solved the problem by comethazine

"Solved The Problem" lyrics

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Solved the Problem

Comethazine.

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Frank Jahmier Childress (born July 6, 1998), known professionally as Comethazine, is an American rapper and songwriter. He is best known for his platinum-selling single "Walk", which peaked at number 20 on the Billboard Bubbling Under Hot 100 chart and "Bands". Both songs were included on his debut mixtape, Bawskee (2018).Bawskee was followed up by four sequels; Bawskee 2, Bawskee 3.5, Bawskee 4, and Bawskee 5. His debut album, Pandemic, was released in early 2020 to mainly positive critical reception. In 2019, he was an XXL Freshman and performed his cypher alongside rappers Roddy Ricch and Tierra Whack. His latest album Bawskee 5 was released in November 2022. more »

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• Comethazine

SOLVED THE PROBLEM by Comethazine Lyrics Meaning – Unraveling the Aggressive Overtone in Hip-Hop’s Underworld

by SMF AI · Published January 15, 2024 · Updated April 25, 2024

• Music Video

A Eulogy Wrapped in Metaphors: Deciphering the Dedication to Phillip

Unmasquerading bravado: solving problems with violence, confronting hypocrisy: masks fall in the face of desire, sartorial statements: the symbolism of air force 1’s, understanding the mindset behind the memorable lines.

Where the bricks, where the bows? 1-7-double-O, slither gang, bloody nose RIP Phillip, that’s my right hand nigga but he gone, yeah Now I gotta smoke these pussy niggas on my own (now I gotta smoke ’em on my own) These niggas actin’ tough but turn pussy over a hoe (bitch) Boy, I would never go, I dick that ho, then make her go (come here) Bitch, while I call your Uber, go wait over by the door (bye) And bitch, check on your phone, wait ’til you leave to turn it on (oh yeah)

That nigga talkin’ tough, yes, I can hear it in his tone (bitch) I slapped him with the chrome, then put a bullet in his dome (come here) My all white Air Force 1’s gotta be fresh or I can’t rock ’em (I can’t rock ’em) If he step on these, I might just fuck around and sock him (bitch) Dangle that boy over a ledge and then I drop him (bye) Shoot a bullet straight through his head, I solved the problem (boom, boom) Not going back and forth on the ‘Gram, I had to block him (No) Rather catch him lackin’ in public and then pop him (come here) Caught him on the elevator, had to 2Pac him (bitch) I’ma pull a Biggie Smalls, nigga don’t know who shot him If I shoot and I miss, I bet one of my guys got him And I’ma let him keep his shit ’cause I’m rich, I ain’t gotta rob him

Full Lyrics

Comethazine’s ‘SOLVED THE PROBLEM’ isn’t just another track in the landscape of trap music—it’s a vivid narration of street life realities, intertwined with braggadocio and a cold acceptance of violence as conflict resolution. Within this track, we find Comethazine delivering a message laced with aggression, covertness, and the ever-present gravity of personal loss.

Couched in metaphors of urban survival and a showcase of street-cred, ‘SOLVED THE PROBLEM’ provides a portal into the rapper’s psyche and the code by which he navigates the unforgiving terrain of gangland territorialism and rivalries. The repetitive query ‘Where the bricks, where the bows?’ remains a rhetorical centerpiece that circles back to Comethazine’s roots and the hustler’s existential quest.

The poignant refrain ‘RIP Phillip, that’s my right hand nigga but he gone, yeah’ paints a stark image—a homage to a fallen friend, a second-in-command, a confidant lost to the relentless street warfare. In these visceral lines, Comethazine lets us into his private spaces of grief and remembrance, while reminding the listener of the unforgiving outcomes that often accompany street allegiance.

Phillip’s absence serves both as a eulogy and a catalyst for Comethazine’s fortified resolve. The further iteration, ‘Now I gotta smoke these pussy niggas on my own,’ signifies a solitary battle ahead, a lone wolf directly confronting his adversaries, a testament to the resilience required in the face of profound personal loss.

‘Shoot a bullet straight through his head, I solved the problem,’ Comethazine raps, suggesting that the ultimate solution to his conflicts lies in decisive, fatal violence. This blunt assertion reflects a worldview shaped by the law of the jungle where the might of the gun holds the power to close arguments and silence opposition.

The chilling simplicity of the problem-solving methodology speaks to broader themes of survival and dominance in a sphere where reputation and respect are guarded at all costs. This line doesn’t just reference a singular event but is indicative of an entire subculture’s approach to dealing with threats and maintaining control.

