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This procedure is called rubber band ligation. Doctors use it for internal piles( hemorrhoids) that sit inside and cause bleeding, itching or a feeling of fullness. A short scope lets the doctor see the pile. A small tool then places a tight rubber band around its base. The band... cuts off the blood supply. Over the next few days the pile shrinks, dies, and falls off by itself. You usually do not feel the band, because it sits above the part of the anus that senses pain. Most people go home the same day. Mild pressure is common for a day or two. A little bleeding can appear when the tissue drops away, often around day five to seven. Simple pain relief is usually enough. Heavy bleeding, fever, or trouble passing urine needs a quick call to the doctor. It works well for many grade two and grade three internal piles. Piles that stay outside all the time need a different treatment. More than one visit may be needed if several piles are present.show more

Dr. AK 🇮🇳

94,790 subscribers

52,978 次观看 • 1 个月前 •via X (Twitter)

教育健康养生

Anya Rossi• Live Now

Private livecam show

7 条评论

Nurse. Babanickis 的头像

Nurse. Babanickis1 个月前

Between this and surgical removal, which one is more therapeutic and has lesser chances of reocurance .

Dr. AK 🇮🇳 的头像

Dr. AK 🇮🇳1 个月前

Surgical removal has lower recurrence, often under 10 percent, while banding can see symptoms return in 20 to 50 percent of cases. Banding is less painful and recovers faster so many try it first for milder grades.

Vitus Nnaemeka 的头像

Vitus Nnaemeka1 个月前

Simple procedure, but the mechanism is actually pretty smart.

EyeCoin 的头像

EyeCoin1 个月前

Simple and effective treatment for many internal hemorrhoids. Great medical explanation.

Dr CHIRAG 🩺 的头像

Dr CHIRAG 🩺1 个月前

Why it's only for internal haemorrhoids,not for external haemorrhoids??

Dr. AK 🇮🇳 的头像

Dr. AK 🇮🇳1 个月前

External hemorrhoids lie below the dentate line with somatic pain fibers and skin covering, making banding extremely painful and unsuitable.

Dr CHIRAG 🩺 的头像

Dr CHIRAG 🩺1 个月前

Thank you sir. This reasoning addition will create more impoact for information on this video. Thank you for sharing.

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Hassett: "One of the ways to think about the straits is that there are a bunch of guys living in caves that live in the straits that may or may not be in steady communication with the people we are negotiating with, who have stuff little better than a rubber band they can shoot at a boat"

Hassett: "One of the ways to think about the straits is that there are a bunch of guys living in caves that live in the straits that may or may not be in steady communication with the people we are negotiating with, who have stuff little better than a rubber band they can shoot at a boat"

Aaron Rupar

179,706 次观看 • 4 个月前

This exercise should be mandatory for people who sit at desks. It's called the Band dislocate. When you sit at a desk for long periods of time your shoulders start rounding forward and your chest caves in. Band dislocates help mobilize your rotator cuffs while stretching out your chest muscles. How to do them: You can use a band, a towel or a broom handle. Resistance band is best. Hold the band in front of your waist. Rotate your arms up & over your head down to your low back. Reverse the process. That is one rep. Do this for 6 to 12 reps. Do this a few times a week and your shoulders and chest will thank you.

This exercise should be mandatory for people who sit at desks. It's called the Band dislocate. When you sit at a desk for long periods of time your shoulders start rounding forward and your chest caves in. Band dislocates help mobilize your rotator cuffs while stretching out your chest muscles. How to do them: You can use a band, a towel or a broom handle. Resistance band is best. Hold the band in front of your waist. Rotate your arms up & over your head down to your low back. Reverse the process. That is one rep. Do this for 6 to 12 reps. Do this a few times a week and your shoulders and chest will thank you.

Dan Go

1,299,651 次观看 • 3 年前

Fall is a time for many things, and jumping in giant piles of leaves is one of them! -- In the big city, you can never be too sure what's underneath the piles laying on the side of the street. Murphy & Mitzi learned that today.

Fall is a time for many things, and jumping in giant piles of leaves is one of them! -- In the big city, you can never be too sure what's underneath the piles laying on the side of the street. Murphy & Mitzi learned that today.

