliver smiles in spite of himself. Across the room, Nancy sees it and looks heartbroken, because now he belongs a little.


Episode 3 — “Nancy”

This is Nancy’s episode.

We learn she arrived at the loft at twelve, half-frozen and furious, and that Fagin—whatever else he is—did in fact keep her alive. The series leans hard into this ambiguity. He is not a cartoon abuser. He is more interesting and more terrible: a man who can sincerely love children while profiting from their ruin.

Nancy’s talents are showcased. She can impersonate a compliance officer, a hospital clerk, a bank investigator, a debt counselor. She reads people instantly. She trains kids to hear class markers in vowels, to mirror speech tempo, to introduce a tiny bureaucratic annoyance that lowers suspicion. She is magnificent at this, and miserable.

Oliver becomes attached to her. He mistakes her competence for invulnerability. She is the first person to tell him plainly what the loft is: not a game, not a refuge, not a family exactly, but a place that takes what would have killed you outside and uses it to kill parts of you indoors.

Brownlow finally meets Oliver properly through chance—or what looks like chance. Perhaps Oliver is sent on an errand and intercepted; perhaps Brownlow follows him. In any case, Brownlow offers him food, warmth, and an odd kind of respect: he speaks to him as though he has agency. Oliver, who has been patronized, recruited, ordered around, and protected in corrupt ways, finds this almost incomprehensible.

He also finds Brownlow dull. This matters. The loft is evil, but it is vivid. Brownlow is decency, but decency often enters drama wearing beige. Nancy understands immediately why children do not simply walk toward goodness when offered.

Bill grows suspicious that Nancy’s feelings toward Oliver are destabilizing her. He does not care about Oliver one way or another; he cares about weakness. Fagin, too, sees the danger but names it differently: attachment creates leakage.

Mid-episode comes the key set piece: a large coordinated scam that blends old and new Dickens. Kids physically tail a courier carrying reset devices while others trigger fake alerts and two members of the crew run a “fraud prevention hotline.” Oliver is inserted as a runner because he still looks harmless. The operation goes wrong when he warns a target. Small act. Huge consequence.

Back at the loft, Bill wants him beaten and expelled. Nancy intervenes. Fagin overrules Bill, but not out of kindness. He says Oliver may yet be “educated.” Bill hears this as softness. Nancy hears it as menace.

At the end of the episode, Nancy secretly contacts Brownlow. Not because she trusts him, exactly, but because she no longer trusts the loft to leave Oliver intact.


Episode 4 — “Bill Sikes”

A pressure-cooker episode. The old criminal world strikes back at the new one.

The scams have drawn attention from people above Fagin’s pay grade: organized crime operators who handle mule accounts, data brokers, and transnational laundering. Fagin has always told the children they are independent. We now discover that is only partly true. The loft sits in a food chain. Data goes upward. Money gets shaved. Protection is conditional.

Bill is suddenly central because these higher-level operators trust violence more than code. He is sent to settle disputes, retrieve cash, and prove the loft is still disciplined. He likes this role too much.

We also learn more of his bond with Fagin. Bill is not one of the children; he was never sentimentalized. Fagin values him because Bill is the hard edge Fagin himself cannot embody for long. Fagin performs menace. Bill is menace. Their alliance is practical and ancient.

Oliver’s attempted rescue begins to take shape. Brownlow, with Nancy’s furtive help, tries to extract him quietly. Dodger, however, discovers fragments of the plan. His reaction is not straightforward betrayal. He feels wounded. Oliver leaving is not just desertion; it is an accusation. If Oliver can leave, then the rest of them are staying by choice—or so it seems in the twisted arithmetic of trapped people.

This episode should have the feel of tightening wires. Surveillance increases. Phones are smashed. Fagin institutes old-school countermeasures—note-passing, room checks, loyalty tests. The loft starts to feel less like a carnival and more like a besieged state.