Comethazine takes aim at the hypocrisy often found in his peers with the line ‘These niggas actin’ tough but turn pussy over a hoe.’ He strips down the facade of toughness that many portray, highlighting the quickness of their character reversal over romantic entanglements, thus questioning the sincerity of their public personae.

By calling out the faux masculinity, he taps into a common thread within hip-hop culture—criticizing those who let their guard down or betray their supposed principles for momentary pleasures. His lyrics serve as a stark reminder of loyalty and authenticity’s role in the unforgiving code of the streets.

The reference to ‘all white Air Force 1’s’ transcends mere fashion commentary and becomes a symbol of pride, identity, and respect. These sneakers are emblematic of a pristine self-image that Comethazine is unwilling to compromise, even to the extent of violence: ‘If he step on these, I might just fuck around and sock him.’

This line taps into the importance of material possessions in the hip-hop community, where brandishing new and untainted attire often signals status. Comethazine’s protective attitude towards his footwear reflects the attention given to appearance and respect within the culture he represents.

Lines like ‘Dangle that boy over a ledge and then I drop him’ aren’t merely for shock value but serve as a testament to the harsh retaliation that Comethazine is willing to implement. He casts himself as the protagonist in an ultra-violent narrative, where punitive measures far exceed mere self-defense.

Such vivid threats are common in the genre’s bravado-infused language, and they function both as a deterrent to would-be adversaries and as proof of his ferociousness. The ruthless nature of these words is emblematic of the stark and often brutal reality faced in environments rife with danger and betrayal.

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SOLVED THE PROBLEM

Comethazine, hip-hop/rap.

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Meaning of SOLVED THE PROBLEM by Comethazine

In "SOLVED THE PROBLEM" by Comethazine, the artist delves deep into themes of power, retaliation, and the consequences of living a violent lifestyle. Comethazine's aggressive delivery and confrontational lyrics reflect the gritty realities of street life that he has experienced and witnessed.

The song starts with an attention-grabbing introduction that sets the tone for the rest of the track. The repetition of the phrase "where the bricks, where the bows?" creates an atmosphere of anticipation and intensity. This line could be interpreted as a reference to the drugs and weapons that are commonly associated with street culture. The mention of "1-7-double-O" may allude to a specific street or gang affiliation, further affirming the song's focus on a particular lifestyle.

Comethazine pays tribute to his deceased friend, Phillip, emphasizing the importance of loyalty and brotherhood. The loss of his "right hand nigga" highlights the loneliness and burden of avenging his friend's death, as he now feels the responsibility to "smoke these pussy niggas on my own." This line suggests that Comethazine is determined to take justice into his own hands and seek revenge for his fallen comrade.

The lyrics also explore the dichotomy of masculinity, with Comethazine confronting those who display toughness only to be swayed by women. He condemns individuals who betray their principles or act aggressively towards others over a romantic interest. By asserting that he would never do such things, Comethazine sets himself apart, claiming loyalty, integrity, and control over his sexual relationships.

Throughout the song, violent imagery is prevalent, expressing Comethazine's readiness to resort to brutality. He describes slapping a person with a gun and shooting them in the head to "solve the problem." These lines emphasize the artist's willingness to confront and eliminate anyone who poses a threat to him or his crew.

Comethazine also conveys a sense of superiority, confidently stating that he can afford to let others keep their possessions. By proclaiming his wealth and disinterest in theft, he establishes himself as a powerful figure who has transcended the need for material gain.

In conclusion, "SOLVED THE PROBLEM" by Comethazine delves into the harsh realities of street life, examining themes of power, loyalty, and the consequences of a violent lifestyle. The artist's intense delivery and confrontational lyrics illustrate his determination to seek justice for his fallen friend and assert his dominance in a world where survival sometimes relies on aggression and retaliation.

This meaning interpretation was written by AI. Help improve it with your feedback

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Teens come up with trigonometry proof for Pythagorean Theorem, a problem that stumped math world for centuries

By Bill Whitaker

May 5, 2024 / 7:00 PM EDT / CBS News

As the school year ends, many students will be only too happy to see math classes in their rearview mirrors. It may seem to some of us non-mathematicians that geometry and trigonometry were created by the Greeks as a form of torture, so imagine our amazement when we heard two high school seniors had proved a mathematical puzzle that was thought to be impossible for 2,000 years. 