AJMarekArt

52,625 次观看 • 1 年前

Up to 8 in 10 women develop fibroids by 50. Most never see how they're removed. Doctors can remove a fibroid and leave the uterus in place. Here's how. 🩺 Fibroids are muscle-tissue growths in the uterus. Most are benign, but they can cause heavy bleeding, pelvic pain and pressure, or fertility problems. In a laparoscopic myomectomy, the patient is under general anesthesia and the surgeon makes a few small cuts in the abdomen. A camera and slim instruments go in through them. The surgeon opens the uterine wall over the fibroid and carefully separates it from the surrounding muscle.

Up to 8 in 10 women develop fibroids by 50. Most never see how they're removed. Doctors can remove a fibroid and leave the uterus in place. Here's how. 🩺 Fibroids are muscle-tissue growths in the uterus. Most are benign, but they can cause heavy bleeding, pelvic pain and pressure, or fertility problems. In a laparoscopic myomectomy, the patient is under general anesthesia and the surgeon makes a few small cuts in the abdomen. A camera and slim instruments go in through them. The surgeon opens the uterine wall over the fibroid and carefully separates it from the surrounding muscle.

Anatomist Possible 🧬

2,133,456 次观看 • 28 天前

The teddy bear is not evidence. It is a prop. Same man. Same stuffed animals arranged at his feet. Two different piles of rubble, two different burning buildings, one rehearsed pose. That is not how grief works. That is how a set works. Someone decided the Western eye needed a father in the ruins with a child’s toy, so they built the picture twice and shipped it as news. The people who still call this “documentation” are not looking at the tape. They are looking at the feeling they were assigned. The feeling was the product. The wreckage was the backdrop. Once you see the same body drop into a second location, you are no longer watching a tragedy. You are watching the audience being worked. H/T GAZAWOOD - The Pallywood Saga - Official

The teddy bear is not evidence. It is a prop. Same man. Same stuffed animals arranged at his feet. Two different piles of rubble, two different burning buildings, one rehearsed pose. That is not how grief works. That is how a set works. Someone decided the Western eye needed a father in the ruins with a child’s toy, so they built the picture twice and shipped it as news. The people who still call this “documentation” are not looking at the tape. They are looking at the feeling they were assigned. The feeling was the product. The wreckage was the backdrop. Once you see the same body drop into a second location, you are no longer watching a tragedy. You are watching the audience being worked. H/T GAZAWOOD - The Pallywood Saga - Official

Mor Edge Insight

26,973 次观看 • 1 个月前

Juror: He took the exercise band out of the bag, grabbed an empty water bottle, and tied the band around the water bottle and pulled it. Interviewer: Did he explain why he did that? Juror: No. He might have, I’m not entirely..uh, I think I was just so shocked that he did that. Like… It is silly for this juror to pretend that he doesn’t understand why the lone juror grabbed the exercise band during deliberations. The obvious reason, I’m guessing, that he did it is to see if the murder weapon is something that is a quick trigger action that someone can do when they “snap,” or if it required a long drawn out use of force.

Juror: He took the exercise band out of the bag, grabbed an empty water bottle, and tied the band around the water bottle and pulled it. Interviewer: Did he explain why he did that? Juror: No. He might have, I’m not entirely..uh, I think I was just so shocked that he did that. Like… It is silly for this juror to pretend that he doesn’t understand why the lone juror grabbed the exercise band during deliberations. The obvious reason, I’m guessing, that he did it is to see if the murder weapon is something that is a quick trigger action that someone can do when they “snap,” or if it required a long drawn out use of force.