Nancy is caught in tiny inconsistencies, not enough for proof but enough for danger. Bill becomes watchful in the way of abusive men who sense an emotional shift before they know its object. Fagin, too, begins to suspect that the moral weather in his loft is changing.

The centerpiece is a brutal, almost archaic event: Bill drags Oliver along on a physical burglary meant to remind everyone that the loft can still do real crime with crowbars and windows, not just keyboards. It mirrors the classic housebreaking section of Oliver Twist, but in a gentrified London townhouse full of smart locks, baby monitors, and app-controlled lights. The old and new worlds collide literally.

Oliver panics. The job collapses. Police attention intensifies. Bill barely escapes and now becomes convinced that Oliver is catastrophic luck in human form.

The episode ends with Nancy making her choice: not flirtation with escape, not fantasy, but active treason against the only home she has ever had.


Episode 5 — “Brownlow”

This episode shifts point of view toward Brownlow and the possibility—never wholly reassuring—of rescue.

Brownlow’s world is quiet, ordered, digitally literate but not digitally native. He lives among books, old case files, forgotten photographs, and the debris of a life spent believing systems matter. He may be a retired fraud investigator, prosecutor, or journalist; in any case, he has watched crime become frictionless and has found the new era spiritually exhausting. There are no longer pickpockets in alleys, only invisible theft at scale.

He is drawn to Oliver partly out of decency, partly because Oliver feels like a human clue that points backward—from abstract cybercrime to actual exploited children in actual rooms. Brownlow cannot rescue all the victims of scam factories, but perhaps he can rescue one boy and expose one operation.

Nancy meets him in secret. These scenes are crucial and should avoid sentimentality. She is not redeemed by contact with goodness. She is frightened, skeptical, intelligent, and fully aware that people like Brownlow often “save” one child while leaving the machinery untouched. Still, she gives him information.

Fagin, meanwhile, is unraveling. Not melodramatically at first. More like a man whose mythology is failing. He has always told himself that he turns waste into usefulness, that he offers shelter in exchange for labor, that the children are safer with him than in institutions or on the street. All partly true. All increasingly indefensible. The series now allows him extended monologues that are witty, self-justifying, and nearly persuasive until one remembers that he is explaining why it is acceptable to train children in predation.

Dodger is forced to choose too. He can side with Fagin and survive inside the hierarchy, or aid Oliver’s flight and admit that the kingdom he hoped to inherit is built on rot. His eventual choice should feel painful, not saintly.

Bill discovers Nancy’s betrayal. The confrontation between them is the emotional nadir of the series. It should be intimate, ugly, and unglamorous—the collapse of an old alliance shaped by dependency, fear, and ruined tenderness. Nancy is not destroyed because she “loved too much”; she is destroyed because she tried to interrupt the transfer of harm from one generation to the next.

At the episode’s end, Oliver escapes—or appears to. Brownlow gets him out physically. But the cost is catastrophic. Nancy pays for it. The loft erupts. Fagin loses control of Bill, then of the crew, then of the story he has told about himself.


Episode 6 — “Fagin”

The finale is Fagin’s reckoning.

The loft is half-emptied, half-raided, half-abandoned—one of those Dickensian places that seems to rot in real time once its spell breaks. Police, rival criminals, social workers, journalists, and opportunists all begin to close in. The children scatter according to temperament: one vanishes into county lines trafficking, one goes back to care, one shacks up with an older boyfriend, one turns informant, one simply disappears into London.

Fagin remains in the ruins like a theater manager after the audience has fled.

This final episode is less about plot mechanics than moral exposure. Oliver is with Brownlow now, but rescue is imperfect. He is guilty, traumatized, intermittently homesick for the loft, ashamed of missing people who harmed him, and haunted by Nancy. Brownlow’s house is safe but not magically curative. The series refuses the easy ending in which decency instantly feels like home.