We met Calcea Johnson and Ne'Kiya Jackson at their all-girls Catholic high school in New Orleans. We expected to find two mathematical prodigies.

Instead, we found at St. Mary's Academy , all students are told their possibilities are boundless.

Come Mardi Gras season, New Orleans is alive with colorful parades, replete with floats, and beads, and high school marching bands.

In a city where uniqueness is celebrated, St. Mary's stands out – with young African American women playing trombones and tubas, twirling batons and dancing - doing it all, which defines St. Mary's, students told us.

Junior Christina Blazio says the school instills in them they have the ability to accomplish anything. 

Christina Blazio: That is kinda a standard here. So we aim very high - like, our aim is excellence for all students. 

The private Catholic elementary and high school sits behind the Sisters of the Holy Family Convent in New Orleans East. The academy was started by an African American nun for young Black women just after the Civil War. The church still supports the school with the help of alumni.

In December 2022, seniors Ne'Kiya Jackson and Calcea Johnson were working on a school-wide math contest that came with a cash prize.

Ne'Kiya Jackson: I was motivated because there was a monetary incentive.

Calcea Johnson: 'Cause I was like, "$500 is a lot of money. So I-- I would like to at least try."

Both were staring down the thorny bonus question.

Bill Whitaker: So tell me, what was this bonus question?

Calcea Johnson: It was to create a new proof of the Pythagorean Theorem. And it kind of gave you a few guidelines on how would you start a proof.

The seniors were familiar with the Pythagorean Theorem, a fundamental principle of geometry. You may remember it from high school: a² + b² = c². In plain English, when you know the length of two sides of a right triangle, you can figure out the length of the third.

Both had studied geometry and some trigonometry, and both told us math was not easy. What no one told  them  was there had been more than 300 documented proofs of the Pythagorean Theorem using algebra and geometry, but for 2,000 years a proof using trigonometry was thought to be impossible, … and that was the bonus question facing them.

Bill Whitaker: When you looked at the question did you think, "Boy, this is hard"?

Ne'Kiya Jackson: Yeah. 

Bill Whitaker: What motivated you to say, "Well, I'm going to try this"?

Calcea Johnson: I think I was like, "I started something. I need to finish it." 

Bill Whitaker: So you just kept on going.

Calcea Johnson: Yeah.

For two months that winter, they spent almost all their free time working on the proof.

CeCe Johnson: She was like, "Mom, this is a little bit too much."

CeCe and Cal Johnson are Calcea's parents.

CeCe Johnson:   So then I started looking at what she really was doing. And it was pages and pages and pages of, like, over 20 or 30 pages for this one problem.

Cal Johnson: Yeah, the garbage can was full of papers, which she would, you know, work out the problems and-- if that didn't work she would ball it up, throw it in the trash. 

Bill Whitaker: Did you look at the problem? 

Neliska Jackson is Ne'Kiya's mother.

Neliska Jackson: Personally I did not. 'Cause most of the time I don't understand what she's doing (laughter).

Michelle Blouin Williams: What if we did this, what if I write this? Does this help? ax² plus ….

Their math teacher, Michelle Blouin Williams, initiated the math contest.

Bill Whitaker: And did you think anyone would solve it?

Michelle Blouin Williams: Well, I wasn't necessarily looking for a solve. So, no, I didn't—

Bill Whitaker: What were you looking for?

Michelle Blouin Williams: I was just looking for some ingenuity, you know—

Calcea and Ne'Kiya delivered on that! They tried to explain their groundbreaking work to 60 Minutes. Calcea's proof is appropriately titled the Waffle Cone.

Calcea Johnson: So to start the proof, we start with just a regular right triangle where the angle in the corner is 90°. And the two angles are alpha and beta.

Bill Whitaker: Uh-huh

Calcea Johnson: So then what we do next is we draw a second congruent, which means they're equal in size. But then we start creating similar but smaller right triangles going in a pattern like this. And then it continues for infinity. And eventually it creates this larger waffle cone shape.

Calcea Johnson: Am I going a little too—

Bill Whitaker: You've been beyond me since the beginning. (laughter) 

Bill Whitaker: So how did you figure out the proof?

Ne'Kiya Jackson: Okay. So you have a right triangle, 90° angle, alpha and beta.

Bill Whitaker: Then what did you do?