Lizzie Marbach

656,489 次观看 • 2 个月前

Not only is the ProVelocityBat good for getting certain feels, but it is also a versatile tool as well! Listen to Nate Headley go through a progression of feeling out swinging the barrel out away from him with it being end loaded and transferring that same feel with one band on the bat

Not only is the ProVelocityBat good for getting certain feels, but it is also a versatile tool as well! Listen to Nate Headley go through a progression of feeling out swinging the barrel out away from him with it being end loaded and transferring that same feel with one band on the bat

108 Performance

24,262 次观看 • 3 年前

Vicious Lips (1986). What if we put a New Wave band into space? Well director Albert Pyun did just that, taking the songs of Californian band Sue Saad and the Next and giving them to Judy Jetson (played by Dru-Anne Perry) and her space band Vicious Lips. The plot? Hmm, the band have to get to a gig on the far side of the galaxy and it's a bit tricky. That's about it. But this was shot guerrilla style in a week and the big hair / big guitar combo makes it feel like an MTV movie for a band that never broke through. It is very '80s and for that it's certainly worth a watch.

Vicious Lips (1986). What if we put a New Wave band into space? Well director Albert Pyun did just that, taking the songs of Californian band Sue Saad and the Next and giving them to Judy Jetson (played by Dru-Anne Perry) and her space band Vicious Lips. The plot? Hmm, the band have to get to a gig on the far side of the galaxy and it's a bit tricky. That's about it. But this was shot guerrilla style in a week and the big hair / big guitar combo makes it feel like an MTV movie for a band that never broke through. It is very '80s and for that it's certainly worth a watch.

Pulp Librarian

82,206 次观看 • 3 个月前

That must have been excruciatingly painful for her walking around in that condition. When it burst the release of pressure & pain must have been intense Cow Hoof Abscess: A Small Pocket of Pus, a Large Loss A cow hoof abscess is a pocket of pus trapped inside a closed space within the hoof. The outer horn is hard, but it is not always completely sealed. All it takes is a crack, a bruise, or a separation where the hoof wall meets the sole, and bacteria from manure, mud, or stones can get in. The body produces pus to fight the infection, but the pus has no way out. Pressure builds and presses on the soft tissue and nerves. The cow is in so much pain that she will not put weight on the foot. She stands unevenly, eats less, and gives less milk. In cattle, this problem is often linked to white line damage. The white line is the weaker junction between the hoof wall and the sole, most often on the outer claw of a hind foot. Hard, wet flooring, long standing times, rough handling, or uneven trimming all raise the risk. A hoof abscess is not the same as foot rot. Foot rot usually swells the whole foot and has a foul smell. An abscess often looks almost normal from the outside and is only revealed when the hoof is trimmed. The clearest sign is sudden lameness in one foot. If left untreated, the pus may eventually break out at the coronary band or heel. The animal then suffers for extra days, and the infection is more likely to spread into the joint, tendon, or bone. The right treatment is to open a drainage path, remove all loose horn, disinfect the area, and take weight off the damaged claw. The trimmer follows the black spot or crack, pares down to the abscess, cleans it, and applies disinfectant. A block on the healthy claw keeps the cow from bearing weight on the healing side. Many cows ease within a few hours. Antibiotics and anti-inflammatory drugs are needed only if the infection has spread or the cow shows whole-body signs, and then only under veterinary direction. A small pocket of pus does more than cause pain. It also cuts milk yield, raises treatment costs, and increases the chance of early culling. Caught early and treated properly, the animal can stand sound again before the damage spreads.

That must have been excruciatingly painful for her walking around in that condition. When it burst the release of pressure & pain must have been intense Cow Hoof Abscess: A Small Pocket of Pus, a Large Loss A cow hoof abscess is a pocket of pus trapped inside a closed space within the hoof. The outer horn is hard, but it is not always completely sealed. All it takes is a crack, a bruise, or a separation where the hoof wall meets the sole, and bacteria from manure, mud, or stones can get in. The body produces pus to fight the infection, but the pus has no way out. Pressure builds and presses on the soft tissue and nerves. The cow is in so much pain that she will not put weight on the foot. She stands unevenly, eats less, and gives less milk. In cattle, this problem is often linked to white line damage. The white line is the weaker junction between the hoof wall and the sole, most often on the outer claw of a hind foot. Hard, wet flooring, long standing times, rough handling, or uneven trimming all raise the risk. A hoof abscess is not the same as foot rot. Foot rot usually swells the whole foot and has a foul smell. An abscess often looks almost normal from the outside and is only revealed when the hoof is trimmed. The clearest sign is sudden lameness in one foot. If left untreated, the pus may eventually break out at the coronary band or heel. The animal then suffers for extra days, and the infection is more likely to spread into the joint, tendon, or bone. The right treatment is to open a drainage path, remove all loose horn, disinfect the area, and take weight off the damaged claw. The trimmer follows the black spot or crack, pares down to the abscess, cleans it, and applies disinfectant. A block on the healthy claw keeps the cow from bearing weight on the healing side. Many cows ease within a few hours. Antibiotics and anti-inflammatory drugs are needed only if the infection has spread or the cow shows whole-body signs, and then only under veterinary direction. A small pocket of pus does more than cause pain. It also cuts milk yield, raises treatment costs, and increases the chance of early culling. Caught early and treated properly, the animal can stand sound again before the damage spreads.