Dodger returns once, perhaps to retrieve hidden wallets or drives, perhaps simply to look at Fagin and understand what remains. Their conversation should be one of the best scenes in the series. Fagin tries to cast himself as a relic, a lovable rogue displaced by scale and technology. Dodger, who has worshiped him, finally tells the truth: Fagin was never a relic. He was an adapter. He turned children into whatever the market required.

Bill, depending on the tone desired, may die in panic and flight, or be captured, or vanish into the underworld. His end should feel less like poetic justice than like a force of nature finally hitting a wall.

Fagin himself gets no clean redemptive arc. Better something stranger. Perhaps he is arrested and, in interrogation, remains dazzling and ridiculous, still trying to charm the room. Perhaps he escapes briefly into the city and wanders among contactless readers, CCTV domes, delivery drones, luxury developments, and rough sleepers, suddenly obsolete even in criminality. He sees that the future belongs not to picturesque dens like his, but to faceless industrial fraud networks with no songs, no velvet curtains, no self-mythology—just extraction.

And for one instant, perhaps, he understands that what he called warmth was merely style laid over exploitation.

The last image should echo the old story but sting in a new way. Oliver looks out a window at London—still unequal, still hungry, still manufacturing children for use. Somewhere in that city another loft, another encrypted chat, another “scholarship” is already forming. Dickens’ point survives the update: society creates Fagins and then acts shocked when they appear.


Main characters

Fagin
A flamboyant, funny, ferociously intelligent criminal in late middle age or older. He is part con man, part teacher, part parasite, part foster father. He can be affectionate and monstrous within the same minute. He thinks in metaphors, resents sentimentality in others while indulging it in himself, and believes survival excuses almost everything.

Oliver
Not naïve in a sugary sense, but still morally porous in a way the others are not. He is the last person in the room to assume corruption is normal. That makes him weak, irritating, and precious.

Nancy
The emotional core. A survivor who has turned her alertness, wit, and social intelligence into criminal excellence. She knows the loft better than anyone and understands that love inside exploitative systems is never simple.

Dodger
A digital prince and half-child entrepreneur. Charismatic, funny, envious, loyal until loyalty becomes self-betrayal. He is what Oliver might become and what Fagin hopes to mass-produce.

Bill Sikes
Embodied threat. A man from the older physical underworld who hates softness, distrusts screens, and solves problems with force. He is less psychologically ornate than Fagin, which makes him more frightening.

Brownlow
An older man from the lawful world who still believes evidence and decency can matter. He is not a magical savior; he is merely one of the few adults who can still see Oliver as a child.


Themes

The series is about child exploitation disguised as mentorship, crime as labor market, digital fraud as the modern pickpocket economy, and the seductive glamour of belonging even in corrupt systems. It also asks a very Dickensian question: when institutions fail children so thoroughly, who gets to claim moral superiority over the criminals who absorb them?

It should also preserve Dickens’ fascination with performance. Everyone here is acting: scammers, victims, social workers, police, rich philanthropists, lonely retirees, even the children themselves. Identity theft becomes the modern equivalent of stolen handkerchiefs because both are really about one thing: who gets to move through society unseen, and who is always exposed.


Why it works as Netflix

Each episode has a strong engine: arrival, initiation, loyalty, pressure, betrayal, collapse. The world is visually rich and highly marketable—Victorian criminal iconography fused with cybercrime aesthetics. The premise is familiar enough to feel mythic, but different enough to feel fresh. It offers young breakout roles, one great older lead, high tension, moral ambiguity, and an emotional spine through Nancy and Oliver.

Most importantly, it avoids becoming a gimmick. The cyber update is not there for cleverness alone. Dickens’ original concern—children processed by urban poverty into usable criminal labor—translates frighteningly well to 2026.

If you want, I can next turn this into a proper pitch document with:
series overview, comps, episode summaries, character one-sheets, and opening scene teaser.


Another View of Chris Klomp: Articles Consolidated

 Below, I asked Chat GPT to consolidate four or five articles about Klomp.