Ne'Kiya Jackson: Okay, I have a right triangle inside of the circle. And I have a perpendicular bisector at OP to divide the triangle to make that small right triangle. And that's basically what I used for the proof. That's the proof.

Bill Whitaker: That's what I call amazing.

Ne'Kiya Jackson: Well, thank you.

There had been one other documented proof of the theorem using trigonometry by mathematician Jason Zimba in 2009 – one in 2,000 years. Now it seems Ne'Kiya and Calcea have joined perhaps the most exclusive club in mathematics. 

Bill Whitaker: So you both independently came up with proof that only used trigonometry.

Ne'Kiya Jackson: Yes.

Bill Whitaker: So are you math geniuses?

Calcea Johnson: I think that's a stretch. 

Bill Whitaker: If not genius, you're really smart at math.

Ne'Kiya Jackson: Not at all. (laugh) 

To document Calcea and Ne'Kiya's work, math teachers at St. Mary's submitted their proofs to an American Mathematical Society conference in Atlanta in March 2023.

Ne'Kiya Jackson: Well, our teacher approached us and was like, "Hey, you might be able to actually present this," I was like, "Are you joking?" But she wasn't. So we went. I got up there. We presented and it went well, and it blew up.

Bill Whitaker: It blew up.

Calcea Johnson: Yeah. 

Ne'Kiya Jackson: It blew up.

Bill Whitaker: Yeah. What was the blowup like?

Calcea Johnson: Insane, unexpected, crazy, honestly.

It took millenia to prove, but just a minute for word of their accomplishment to go around the world. They got a write-up in South Korea and a shout-out from former first lady Michelle Obama, a commendation from the governor and keys to the city of New Orleans. 

Bill Whitaker: Why do you think so many people found what you did to be so impressive?

Ne'Kiya Jackson: Probably because we're African American, one. And we're also women. So I think-- oh, and our age. Of course our ages probably played a big part.

Bill Whitaker: So you think people were surprised that young African American women, could do such a thing?

Calcea Johnson: Yeah, definitely.

Ne'Kiya Jackson: I'd like to actually be celebrated for what it is. Like, it's a great mathematical achievement.

Achievement, that's a word you hear often around St. Mary's academy. Calcea and Ne'Kiya follow a long line of barrier-breaking graduates. 

The late queen of Creole cooking, Leah Chase , was an alum. so was the first African-American female New Orleans police chief, Michelle Woodfork …

And judge for the Fifth Circuit Court of Appeals, Dana Douglas. Math teacher Michelle Blouin Williams told us Calcea and Ne'Kiya are typical St. Mary's students.  

Bill Whitaker: They're not unicorns.

Michelle Blouin Williams: Oh, no no. If they are unicorns, then every single lady that has matriculated through this school is a beautiful, Black unicorn.

Pamela Rogers: You're good?

Pamela Rogers, St. Mary's president and interim principal, told us the students hear that message from the moment they walk in the door.

Pamela Rogers: We believe all students can succeed, all students can learn. It does not matter the environment that you live in. 

Bill Whitaker: So when word went out that two of your students had solved this almost impossible math problem, were they universally applauded?

Pamela Rogers: In this community, they were greatly applauded. Across the country, there were many naysayers.

Bill Whitaker: What were they saying?

Pamela Rogers: They were saying, "Oh, they could not have done it. African Americans don't have the brains to do it." Of course, we sheltered our girls from that. But we absolutely did not expect it to come in the volume that it came.  

Bill Whitaker: And after such a wonderful achievement.

Pamela Rogers: People-- have a vision of who can be successful. And-- to some people, it is not always an African American female. And to us, it's always an African American female.

Gloria Ladson-Billings: What we know is when teachers lay out some expectations that say, "You can do this," kids will work as hard as they can to do it.

Gloria Ladson-Billings, professor emeritus at the University of Wisconsin, has studied how best to teach African American students. She told us an encouraging teacher can change a life.

Bill Whitaker: And what's the difference, say, between having a teacher like that and a whole school dedicated to the excellence of these students?

Gloria Ladson-Billings: So a whole school is almost like being in Heaven. 

Bill Whitaker: What do you mean by that?

Gloria Ladson-Billings: Many of our young people have their ceilings lowered, that somewhere around fourth or fifth grade, their thoughts are, "I'm not going to be anything special." What I think is probably happening at St. Mary's is young women come in as, perhaps, ninth graders and are told, "Here's what we expect to happen. And here's how we're going to help you get there."