Timeless Canon

28,357 次观看 • 2 个月前

Rubber Band Surgery For Piles

Rubber Band Surgery For Piles

Interesting STEM

16,504,793 次观看 • 10 个月前

I decided to update this video for you by showing the timeframes when Bitcoin pumped in 2023 and when it reached its peak price. Bitcoin is currently behaving in exactly the same way. The pattern is very similar and has repeated itself perfectly so far. If the rest of the pattern plays out, prices between $83,300 and $91,000 can be expected. If the timeframe repeats, it could happen in mid-September. Nothing is guaranteed to repeat, of course, but it is a very interesting perspective. Check out my previous thread to understand more! First part (around January 2023) Strong upside breakout with a gain of +23.32%. This was followed by a correction of about –5.24% into the red TEM zone. The last wick that clearly sat outside or at the edge of the red TEM band appeared after roughly two days. After that the price consolidated inside the TEM bands and continued the uptrend. Final support on the 4H timeframe was found at the Ichimoku Cycle Engine / yellow TEM band. Second part (current chart, August 2026) Strong upside breakout with a gain of +23.58%. This was followed by a correction of about –4-5% into the red TEM zone. The last wick that clearly sat outside of the red TEM band appeared after roughly two days. After that the price consolidated inside the TEM bands and continued the uptrend. bitcoin:native

I decided to update this video for you by showing the timeframes when Bitcoin pumped in 2023 and when it reached its peak price. Bitcoin is currently behaving in exactly the same way. The pattern is very similar and has repeated itself perfectly so far. If the rest of the pattern plays out, prices between $83,300 and $91,000 can be expected. If the timeframe repeats, it could happen in mid-September. Nothing is guaranteed to repeat, of course, but it is a very interesting perspective. Check out my previous thread to understand more! First part (around January 2023) Strong upside breakout with a gain of +23.32%. This was followed by a correction of about –5.24% into the red TEM zone. The last wick that clearly sat outside or at the edge of the red TEM band appeared after roughly two days. After that the price consolidated inside the TEM bands and continued the uptrend. Final support on the 4H timeframe was found at the Ichimoku Cycle Engine / yellow TEM band. Second part (current chart, August 2026) Strong upside breakout with a gain of +23.58%. This was followed by a correction of about –4-5% into the red TEM zone. The last wick that clearly sat outside of the red TEM band appeared after roughly two days. After that the price consolidated inside the TEM bands and continued the uptrend. bitcoin:native

XAPA

38,573 次观看 • 2 个月前

Roger Waters presents LEGACY A Pink Floyd show Performed by the Harry Waters Band The Father’s Legacy, the Son’s Band My son Harry Waters has put a great band and show together to go on the road next year to pay tribute to the music from the golden era of Pink Floyd and maybe a couple of songs from my subsequent solo career. Harry’s band is missing one thing. The voice I had when I was young. Back in the day, I could sing everything from the soft urgency of “Hello, is there anybody in there?” from ‘Comfortably Numb’, to the high-pitched scream of “You know how I need you to beat to a pulp on a Saturday night” from ‘Don’t Leave Me Now’. Can you do that? Are you that missing voice? If you are, this is your chance. This is an open invitation to audition for Harry’s band. I’m serious. Visit now for more information and to submit your audition.

