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BROKEN. RETESTED. REJECTED. THREE TIMES. Altcoin market cap head and shoulders. Neckline: $220B. Broke below. Retested from below. Rejected. That's the confirmation the textbooks describe. Above $240B: bulls prove the pattern wrong. Below $180B: $123B is the target. Altseason isn't coming. It's being delayed by this pattern.

Merlijn The Trader

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43,906 Aufrufe • vor 4 Monaten •via X (Twitter)

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ALTSEASON IS BLOCKED BY THIS PATTERN. Altcoin market cap. Head and shoulders. Neckline $220B. Broken. Retested. Rejected. Above $240B: altseason opens. Below $180B: $123B target. Altseason isn't coming. It's being delayed by this pattern.

ALTSEASON IS BLOCKED BY THIS PATTERN. Altcoin market cap. Head and shoulders. Neckline $220B. Broken. Retested. Rejected. Above $240B: altseason opens. Below $180B: $123B target. Altseason isn't coming. It's being delayed by this pattern.

Merlijn The Trader

53,498 Aufrufe • vor 4 Monaten

BROKEN. RETESTED. REJECTED. Head and shoulders on Bitcoin. Neckline at $78K. That sequence is the textbook confirmation. It printed. The pattern is active. Above $83K: bulls prove it wrong. Below $77K: $48K measured move. The pattern doesn't need more confirmation. Most people just haven't accepted it yet.

BROKEN. RETESTED. REJECTED. Head and shoulders on Bitcoin. Neckline at $78K. That sequence is the textbook confirmation. It printed. The pattern is active. Above $83K: bulls prove it wrong. Below $77K: $48K measured move. The pattern doesn't need more confirmation. Most people just haven't accepted it yet.

Merlijn The Trader

85,067 Aufrufe • vor 3 Monaten

ETHEREUM RIGHT SHOULDER IS FORMING AT $2K. Inverse head and shoulders on the weekly. Left shoulder. Head at $1.4K. Right shoulder now. This pattern has one target: the neckline at $4.8K. Hold $1.9K: right shoulder completes. Move begins. Lose it: head gets retested. Two years of structure. One breakout away from everything changing.

ETHEREUM RIGHT SHOULDER IS FORMING AT $2K. Inverse head and shoulders on the weekly. Left shoulder. Head at $1.4K. Right shoulder now. This pattern has one target: the neckline at $4.8K. Hold $1.9K: right shoulder completes. Move begins. Lose it: head gets retested. Two years of structure. One breakout away from everything changing.

Merlijn The Trader

59,544 Aufrufe • vor 5 Monaten

THREE BULL TRAPS. SAME PATTERN. BITCOIN DAILY. Each one looked like a breakout. Each one ended lower. Pattern 3 is forming at $71K right now. Above $74K: trap breaks. Bulls finally win. Below $68K: trap activates. $62K next. The market rewards those who recognize the pattern. And punishes those who don't.

THREE BULL TRAPS. SAME PATTERN. BITCOIN DAILY. Each one looked like a breakout. Each one ended lower. Pattern 3 is forming at $71K right now. Above $74K: trap breaks. Bulls finally win. Below $68K: trap activates. $62K next. The market rewards those who recognize the pattern. And punishes those who don't.

Merlijn The Trader

163,040 Aufrufe • vor 5 Monaten

⚽️👇 Activity Description Below 🗣️ This is a ‘Back 3 Build Up Pattern’ from Drill Library. This passing activation allows players to work on developing build-up patterns and relationships while playing in a back 3 shape. The build-up is heavily focused on a 3-2 build-up shape with central combinations. The aim is to create a fluid transition from the back, ensuring the ball is circulated efficiently before being played into the attacking areas. ✅ Click below to view 700+ specialised & adaptable training activities ↙️ 💻

⚽️👇 Activity Description Below 🗣️ This is a ‘Back 3 Build Up Pattern’ from Drill Library. This passing activation allows players to work on developing build-up patterns and relationships while playing in a back 3 shape. The build-up is heavily focused on a 3-2 build-up shape with central combinations. The aim is to create a fluid transition from the back, ensuring the ball is circulated efficiently before being played into the attacking areas. ✅ Click below to view 700+ specialised & adaptable training activities ↙️ 💻