###

Here is a consolidated, policy-focused article in your blog style—tight paragraphs, emphasis on what matters to insiders, and oriented toward “what policy watchers should actually take away.”


Chris Klomp Ascendant: What Medicare Policy Watchers Need to Know

Over the past month, a relatively obscure Medicare official has become one of the most consequential figures in U.S. health policy.

Chris Klomp, until recently head of the Center for Medicare at CMS, has been elevated to Chief Counselor and de facto #2 at HHS, with authority over operations, messaging, and coordination across a $2.6 trillion department. Multiple press accounts—from the Wall Street Journal, Politico, and Washington Post—converge on the same point: this is not a routine personnel shift. It is a White House intervention into HHS execution, with Klomp installed as the operational center of gravity.

For policy watchers, the question is not “who is Klomp?”
It is: what does his rise tell us about where Medicare policy is going?


1. This Is an Operations Coup, Not a Policy Appointment

The headlines frame Klomp as “No. 2 at HHS,” but that understates the structure.

  • He oversees department-wide operations and messaging

  • Senior counselors across CMS and FDA now report through him

  • He runs daily coordination across agencies

  • He was installed after execution failures (e.g., reversed grant cuts, FDA turbulence)

The White House diagnosis is clear:
HHS didn’t need more ideas—it needed management discipline and message control, especially ahead of midterms.

Klomp himself said the quiet part out loud: the goal is to “move faster” and ensure “uniform quality.”

Translation for insiders:
This is a centralization of authority, with Klomp acting as an internal COO across CMS, FDA, and broader HHS.


2. Why Klomp? Because of Drug Pricing—and Negotiation Style

Every source highlights the same credential: drug pricing negotiations.

Klomp:

  • Led negotiations tied to Most Favored Nation (MFN) policy

  • Earned Trump’s confidence as a “good negotiator”

  • Built credibility with industry (e.g., Pfizer CEO citing trust)

This is important because it signals how this White House evaluates success:

Not academic policy design
Not regulatory craftsmanship
But deal-making that produces visible wins

For policy watchers, that suggests:

  • Continued emphasis on negotiated outcomes over formal rulemaking

  • Preference for executive leverage + convening rather than statutory pathways

  • A bias toward policies that are legible to voters (e.g., drug prices)


3. The Real Mission: Align HHS With White House Political Priorities

The WSJ and WaPo reporting makes this explicit.

The White House:

  • Wants to emphasize drug pricing and affordability

  • Wants to de-emphasize politically toxic issues (e.g., vaccines)

  • Views HHS as needing tighter alignment with midterm messaging

Klomp’s role is therefore not just operational—it is political filtering:

  • Delaying announcements that create “headaches”

  • Re-centering agencies on approved narratives

  • Ensuring Kennedy focuses on campaign-friendly themes (e.g., food policy)

Bottom line:
Klomp is functioning as a policy gatekeeper between HHS and the White House political strategy.


4. A Non-Ideological Operator With Market Leanings

One of the more striking themes from the Washington Post profile:

  • Klomp was a health-tech entrepreneur, not a political figure

  • He had no deep prior ties to Trump or Kennedy

  • Colleagues describe him as pragmatic, apolitical, execution-focused

Yet his policy instincts—as seen in the Paragon interview—are consistent:

Core worldview:

  • Medicare pricing is not truly market-based

  • The system often pays for inputs, not outcomes

  • Government should use:

    • Markets where possible

    • Convening power where markets fail

    • Regulation as a last resort

Implications:

  • Continued push toward:

    • site-neutral payment

    • market-referenced pricing (e.g., MA, DRGs)

    • outcome-based models

  • Skepticism of:

    • rigid fee schedules

    • purely administrative pricing formulas

This places him squarely in a Paragon-adjacent but execution-driven camp:

Not ideological free-market purism
But “use markets pragmatically to fix Medicare distortions”


5. Medicare Advantage: Supportive, But With Teeth

Klomp’s posture toward Medicare Advantage is nuanced—and important.