Roger Waters presents LEGACY A Pink Floyd show Performed by the Harry Waters Band The Father’s Legacy, the Son’s Band My son Harry Waters has put a great band and show together to go on the road next year to pay tribute to the music from the golden era of Pink Floyd and maybe a couple of songs from my subsequent solo career. Harry’s band is missing one thing. The voice I had when I was young. Back in the day, I could sing everything from the soft urgency of “Hello, is there anybody in there?” from ‘Comfortably Numb’, to the high-pitched scream of “You know how I need you to beat to a pulp on a Saturday night” from ‘Don’t Leave Me Now’. Can you do that? Are you that missing voice? If you are, this is your chance. This is an open invitation to audition for Harry’s band. I’m serious. Visit now for more information and to submit your audition.

Roger Waters ✊

104,331 次观看 • 7 个月前

🚨 President Trump MASTERFULLY why his deal bars Iran from enriching ANY uranium at all "They are sitting on top of one of the largest piles of oil in the WORLD. I don't know why they need nuclear for civilian work... It's one thing for certain countries to say I want a certain amount where I can go nuclear a bit because we need it for electricity, and we needed for air-conditioners, et cetera, but when you're sitting on one of the largest oil piles anywhere in the world, it is a bit hard to see why you would need that."

🚨 President Trump MASTERFULLY why his deal bars Iran from enriching ANY uranium at all "They are sitting on top of one of the largest piles of oil in the WORLD. I don't know why they need nuclear for civilian work... It's one thing for certain countries to say I want a certain amount where I can go nuclear a bit because we need it for electricity, and we needed for air-conditioners, et cetera, but when you're sitting on one of the largest oil piles anywhere in the world, it is a bit hard to see why you would need that."

Nick Sortor

1,226,624 次观看 • 1 年前

The human brain can bring rubber to life with one simple trick: Cover a person’s hand and place a rubber hand next to it, then stroke their hand and its facsimile, and suddenly the person will begin to “feel” the touch in the fake appendage. The rubber hand illusion helps demonstrate how our senses work together to create the feeling of ownership over our bodies, a fundamental part of self-awareness. A 2025 study demonstrated that octopuses also fall for the rubber arm trick—the first documentation of the phenomenon outside of mammals: #ScienceMagArchives

The human brain can bring rubber to life with one simple trick: Cover a person’s hand and place a rubber hand next to it, then stroke their hand and its facsimile, and suddenly the person will begin to “feel” the touch in the fake appendage. The rubber hand illusion helps demonstrate how our senses work together to create the feeling of ownership over our bodies, a fundamental part of self-awareness. A 2025 study demonstrated that octopuses also fall for the rubber arm trick—the first documentation of the phenomenon outside of mammals: #ScienceMagArchives

Science Magazine

122,154 次观看 • 4 个月前

The rest period is the bit everyone treats as dead time. It's the bit that decides whether the work counts. Rest 60 seconds: - You carry the last set's fatigue into the next one - It piles up: set 3 is worse than set 2, set 5 is a wreck - Force drops, weight drops, half the session is junk - Five sets to land maybe two real ones - Great pump, mind Rest 3 to 5 minutes: - Every set starts fresh, full force, near failure - Nothing accumulates, so the last set is as good as the first - Every set is a full dose, so two or three does the job - Fewer sets, more muscle, out sooner That's the bit people miss. Short rest doesn't just make the next set weaker. It lets fatigue pile up and poison everything after it. And the better each set, the fewer you need. Rest properly, three hard sets, go home. Rush it and you'll do six, feel heroic, and hand most of them to the clock. "But short rest keeps the pump." It does. Long rest keeps the tension. Only one of them builds muscle, and it's the one you can't feel.

The rest period is the bit everyone treats as dead time. It's the bit that decides whether the work counts. Rest 60 seconds: - You carry the last set's fatigue into the next one - It piles up: set 3 is worse than set 2, set 5 is a wreck - Force drops, weight drops, half the session is junk - Five sets to land maybe two real ones - Great pump, mind Rest 3 to 5 minutes: - Every set starts fresh, full force, near failure - Nothing accumulates, so the last set is as good as the first - Every set is a full dose, so two or three does the job - Fewer sets, more muscle, out sooner That's the bit people miss. Short rest doesn't just make the next set weaker. It lets fatigue pile up and poison everything after it. And the better each set, the fewer you need. Rest properly, three hard sets, go home. Rush it and you'll do six, feel heroic, and hand most of them to the clock. "But short rest keeps the pump." It does. Long rest keeps the tension. Only one of them builds muscle, and it's the one you can't feel.