The Coaches Zone

37,641 Aufrufe • vor 1 Jahr

THE ETHEREUM SHAKEOUT ALREADY HAPPENED. MOST PEOPLE SOLD INTO IT. Four months of accumulation between $1,745 and $2,500. Then June broke it down to $1,520, the manipulation leg that clears out everyone who bought the range. Price is back above it at $1,860. That's the expansion phase starting, not another breakdown. I still expect one more dip toward the range low first. That's the retest, not the reversal. After that, it's go time. A weekly close below $1,550 and I'm wrong.

THE ETHEREUM SHAKEOUT ALREADY HAPPENED. MOST PEOPLE SOLD INTO IT. Four months of accumulation between $1,745 and $2,500. Then June broke it down to $1,520, the manipulation leg that clears out everyone who bought the range. Price is back above it at $1,860. That's the expansion phase starting, not another breakdown. I still expect one more dip toward the range low first. That's the retest, not the reversal. After that, it's go time. A weekly close below $1,550 and I'm wrong.

Merlijn The Trader

73,914 Aufrufe • vor 29 Tagen

🚨 XRP’S $1.09 SUPPORT IS UNDER HEAVY PRESSURE — A BREAK COULD UNLEASH THE NEXT WAVE TOWARD $1.00 ➡️ $0.94 ➡️ $0.87 🤯📉 $XRP bounced from the macro support area, but the recovery stalled near $1.11–$1.12 and price has now returned directly to the critical $1.085–$1.09 zone. 👀 The chart suggests the recent bounce may have been only a subwave 2 relief move, while the larger bearish structure is still developing. Technically, several warning signs are now lining up: ❌ Price was rejected below the descending trendline ❌ The $1.115 resistance held ❌ RSI has fallen to roughly 37, below its signal near 49 ❌ Momentum broke down from its tightening structure ❌ Repeated tests are weakening the $1.09 macro support Now the roadmap is becoming much clearer: 🎯 $1.05 → first reaction level 🎯 $1.02–$1.00 → psychological support and potential relief-bounce zone 🎯 $0.98–$0.94 → projected Wave 3 target area 🎯 $0.90–$0.86 → final macro demand zone The chart still allows temporary rebounds near $1.05 and $1.02, but unless XRP reclaims $1.115–$1.12, those bounces could remain corrective before another leg lower. ⚠️ A decisive loss of $1.085 would confirm that the current support is no longer absorbing sellers and could trigger the most violent phase of the correction. $1.12 REJECTED ➡️ $1.09 RETESTED ➡️ RSI BREAKING DOWN ➡️ $1.00 NEXT?

🚨 XRP’S $1.09 SUPPORT IS UNDER HEAVY PRESSURE — A BREAK COULD UNLEASH THE NEXT WAVE TOWARD $1.00 ➡️ $0.94 ➡️ $0.87 🤯📉 $XRP bounced from the macro support area, but the recovery stalled near $1.11–$1.12 and price has now returned directly to the critical $1.085–$1.09 zone. 👀 The chart suggests the recent bounce may have been only a subwave 2 relief move, while the larger bearish structure is still developing. Technically, several warning signs are now lining up: ❌ Price was rejected below the descending trendline ❌ The $1.115 resistance held ❌ RSI has fallen to roughly 37, below its signal near 49 ❌ Momentum broke down from its tightening structure ❌ Repeated tests are weakening the $1.09 macro support Now the roadmap is becoming much clearer: 🎯 $1.05 → first reaction level 🎯 $1.02–$1.00 → psychological support and potential relief-bounce zone 🎯 $0.98–$0.94 → projected Wave 3 target area 🎯 $0.90–$0.86 → final macro demand zone The chart still allows temporary rebounds near $1.05 and $1.02, but unless XRP reclaims $1.115–$1.12, those bounces could remain corrective before another leg lower. ⚠️ A decisive loss of $1.085 would confirm that the current support is no longer absorbing sellers and could trigger the most violent phase of the correction. $1.12 REJECTED ➡️ $1.09 RETESTED ➡️ RSI BREAKING DOWN ➡️ $1.00 NEXT?