From both press and interview:

  • He supports MA as central to Medicare’s future

  • But is willing to:

    • restrain payments

    • challenge coding practices

    • emphasize program integrity

Most notably, his framing of risk adjustment:

It exists to prevent adverse selection
Not to create competitive advantage

This is a subtle but important signal.

For MA stakeholders:

  • The administration is not anti-MA

  • But it is anti-“gaming MA”

Expect:

  • Continued scrutiny of coding intensity

  • Focus on linking payments to actual care

  • Tighter alignment of payment with outcomes


6. The “Convening” Doctrine—Quietly Central

Perhaps the most underappreciated takeaway from Klomp’s own remarks:

He repeatedly emphasizes a third tool of government:

Not legislation
Not regulation
But convening

Examples:

  • Prior authorization reforms driven by multi-party alignment

  • MFN drug pricing framed as realigning global incentives

  • Industry negotiations replacing rule-heavy approaches

Why this matters:

For policy watchers, it signals a shift toward:

  • Soft power policy tools

  • Voluntary alignment mechanisms

  • Negotiated frameworks that avoid litigation risk

In practical terms, this may mean:

  • Fewer sweeping NPRMs

  • More “announcements + deals + guidance”

  • Greater reliance on behavioral incentives vs mandates


7. The Management Thesis: Two Stakeholders Only

Across sources and interviews, Klomp returns to a simple principle:

CMS serves two stakeholders:
beneficiaries first, taxpayers second

That framing drives several consistent positions:

  • Reduce low-value spending (e.g., skin substitutes)

  • Shift toward primary care and prevention

  • Demand accountability for outcomes

  • Avoid unnecessary bureaucratic burden

It also explains his resistance to:

  • excessive micromanagement

  • paternalistic health policy

  • rules that reward navigation skill over clinical value


8. What Has Changed—And What Hasn’t

What has changed:

  • Klomp now has enterprise-wide authority

  • HHS is being run with centralized operational control

  • Policy is being filtered through political viability

What hasn’t changed:

  • The administration’s reliance on:

    • executive authority

    • negotiation over legislation

  • The structural challenges of Medicare:

    • administered pricing

    • unclear “true” market value

    • MA vs FFS tension


9. Five Takeaways for Policy Insiders

  1. Klomp is now the operational center of HHS
    Not just Medicare—everything flows through him.

  2. Execution > ideology
    The White House wants results it can message, not theoretical reforms.

  3. Negotiation is the dominant policy tool
    Expect more MFN-style approaches and fewer traditional rulemakings.

  4. Medicare Advantage remains safe—but scrutinized
    Supportive stance, but coding and payment discipline will tighten.

  5. Market signals will creep into Medicare policy
    Slowly, unevenly—but clearly a directional push.


Bottom Line

Chris Klomp is not a typical Washington health policy figure.
He is closer to a healthcare COO with policy authority.

His rise signals a shift toward:

  • centralized execution

  • negotiated policy

  • market-informed reforms

  • and tight alignment with White House political priorities

For Medicare policy watchers, the key insight is simple:

The next phase of CMS policy may be less about what rules say
and more about how incentives are engineered—and deals are struck.


 

Looking Up Code Processing Rules For the 14 Day Rule

In regards to the CMS 14 day rule for lab test date of service.

For inpatients, all services are bundled to the DRG, unless tests are ordered more than 14 days after inpatient discharge.

for outpatients, lab tests services are variably bundled or separately payment.  Billing staff don't need to guess.  CMS gives a "Status Indicator" or "SI" for every CPT code that tells if it is nonpayable, bundled, conditionally bundled, etc.   

For regular clinical chemistry, the SI is usally Q4 meaning the service is bundled if there is anything to bundle it to (like an outpatient visit or outpatient surgery).  If the patient had no service but a blood draw, there's nothing to bundle it to so the Q4 clinical chemistry is billable.