At St. Mary's, half the students get scholarships, subsidized by fundraising to defray the $8,000 a year tuition. Here, there's no test to get in, but expectations are high and rules are strict: no cellphones, modest skirts, hair must be its natural color.

Students Rayah Siddiq, Summer Forde, Carissa Washington, Tatum Williams and Christina Blazio told us they appreciate the rules and rigor.

Rayah Siddiq: Especially the standards that they set for us. They're very high. And I don't think that's ever going to change.

Bill Whitaker: So is there a heart, a philosophy, an essence to St. Mary's?

Summer Forde: The sisterhood—

Carissa Washington: Sisterhood.

Tatum Williams: Sisterhood.

Bill Whitaker: The sisterhood?

Voices: Yes.

Bill Whitaker: And you don't mean the nuns. You mean-- (laughter)

Christina Blazio: I mean, yeah. The community—

Bill Whitaker: So when you're here, there's just no question that you're going to go on to college.

Rayah Siddiq: College is all they talk about. (laughter) 

Pamela Rogers: … and Arizona State University (Cheering)

Principal Rogers announces to her 615 students the colleges where every senior has been accepted.

Bill Whitaker: So for 17 years, you've had a 100% graduation rate—

Pamela Rogers: Yes.

Bill Whitaker: --and a 100% college acceptance rate?

Pamela Rogers: That's correct.

Last year when Ne'Kiya and Calcea graduated, all their classmates went to college and got scholarships. Ne'Kiya got a full ride to the pharmacy school at Xavier University in New Orleans. Calcea, the class valedictorian, is studying environmental engineering at Louisiana State University.

Bill Whitaker: So wait a minute. Neither one of you is going to pursue a career in math?

Both: No. (laugh)

Calcea Johnson: I may take up a minor in math. But I don't want that to be my job job.

Ne'Kiya Jackson: Yeah. People might expect too much out of me if (laugh) I become a mathematician. (laugh)

But math is not completely in their rear-view mirrors. This spring they submitted their high school proofs for final peer review and publication … and are still working on further proofs of the Pythagorean Theorem. Since their first two …

Calcea Johnson: We found five. And then we found a general format that could potentially produce at least five additional proofs.

Bill Whitaker: And you're not math geniuses?

Bill Whitaker: I'm not buying it. (laughs)

Produced by Sara Kuzmarov. Associate producer, Mariah B. Campbell. Edited by Daniel J. Glucksman.

Bill Whitaker is an award-winning journalist and 60 Minutes correspondent who has covered major news stories, domestically and across the globe, for more than four decades with CBS News.

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Crime and Public Safety | Cold case murder of teenage babysitter in…

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Crime and public safety | cold case murder of teenage babysitter in colorado springs solved after nearly 50 years, the murder suspect died in 2010, according to the colorado springs police department.

Only one problem: the man died 14 years ago.

The suspect, identified by the Colorado Springs Police Department as William Charles Kernan Jr., died in 2010, police said in a Wednesday news release . No cause of death was identified.

“The family and friends of Maria Honzell have waited over 47 years to get justice for Maria,” police said in the release. “Through years of analysis and investigation, CSPD is proud to finally provide answers to Maria’s loved ones.”

On Feb. 7, 1977, around 11:21 p.m., officers responded to reports of a possible suicide in the 5400 block of North Nevada Avenue, according to the release.

When officers arrived, they found 14-year-old Maria Honzell dead on the floor with multiple stab wounds to her chest and neck, the release stated.

Honzell was babysitting her neighbor’s two kids that night, police said.

The neighbor had contacted Honzell earlier in the evening and everything was fine, but when she arrived home around 11:20 p.m., she found the teenage babysitter dead in the master bedroom, according to a statement from the Colorado Bureau of Investigation .

Neither of the children were harmed, and both were safely asleep in their beds when Honzell’s body was found, police said.

The El Paso County coroner examined Honzell and ruled her death a homicide, but police investigators struggled to make progress identifying a suspect.

As advancements in DNA technology progressed, investigators were able to develop a suspect profile from a blood stain on Honzell’s blue jumpsuit, worn the night of her death, according to the release.

No match was found for the DNA until 2019, when the suspect DNA profile was compared with samples from several commercial genealogy databases in partnership with Parabon NanoLabs, police said in the release.

Investigators identified Kernan as a person of interest, but learned the man had died in 2010, police said. Investigators were unable to collect his DNA since he had been cremated and had no living relatives.