Diana

26,383 Aufrufe • vor 29 Tagen

🚨 WARNING: THIS IS NOT NORMAL The S&P 500 has been DUMPING for a month. And the real macro support remains far below. Because in midterm years, this pattern NEVER fails. 17 out of 17 midterm years showed the same thing: Every correction before the 200 EMA touch ended the same way. DUMP. And right now, the S&P 500 is still trading far above the level it usually needs to touch before the real bottom forms. This month-long selloff may only be the beginning. The final dump is still ahead. I’ve studied macro for 10 years and called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE the next leg down begins.

🚨 WARNING: THIS IS NOT NORMAL The S&P 500 has been DUMPING for a month. And the real macro support remains far below. Because in midterm years, this pattern NEVER fails. 17 out of 17 midterm years showed the same thing: Every correction before the 200 EMA touch ended the same way. DUMP. And right now, the S&P 500 is still trading far above the level it usually needs to touch before the real bottom forms. This month-long selloff may only be the beginning. The final dump is still ahead. I’ve studied macro for 10 years and called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE the next leg down begins.

Wimar.X

42,919 Aufrufe • vor 25 Tagen

This trader turned $25 into $12,400 on a single weather bet on Polymarket Made $45,000 in the last month alone -> and he only trades weather His profile: How he does it: -> only trades weather markets (temperature in NY, London, Seoul) -> buys NO at 94-98c when the forecast makes the bucket nearly impossible -> position sizes from $100 to $1,200, never bigger -> wins ~95c on the dollar, thousands of times -> doesn't predict weather, prices what the forecast already locked in The part most people miss: His edge isn't in being a meteorologist -> it's in noticing that the day before resolution, the market still trades at 94c instead of 99c That 5c gap, multiplied across hundreds of trades, is the entire game This is exactly the boring-but-profitable wallet pattern from the article above 👇 Copy him with me:

Paone

11,474 Aufrufe • vor 3 Monaten

THIS IS F**KING DANGEROUS THREE OPEN SOURCE AI CYBERSECURITY STACK MOST PEOPLE DONT KNOW EXISTS METATRON: point it at a target, it recon's, analyzes, and reports on its own —> fully OFFLINE , zero API keys. NUCLEI : describe a vulnerability in plain English, it writes and runs the actual detection template for you. GARAK BY (NVIDIA): throws thousands of known prompt injection and jailbreak attempts at an LLM until one breaks through. Recon —> detection —> and AI red teaming three layers of the same problem, all open source. Link to access the REPO’S below

THIS IS F**KING DANGEROUS THREE OPEN SOURCE AI CYBERSECURITY STACK MOST PEOPLE DONT KNOW EXISTS METATRON: point it at a target, it recon's, analyzes, and reports on its own —> fully OFFLINE , zero API keys. NUCLEI : describe a vulnerability in plain English, it writes and runs the actual detection template for you. GARAK BY (NVIDIA): throws thousands of known prompt injection and jailbreak attempts at an LLM until one breaks through. Recon —> detection —> and AI red teaming three layers of the same problem, all open source. Link to access the REPO’S below

MAX

97,075 Aufrufe • vor 3 Tagen

$BTC UPDATE My long on #BTC is closed My plan has changed: 1. First long zone – $64,700 (DONE) 2. Second long zone – $62,500/$61,200 (DONE) 3. There is a Head and Shoulders pattern on the 1D chart (DONE) 4. First target – $68,500/$69,400 (DONE) 5. Second target – $72K (DONE) 6. Third target – $76K (SEE EXPLANATION BELOW) 7. After that, I expect the final drop to begin in August/September. Bitcoin reached my targets within two days - this shows the strength of the market at the moment. Therefore, I’m considering the possibility of a new target. As I mentioned before, once $BTC reaches our targets, we should see an altcoin rally - and it has already started. As I said earlier, buying spot through DCA is not a bad idea. My $ETH long is still open, while my $BTC long was closed at $69K. To open a short, I need to see bearish structure first. I’m not going to try to catch a knife, so I haven’t opened a short yet. If anything changes, I’ll let you know! DYOR. REMINDER: I warned about the BTC bull trap at $82K, the summer drop, and the SPACE X decline before they even happened. MY NEXT CALL WILL BE THE BIGGEST ONE OF THIS CYCLE. TURN ON NOTIFICATIONS. MOST PEOPLE WILL FOLLOW ME TOO LATE.