Sama Hoole

40,506 次观看 • 3 个月前

LP farming on Polymarket for small accounts this one brings me $1500 a month the first order in it cost $45 you do it by hand, with regular limit orders, in a minute of your time. the first payout lands the same night. how it works: 1 - you find a market where one side sits above 95 cents and the other under 5. every market like that has a band around the midpoint - usually a couple of cents each way. an order inside the band counts toward rewards, an order past the edge is useless. the numbers are different on every market, so look them up before you start farming LP rewards. 2 - you buy the cheap side with a limit order. say 1000 shares at 4.5 cents - that's $45. the shares you just bought go straight back up for sale, a little above the midpoint. that's your first leg. 3 - you put a bid a little under the midpoint. that's your second leg. if you have $45 of shares sitting on the sell side and nothing on the buy side, the smaller of the two is zero. and the entire day scores as zero, never mind that a $45 limit order was there. those are Polymarket's rules, and that's why one leg alone gets you nowhere here. 4 - once a day you check where the midpoint moved and drag both legs after it. the midpoint drifts on its own. an order left near the edge of the band still sits in the book but earns pennies - at half the allowed distance it counts for a quarter. a market with a live pool pays around $3.5 a day for every $100 you have working. on $1400 of working capital that's about $49 a day in rewards. almost 50% of cheap markets pay nothing at all - their daily pool is under a dollar. pick your markets by pool size. on a random cheap market you most often get nothing. give this post to your grok bot - let it walk you through the steps for your own bankroll. after that it's picking a market with a live pool and putting up two legs.

LP farming on Polymarket for small accounts this one brings me $1500 a month the first order in it cost $45 you do it by hand, with regular limit orders, in a minute of your time. the first payout lands the same night. how it works: 1 - you find a market where one side sits above 95 cents and the other under 5. every market like that has a band around the midpoint - usually a couple of cents each way. an order inside the band counts toward rewards, an order past the edge is useless. the numbers are different on every market, so look them up before you start farming LP rewards. 2 - you buy the cheap side with a limit order. say 1000 shares at 4.5 cents - that's $45. the shares you just bought go straight back up for sale, a little above the midpoint. that's your first leg. 3 - you put a bid a little under the midpoint. that's your second leg. if you have $45 of shares sitting on the sell side and nothing on the buy side, the smaller of the two is zero. and the entire day scores as zero, never mind that a $45 limit order was there. those are Polymarket's rules, and that's why one leg alone gets you nowhere here. 4 - once a day you check where the midpoint moved and drag both legs after it. the midpoint drifts on its own. an order left near the edge of the band still sits in the book but earns pennies - at half the allowed distance it counts for a quarter. a market with a live pool pays around $3.5 a day for every $100 you have working. on $1400 of working capital that's about $49 a day in rewards. almost 50% of cheap markets pay nothing at all - their daily pool is under a dollar. pick your markets by pool size. on a random cheap market you most often get nothing. give this post to your grok bot - let it walk you through the steps for your own bankroll. after that it's picking a market with a live pool and putting up two legs.