Kernan was a student at a local college and an acquaintance of the woman Honzell had been babysitting for on the night of her murder, police said. The investigation revealed Kernan had been to the apartment complex multiple times before.

Police believe Kernan was the person responsible for the murder and have closed the case as “exceptionally cleared/death of offender.”

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A rafah evacuation would solve the problem biden pretends to care about.

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There’s a clear and obvious answer to the humanitarian worries President Biden is trying to blackmail Israel with as a full-scale Rafah invasion looms: Simply let Israel fully evacuate civilians from the Palestinian city and leave behind Hamas and its battalions. 

So why on earth isn’t the president demanding that of Hamas leadership, instead of threatening to cut off arms to Israel?

Yes, there are logistical problems. 

If Israel were to oversee such an evacuation, Hamas might well engage in one of its ugly trademarks: firing on and attempting to kill or otherwise interfere with those trying to leave. 

We saw the monstrous philosophy in action this week , with Hamas firing on the Kerem Shalom crossing once it was opened to aid flows. 

Then there’s Egypt’s refusal to take any Palestinian refugees . 

But if Biden were not busily courting the pro-Hamas vote , he could well crack the whip over Cairo on that issue. 

Don’t forget that the line between Hamas and the Gaza civilian population is blurry; like most terrorist groups, it hides among civilians and counts some civilians as semi-members and supporters. 

As for the canard that a mass evacuation of Rafah would lead to permanent displacement of its citizens at the hands of Israel, it’s transparent nonsense. 

It is in Israel’s best and immediate interest to have a settled population of Palestinian civilians free from Hamas; why would its government stand in the way of that happening?

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At least 110,000 civilians have already fled since Monday, per UN estimates, which is around 10% of the estimated population of refugees. 

It’s time to let the rest go as well. 

The usual global suspects are, of course, screeching that even the merest thought of evacuating Rafah amounts to a war crime on Israel’s part. 

And this is, of course, exactly backward. 

The danger to Palestinian civilians here comes from Hamas’ tactical playbook, which sees them as no more than bullet shields. 

The situation in Rafah points out, yet again, that the world’s only Jewish state is held to a different and much higher standard when it comes to warfighting. 

One that, in this case, will cause unthinkable suffering among the very people Weepy Joe claims to be so concerned about. 

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Hill said his side’s on-field issues were as much the players’ fault as coach Ross Lyon’s as the Saints slumped to 14th place with a 3-6 record after losing to Hawthorn in Launceston.

Lyon hit out after the game at AFL restrictions on runners which he claimed had made coaches “like neutered dogs” when games were on the line, but Hill said it was also on senior players to spread messages and identify problems to be solved on the field.

“I feel like Ross is taking a lot of that blame … us as players definitely should have a bit more of a role there, especially as older players,” he said.

“We need to be better as players out there. We need to be able to know what’s going wrong and being able to fix it.

“I think just our ball movement and stuff has been a little bit frustrating and a little bit stagnant – it’s not the way we want to play.”

Hill, who was previously linked with a trade to a fourth club late in the 2022 season but stayed on at St Kilda, said he was on the brink of signing a new deal to remain at the club and had no interest in moving elsewhere.

“I think it’s just getting it all signed off and whatnot, talking my manager to get all his stuff (done), but on my end I just (want) to get it all ticked off and approved,” he said.

“I don’t want to go anywhere else. I’ve probably had a few clubs already … I’m loving it at St Kilda, I think we’ve got a bright future. There’s a lot of young talent coming through and I’m pretty excited to see where the club can go.”

The Saints wingman enjoyed posing for photos with his cousin, Collingwood’s Bobby Hill, at the MCG launch of Sir Doug Nicholls Round on Monday.

“It keeps on growing every year and it’s a special round for us. It’s awesome that it goes over two rounds, you get the home game and away game which is pretty awesome, all us boys love it,” he said.

“Non-Indigenous people can sort of learn a little bit about our history and our story – it’s a great round and one of the ones I always look forward to.”

The AFL is investigating after a Collingwood fan grabbed West Coast youngster Harvey Johnston at Marvel Stadium.

AFL players have put their ideas forward on how the league should address dropping Indigenous participation at the elite level.

A Western Bulldogs young gun has thrown his weight behind the senior coach as he revealed an interesting aspect of his contract negotiations.