$BTC UPDATE My long on #BTC is closed My plan has changed: 1. First long zone – $64,700 (DONE) 2. Second long zone – $62,500/$61,200 (DONE) 3. There is a Head and Shoulders pattern on the 1D chart (DONE) 4. First target – $68,500/$69,400 (DONE) 5. Second target – $72K (DONE) 6. Third target – $76K (SEE EXPLANATION BELOW) 7. After that, I expect the final drop to begin in August/September. Bitcoin reached my targets within two days - this shows the strength of the market at the moment. Therefore, I’m considering the possibility of a new target. As I mentioned before, once $BTC reaches our targets, we should see an altcoin rally - and it has already started. As I said earlier, buying spot through DCA is not a bad idea. My $ETH long is still open, while my $BTC long was closed at $69K. To open a short, I need to see bearish structure first. I’m not going to try to catch a knife, so I haven’t opened a short yet. If anything changes, I’ll let you know! DYOR. REMINDER: I warned about the BTC bull trap at $82K, the summer drop, and the SPACE X decline before they even happened. MY NEXT CALL WILL BE THE BIGGEST ONE OF THIS CYCLE. TURN ON NOTIFICATIONS. MOST PEOPLE WILL FOLLOW ME TOO LATE.

Tony Research

366,181 Aufrufe • vor 6 Tagen

Nothing has changed structurally.. $BTC We just swept monthly FVG liquidity above the range, and that's really all this move is so far Meanwhile, sentiment flipped wildly bullish off a single pump But until we actually have a weekly close above ~72K-75K BOS, don't confuse a simple liquidity sweep correction with a real reversal There's still a ton of liquidity, longs stacked below 62.5K and structurally it's hard to pump without taking it first Market always moves toward liquidity So main target remains at ~59K right now

Nothing has changed structurally.. $BTC We just swept monthly FVG liquidity above the range, and that's really all this move is so far Meanwhile, sentiment flipped wildly bullish off a single pump But until we actually have a weekly close above ~72K-75K BOS, don't confuse a simple liquidity sweep correction with a real reversal There's still a ton of liquidity, longs stacked below 62.5K and structurally it's hard to pump without taking it first Market always moves toward liquidity So main target remains at ~59K right now

𝗖𝗛𝗔𝗜𝗡 𝗠𝗜𝗡𝗗 ⛓🧠

118,291 Aufrufe • vor 6 Tagen

FROM $630 TO $56,300 IN 24 HOURS imagine waking up, grabbing your coffee, and deciding to bet against the entire market’s conviction the odds are 1%, the crowd is laughing at you you put down a modest $630 on Bitcoin trading below $78K by the end of the day 24 hours later, your balance isn't $630, it’s $56,300 this isnt a dream, this is a real story on polymarket while the crowd was chasing 2x trades, this sniper caught a 90x generational move 1% isn't 0%, it's a massive discount on a fortune if you have the conviction to trade it profile:

AshenSoul

27,944 Aufrufe • vor 6 Monaten

This manipulation is insane. On Saturday, $BTC pumped towards $74,000 liquidating $139M shorts! Then on Sunday, $BTC dumped to $70,500 liquidating $216M longs! And now today, $BTC pumped back towards $72,000 liquidating another $102M! That's $767M total liquidations over the weekend alone!!! Now, $69,000 - $70,500 below has sizable liquidity which could be swept. However, $73,500 - $76,500 above has roughly 2x more liquidation clusters stacked up, making this the 'higher probability' zone from a liquidity perspective. Bulls could regain control here.