For "molecular pathology," CMS defines this not in writing but in practice. In practice, CMS generally gives human DNA and RNA tests status A, meaning separately payable.   

(CMS also gives status A to a couple very rare categories of test I will ignore here.)

For anatomic pathology including IHC, most codes have status Q1. Q2.   This means in the outpatient setting they are bundled to procedures (e.g. surgeries) if one occurred.   (But the pathologist's interpretation fee, often around $20, is payable).

Where to Find It

The CPT code list and Status Indicators are discussed as need in the annual summer outpatient rulemaking.   The code list, Addendum B, is updated every quarter all year.   

Find the updates here:

https://www.cms.gov/medicare/payment/prospective-payment-systems/hospital-outpatient-pps/quarterly-addenda-updates

Examples.

80047, 80051   Basic chem panels, Q4, bundled if there is any event (office visit) to bundle to

Urinalysis codes are bundled Q4, but genotyping codes are separately payable on CLFS, A.



Pathogen tests, although "molecular" DNA, RNA, are BUNDLED Q4 because not human DNA, RNA.


Anatomic pathology codes are generally bundled, assuming there is a procedure to bundle them to, via Q1 or Q2.



Sunday, March 15, 2026

AI History You Can Use: CMS Challenged to Capture Novel Technology in RVUs (Case Studies 2010, 2020)

When Medicare Meets Novel Hardware: 

CardioNet, iRhythm, and the Recurring Problem of Pricing Proprietary Inputs

Executive Summary:

CardioNet 2010 and iRhythm 2020 show a recurring Medicare pricing problem: breakthrough monitoring technologies often rely on proprietary, vertically integrated components that do not have clear market-clearing prices. 

In both cases, CMS hesitated to set national RVU-based payment when the key direct practice-expense input was hard to validate—first a telemetry monitor and later the SD339 Zio patch. The result was delayed national pricing, reliance on (unstable!) contractor rates, and prolonged disputes over invoices and the obscure corners of CMS PE methodology. The broader lesson is that Medicare’s standardized fee schedule fits commoditized inputs but crashes against one-off, service-embedded technologies.

###

CardioNet vintage 2007-2008 remains one of the best examples of how a seemingly booming medtech story can run headlong into the internal logic of Medicare pricing. On the surface, the company looked almost ideal. It had an FDA-cleared product, rising sales, growing physician adoption, Medicare coverage, and eventually dedicated Category I CPT codes for mobile cardiovascular telemetry. Its patient-worn sensor and handheld monitor sent ECG data to a remote monitoring center, and its business ramp looked impressive: revenue rose from $73.0 million in 2007 to $120.5 million in 2008, with MCOT revenue of $100.2 million, or 83.2% of total revenue. Its 2008 IPO raised about $81 million.[1]

That is what made the reimbursement shock so dramatic. For the technical component, CPT 93229, Medicare did not initially set a uniform national Part B rate. Instead, the code was carrier-priced, and Highmark Medicare Services posted a rate of $1,123 in early 2009.[2] 

But carrier local pricing may be unstable.  Next the floor dropped. Highmark cut the payment to $754, effective September 1, 2009, and CardioNet described the change as roughly a 33% reduction with material adverse effects on the business.[3] Because commercial payors were already looking to Medicare as a benchmark, the Medicare cut threatened to spread beyond Medicare itself.

Bruce Quinn has a recollection that helps explain why the new number became so sticky. Highmark’s local medical director had apparently noted that CMS had already cross-walked the service in the hospital outpatient setting to an ambulatory payment amount of about $753; once that number existed elsewhere inside Medicare, it became easy to defend the local carrier rate as “Medicare-like,” even if it was only a rough analogy (B. Quinn, pers. comm.). That captures something important. These pricing crises do not always begin with an explicit policy manifesto. Sometimes they begin because a contractor spots a nearby number elsewhere in Medicare’s own machinery and decides it is good enough.