Why RAG won’t solve generative AI’s hallucination problem

Hallucinations — the lies generative AI models tell, basically — are a big problem for businesses looking to integrate the technology into their operations.

Because models have no real intelligence and are simply predicting words, images, speech, music and other data according to a private schema , they sometimes get it wrong. Very wrong. In a recent piece in The Wall Street Journal, a source recounts an instance where Microsoft’s generative AI invented meeting attendees and implied that conference calls were about subjects that weren’t actually discussed on the call.

As I wrote a while ago, hallucinations may be an unsolvable problem with today’s transformer-based model architectures. But a number of generative AI vendors suggest that they can be done away with, more or less, through a technical approach called retrieval augmented generation, or RAG.

Here’s how one vendor, Squirro, pitches it :

At the core of the offering is the concept of Retrieval Augmented LLMs or Retrieval Augmented Generation (RAG) embedded in the solution … [our generative AI] is unique in its promise of zero hallucinations. Every piece of information it generates is traceable to a source, ensuring credibility.

Here’s a similar pitch from SiftHub:

Using RAG technology and fine-tuned large language models with industry-specific knowledge training, SiftHub allows companies to generate personalized responses with zero hallucinations. This guarantees increased transparency and reduced risk and inspires absolute trust to use AI for all their needs.

RAG was pioneered by data scientist Patrick Lewis, researcher at Meta and University College London, and lead author of the 2020 paper that coined the term. Applied to a model, RAG retrieves documents possibly relevant to a question — for example, a Wikipedia page about the Super Bowl — using what’s essentially a keyword search and then asks the model to generate answers given this additional context.

“When you’re interacting with a generative AI model like ChatGPT or Llama and you ask a question, the default is for the model to answer from its ‘parametric memory’ — i.e., from the knowledge that’s stored in its parameters as a result of training on massive data from the web,” David Wadden, a research scientist at AI2, the AI-focused research division of the nonprofit Allen Institute, explained. “But, just like you’re likely to give more accurate answers if you have a reference [like a book or a file] in front of you, the same is true in some cases for models.”

RAG is undeniably useful — it allows one to attribute things a model generates to retrieved documents to verify their factuality (and, as an added benefit, avoid potentially copyright-infringing regurgitation ). RAG also lets enterprises that don’t want their documents used to train a model — say, companies in highly regulated industries like healthcare and law — to allow models to draw on those documents in a more secure and temporary way.

But RAG certainly  can’t stop a model from hallucinating. And it has limitations that many vendors gloss over.

Wadden says that RAG is most effective in “knowledge-intensive” scenarios where a user wants to use a model to address an “information need” — for example, to find out who won the Super Bowl last year. In these scenarios, the document that answers the question is likely to contain many of the same keywords as the question (e.g., “Super Bowl,” “last year”), making it relatively easy to find via keyword search.

Things get trickier with “reasoning-intensive” tasks such as coding and math, where it’s harder to specify in a keyword-based search query the concepts needed to answer a request — much less identify which documents might be relevant.

Even with basic questions, models can get “distracted” by irrelevant content in documents, particularly in long documents where the answer isn’t obvious. Or they can — for reasons as yet unknown — simply ignore the contents of retrieved documents, opting instead to rely on their parametric memory.

RAG is also expensive in terms of the hardware needed to apply it at scale.

That’s because retrieved documents, whether from the web, an internal database or somewhere else, have to be stored in memory — at least temporarily — so that the model can refer back to them. Another expenditure is compute for the increased context a model has to process before generating its response. For a technology already notorious for the amount of compute and electricity it requires even for basic operations, this amounts to a serious consideration.

That’s not to suggest RAG can’t be improved. Wadden noted many ongoing efforts to train models to make better use of RAG-retrieved documents.

Some of these efforts involve models that can “decide” when to make use of the documents, or models that can choose not to perform retrieval in the first place if they deem it unnecessary. Others focus on ways to more efficiently index massive datasets of documents, and on improving search through better representations of documents — representations that go beyond keywords.

“We’re pretty good at retrieving documents based on keywords, but not so good at retrieving documents based on more abstract concepts, like a proof technique needed to solve a math problem,” Wadden said. “Research is needed to build document representations and search techniques that can identify relevant documents for more abstract generation tasks. I think this is mostly an open question at this point.”

So RAG can help reduce a model’s hallucinations — but it’s not the answer to all of AI’s hallucinatory problems. Beware of any vendor that tries to claim otherwise.

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