This manipulation is insane. On Saturday, $BTC pumped towards $74,000 liquidating $139M shorts! Then on Sunday, $BTC dumped to $70,500 liquidating $216M longs! And now today, $BTC pumped back towards $72,000 liquidating another $102M! That's $767M total liquidations over the weekend alone!!! Now, $69,000 - $70,500 below has sizable liquidity which could be swept. However, $73,500 - $76,500 above has roughly 2x more liquidation clusters stacked up, making this the 'higher probability' zone from a liquidity perspective. Bulls could regain control here.

CryptoReviewing

185,567 Aufrufe • vor 4 Monaten

This is insane. In just 2 hours - $BTC dumped from $75,400 to $73,400 liquidating $166M longs and then immediately pumped back to $75,000 liquidating another $117M shorts! That's $283M total liquidations in Crypto in just 2 hours!!! Now, $71,000 - $73,000 below has sizable liquidity that could be swept. However, $75,000 - $78,000 above has significantly larger liquidation clusters stacked up, making this the 'higher probability' zone to visit. Bulls could take control here.

This is insane. In just 2 hours - $BTC dumped from $75,400 to $73,400 liquidating $166M longs and then immediately pumped back to $75,000 liquidating another $117M shorts! That's $283M total liquidations in Crypto in just 2 hours!!! Now, $71,000 - $73,000 below has sizable liquidity that could be swept. However, $75,000 - $78,000 above has significantly larger liquidation clusters stacked up, making this the 'higher probability' zone to visit. Bulls could take control here.

CryptoReviewing

135,875 Aufrufe • vor 4 Monaten

Everyone explains “As above, so below” incorrectly and that is why they miss its true power. They reduce it to a pleasant formula of manifestation: think positively, visualize what you desire, and the Universe will reproduce it. But this is merely the surface. The true principle is far more profound and far more demanding. “Above” is not the sky, and “below” is not the earth. Above is the archetype: the invisible order, the cause before the event, the intelligence before the form. Below is that same intelligence condensed into the body, matter, relationships, circumstances and time. “As within, so without” does not mean that every passing thought immediately creates your life. It means that whatever remains enthroned within you will eventually seek a body outside of you. A hidden fear becomes a pattern. An unhealed wound becomes a choice. A divided will creates a divided path. An embodied truth becomes presence, magnetism and direction. Through years of ritual work, energetic reading and confronting my own inner worlds, I have learned one undeniable truth: the visible almost never begins in the visible. You may change the person, the city, the altar, the business or the method—but if the unseen architecture remains untouched, the same lesson will return wearing another face. The world is a mirror, but not a shallow mirror. It does not merely reflect what you desire. It reveals what you serve, what you tolerate, what you secretly fear, what you have made sacred and what you are finally ready to transform. The natural world is the Mental made visible. The seed carries its invisible design before becoming a tree. In the same way, every material form is preceded by a subtler order. Ritual is the conscious bridge between these two worlds. The essence was never: control reality with your thoughts. The essence is this: become so internally ordered that your outer life can no longer remain loyal to your former chaos. Stop fighting the reflection. Enter the unseen cause. As above, so below. As within, so without. The seen is the mirror of the unseen. ✨🙌🏾💫

Everyone explains “As above, so below” incorrectly and that is why they miss its true power. They reduce it to a pleasant formula of manifestation: think positively, visualize what you desire, and the Universe will reproduce it. But this is merely the surface. The true principle is far more profound and far more demanding. “Above” is not the sky, and “below” is not the earth. Above is the archetype: the invisible order, the cause before the event, the intelligence before the form. Below is that same intelligence condensed into the body, matter, relationships, circumstances and time. “As within, so without” does not mean that every passing thought immediately creates your life. It means that whatever remains enthroned within you will eventually seek a body outside of you. A hidden fear becomes a pattern. An unhealed wound becomes a choice. A divided will creates a divided path. An embodied truth becomes presence, magnetism and direction. Through years of ritual work, energetic reading and confronting my own inner worlds, I have learned one undeniable truth: the visible almost never begins in the visible. You may change the person, the city, the altar, the business or the method—but if the unseen architecture remains untouched, the same lesson will return wearing another face. The world is a mirror, but not a shallow mirror. It does not merely reflect what you desire. It reveals what you serve, what you tolerate, what you secretly fear, what you have made sacred and what you are finally ready to transform. The natural world is the Mental made visible. The seed carries its invisible design before becoming a tree. In the same way, every material form is preceded by a subtler order. Ritual is the conscious bridge between these two worlds. The essence was never: control reality with your thoughts. The essence is this: become so internally ordered that your outer life can no longer remain loyal to your former chaos. Stop fighting the reflection. Enter the unseen cause. As above, so below. As within, so without. The seen is the mirror of the unseen. ✨🙌🏾💫