CardioNet’s core problem was that national CPT recognition did not automatically produce a favorable national fee schedule price. CMS did not establish a national payment amount for 93229 for 2010, leaving the code on contractor pricing for another year.[4] 

When CMS finally addressed the code in the 2011 physician fee schedule process, the real dispute came into view. Commenters wanted CMS to treat a broader centralized monitoring infrastructure as direct practice expense, but CMS refused. CMS said that, for 93229, the only equipment item appropriately treated as a direct PE input was the cardiac telemetry monitoring device worn by the patient; the software and hardware, workstation, webserver, and call-recording system were treated as indirect costs instead.[5]

That leads to the deeper lesson in the CardioNet story. The valuation problem was not just that the service was new. The problem was that its most important physical input was a proprietary device inside a vertically integrated business model. As Bruce Quinn has noted, CMS had reason to be skeptical if the “price” of the telemetry monitor was really an internal company transfer value rather than an open-market price (B. Quinn, pers. comm.). That is where the Medicare PE system becomes uncomfortable. It handles standardized, externally priced inputs reasonably well: an MRI scanner, a microscope, a reagent, a surgical supply with a visible invoice trail. It is much less comfortable when the crucial input is a one-off novel device used inside a service company that largely makes, ships, processes, and interprets the product itself. In that setting, CMS is being asked to trust a price that may look more like an internal accounting construct than a market-clearing price.  (In this case, the invoice price exceeded $20,000).

Not surprisingly, the result was that CMS finally set a national price for 93229 in 2011 at only about $739, close to the prevailing contractor price rather than a return to the earlier economics.[3][5] In other words, CardioNet got national pricing, but only after the premium economics had already been broken:

In the final price-setting, CMS granted about $23,000 as the invoice device price, with a 3-year life, and allotted about $1118 per use (nominal dollars before budget neutrality discounts).

Same Problem, Ten Years Later

What makes this story especially interesting is that the same basic problem reappeared more than a decade later with iRhythm Zio. The code was different, the form factor was different, but the institutional problem was strikingly similar. For CPT 93247, the key direct PE driver was not a capital monitor but a disposable supply, SD339, the extended external ECG patch. CMS explained in the 2023 final rule that it had struggled for multiple years to determine an acceptable national price for SD339. At first CMS rejected certain invoices from the clinical-study marketplace because it “typically require[s] an invoice representative of commercial market pricing” to establish a national price for a new supply or equipment item.[8] CMS initially used a proxy supply price, then in the CY 2021 final rule left 93241, 93243, 93245, and 93247 on contractor pricing because of conflicting information and the need for more pricing data.[8]

That did not end the matter. In the CY 2022 cycle, CMS received ten invoices and finalized an updated SD339 price of $200.15, with invoice values ranging from $179.80 to $241.99, but still declined to establish national pricing for the code family for 2022.[8] CMS said it wanted broader feedback before nationalizing payment.[8] 

Then, for CY 2023, CMS received additional invoices and settled on $315 as a price for SD339, altough the net payment was around $250 after budget neutrality adjustments.[8]

CMS’s path is revealing because it sounds so much like the old CardioNet problem. Commenters argued that the independent diagnostic testing facility model did not fit comfortably within the traditional physician-office PE methodology, and pointed to costs tied to R&D, AI, and software-as-a-service. CMS’s response was measured but unmistakable: yes, more comprehensive PE data might be useful, but the current methodology is the current methodology, and pricing still turns on the sort of invoice-based evidence CMS can use within that framework.[8] What CardioNet had illustrated in 2010, iRhythm replayed in 2021–2022: when the code depends on a novel, proprietary, vertically integrated input, Medicare hesitates.