may.crypto {🦅}

82,422 次观看 • 2 个月前

The yen just jumped hard after intervention and everyone is already relaxing like the problem is fixed. That’s the dangerous part. When the yen was getting crushed, everyone stayed alert. Positioning was careful. People were watching every move. Then Japan and the US stepped in, the yen jumped, and the tone flipped almost overnight. Relief showed up. People started talking like the pressure had been handled. That shift is the part that matters. Nothing about the real setup changed. The rate gap is still wide. You can still borrow yen cheap and put that money to work somewhere that pays more. That incentive did not disappear just because two governments defended the currency for a few days. The door is still open. All the intervention did was interrupt the move. It did not close it. Now we are in the quiet stretch. Headlines slow down. The yen stops making dramatic daily swings. And that is usually when people start leaning back into the same trades that created the pressure in the first place. Caution fades. Positioning rebuilds. The market starts testing whether the threat of more intervention is real or just something officials said while the cameras were on. I do not like this phase. A sharp selloff forces people to pay attention. A bounce lets them look away. And once enough people look away, the market does not need a brand new crisis. It only needs the existing pressure to reassert itself. That is why the current calm bothers me more than the original move did. Delayed pressure does not disappear. It waits. And when it stops waiting, it usually does not give much warning. You’re treating this bounce like the problem is solved… or are you watching the part that usually gets people hurt? #Gold $JPY #Kospi

₿Strategy 🟧

16,945 次观看 • 3 个月前

Agents vs. Graphs, clearly explained! spawning more agents is great, but it has a ceiling nobody says out loud: five agents is a count. a graph is a shape. only one of them changes the answer. point five agents at the same pile with the same window and they converge. the first one writes a finding, the rest read it, and all five reports centre on the same thing. you paid five times for one opinion with four echoes. Graph engineering fixes this by moving the decision up a layer: not how many agents, but who is allowed to look at what. you need both. here's how it works: ↳ the count buys you throughput. five things happening instead of one ↳ the shape buys you coverage. five different things happening instead of the same one five times Prompts → Context → Harness → Agents → Graphs the node that does this is the splitter, and it decides more than any other node in the system. cut a repository by folder and four workers audit the same three files. cut it by blast radius and each one sees something the others cannot. the trick is being selective about what each lane is allowed to see. separate contexts are not a nice-to-have, they are the mechanism. if two agents are meant to produce different things, they must not share a window. if they are meant to produce the same thing, you did not need two agents. one thing to know before you scale it. a branch that throws does not reject the batch. it resolves to null, and that is the containment. which means your merge quietly receives a short list. ↳ filter the nulls before the merge, or one dead lane poisons the whole result ↳ never index a merge by position. eight good branches and one failure will shift everything by one, silently skip that and the run looks like it worked. the output is just missing a lane, and nothing errored. and the one that eats whole nights: multi-agent setups can use up to fifteen times the total tokens of a single chat, because every lane reloads its own core. you are trading total tokens for a clean main window. usually the right trade, always a choice. below i have quoted my full guide on graph engineering. it covers the three topologies, the verifier patterns, and where the gate should actually open. save this and read it below ↓

Agents vs. Graphs, clearly explained! spawning more agents is great, but it has a ceiling nobody says out loud: five agents is a count. a graph is a shape. only one of them changes the answer. point five agents at the same pile with the same window and they converge. the first one writes a finding, the rest read it, and all five reports centre on the same thing. you paid five times for one opinion with four echoes. Graph engineering fixes this by moving the decision up a layer: not how many agents, but who is allowed to look at what. you need both. here's how it works: ↳ the count buys you throughput. five things happening instead of one ↳ the shape buys you coverage. five different things happening instead of the same one five times Prompts → Context → Harness → Agents → Graphs the node that does this is the splitter, and it decides more than any other node in the system. cut a repository by folder and four workers audit the same three files. cut it by blast radius and each one sees something the others cannot. the trick is being selective about what each lane is allowed to see. separate contexts are not a nice-to-have, they are the mechanism. if two agents are meant to produce different things, they must not share a window. if they are meant to produce the same thing, you did not need two agents. one thing to know before you scale it. a branch that throws does not reject the batch. it resolves to null, and that is the containment. which means your merge quietly receives a short list. ↳ filter the nulls before the merge, or one dead lane poisons the whole result ↳ never index a merge by position. eight good branches and one failure will shift everything by one, silently skip that and the run looks like it worked. the output is just missing a lane, and nothing errored. and the one that eats whole nights: multi-agent setups can use up to fifteen times the total tokens of a single chat, because every lane reloads its own core. you are trading total tokens for a clean main window. usually the right trade, always a choice. below i have quoted my full guide on graph engineering. it covers the three topologies, the verifier patterns, and where the gate should actually open. save this and read it below ↓

Hanako

97,154 次观看 • 2 个月前