Putting the Puzzle Together

That is why the iRhythm episode should be read not as an isolated dispute, but as a mirror of the CardioNet experience. The physical object changed. In CardioNet, the troublesome PE input was the telemetry monitor and its surrounding infrastructure. In iRhythm, it was the disposable patch, SD339. But the logic was the same. CMS was being asked to assign national RVUs to a service whose key input did not look like a standard, commoditized, transparently priced medical article. Instead, it looked like a novel component embedded in an integrated service company. The agency’s reflex in both cases was similar: ask for invoices, reject weak proxies or nonrepresentative evidence, strip out indirect and enterprise-level cost arguments, and delay national pricing until the direct PE input had a price it trusted.

This is more than a coding curiosity. It reflects a recurring collision in Medicare policy between innovative technologies and standardized pricing systems. Medicare’s PE methodology was built to handle routine, decomposable, office-based economics. It works best when the service relies on inputs with relatively visible market prices. It works less elegantly when innovation comes packaged as a vertically integrated service platform with one-off physical components, proprietary software, and internalized logistics. That is why a Medtronic device sold into a distributed market may fit the system more readily than a CardioNet or iRhythm service, where manufacturing, monitoring, processing, and interpretation may all sit under one corporate roof.

Seen that way, CardioNet and iRhythm are not just two remote-cardiology episodes separated by a decade. They are variations on the same Medicare puzzle. Both involved highly innovative monitoring technologies. Both involved direct PE inputs that looked unusually expensive or hard to verify. Both forced CMS to decide whether a novel physical component had a real market price or only an asserted one. And in both cases CMS moved slowly, cautiously, and skeptically. The lesson is not that Medicare opposes innovation. It is that the most innovative products often fit worst into fee schedules designed around standardized, openly priced inputs. CardioNet showed that in 2010. iRhythm showed, all over again, that the lesson still applied in 2021–2022.

References

[1] SEC registration statement for CardioNet, showing 2007–2008 revenue growth and IPO context.
https://www.sec.gov/Archives/edgar/data/1113784/000104746908002538/a2179762zs-1a.htm

[2] CardioNet announcement regarding posted Highmark reimbursement rate for CPT 93229.
https://www.biospace.com/cardionet-inc-announces-that-b-highmark-medicare-services-b-posts-reimbursement-rate-for-cpt-code-93229-mobile-cardiovascular-telemetry-services

[3] CardioNet Form 10-K discussing the reduction of 93229 reimbursement from $1,123.07 to $754 and later national pricing at $739.
https://www.sec.gov/Archives/edgar/data/1113784/000104746912001348/a2207476z10-k.htm

[4] CardioNet update on CMS not establishing a national reimbursement rate for 2010 for mobile cardiovascular telemetry.
https://www.dicardiology.com/content/cardionet-provides-update-mobile-cardiovascular-telemetry-reimbursement

[5] CY 2011 Physician Fee Schedule final rule, discussing CPT 93229 and direct versus indirect practice expense inputs.
https://www.federalregister.gov/documents/2010/11/29/2010-27969/medicare-program-payment-policies-under-the-physician-fee-schedule-and-other-revisions-to-part-b-for

[6] Philadelphia Inquirer article on the market shock around CardioNet reimbursement concerns.
https://www.inquirer.com/philly/blogs/inq-phillydeals/Was_analyst_forced_out_for_being_right_about_CardioNet.html

[7] Philips announcement of the BioTelemetry acquisition, valuing the company at about $2.8 billion.
https://www.philips.com/a-w/about/news/archive/standard/news/press/2020/20201218-philips-to-become-a-global-leader-in-patient-care-management-solutions-for-the-hospital-and-the-home-through-the-acquisition-of-biotelemetry-inc.html

[8] CY 2023 Physician Fee Schedule final rule, discussing SD339 invoice evidence, contractor pricing in 2021–2022, and final national pricing in 2023 for 93241/93243/93245/93247.
https://www.federalregister.gov/documents/2022/11/18/2022-23873/medicare-and-medicaid-programs-cy-2023-payment-policies-under-the-physician-fee-schedule-and-other