🧬Maxpein🧬

21,580 Aufrufe • vor 15 Tagen

i found a pattern in 5-minute bitcoin markets it's literally a way to make x100 in one trade no bots needed, no technical analysis just timing the last 1-2 seconds let me explain how it works the market is nearing completion price fluctuates slightly, needs only $20-40 to hit the target level in the last 10 seconds, shares price starts dropping sharply everyone assumes the outcome is decided one side trades down to a few cents here's where it gets interesting watching these markets, i noticed a pattern in the final second there's a violent price spike in the direction nobody expected the outcome that was trading at 1c suddenly wins looks like whale manipulation since the market is so new but we don't care about why right now we're being handed free money by buying the "dead" outcome at 1c in the final seconds you risk losing $1 to make $100 the math is completely in your favor probability theory says if this happens even 2% of the time you're profitable and it's happening way more than 2% just try it yourself before it gets fixed yet 5-min market:

i found a pattern in 5-minute bitcoin markets it's literally a way to make x100 in one trade no bots needed, no technical analysis just timing the last 1-2 seconds let me explain how it works the market is nearing completion price fluctuates slightly, needs only $20-40 to hit the target level in the last 10 seconds, shares price starts dropping sharply everyone assumes the outcome is decided one side trades down to a few cents here's where it gets interesting watching these markets, i noticed a pattern in the final second there's a violent price spike in the direction nobody expected the outcome that was trading at 1c suddenly wins looks like whale manipulation since the market is so new but we don't care about why right now we're being handed free money by buying the "dead" outcome at 1c in the final seconds you risk losing $1 to make $100 the math is completely in your favor probability theory says if this happens even 2% of the time you're profitable and it's happening way more than 2% just try it yourself before it gets fixed yet 5-min market:

ramper

74,618 Aufrufe • vor 6 Monaten

🚨Holy shit... This guy turned $100 into $207K on Polymarket No leverage. No signals. No charts. Just a bot running the same calculation hundreds of times per hour. Everyone thinks he's trading Bitcoin. He's not. He's not predicting price direction. He's finding where the market is wrong about its own probabilities and taking the other side. To copytrade this guy - Here's the gap he exploits: Polymarket prices 5-minute BTC Up at 46%. Real probability based on volatility and momentum: 55%. That's 9 cents mispriced on a binary outcome. Bot sees it. Bot buys it. Market resolves in 5 minutes. Edge locked. Then it does it again. And again. Hundreds of times a week. The math isn't complicated. Small edge × high frequency = the account you're looking at. Look at the pattern in the trades: 5-minute markets only Consistent sizing every entry Dozens of executions per day Win rate that doesn't drift That's not gambling. That's a probability engine running on a market built for humans to trade manually. $100 became $207,176 because the bot doesn't sleep doesn't hesitate doesn't second-guess.

🚨Holy shit... This guy turned $100 into $207K on Polymarket No leverage. No signals. No charts. Just a bot running the same calculation hundreds of times per hour. Everyone thinks he's trading Bitcoin. He's not. He's not predicting price direction. He's finding where the market is wrong about its own probabilities and taking the other side. To copytrade this guy - Here's the gap he exploits: Polymarket prices 5-minute BTC Up at 46%. Real probability based on volatility and momentum: 55%. That's 9 cents mispriced on a binary outcome. Bot sees it. Bot buys it. Market resolves in 5 minutes. Edge locked. Then it does it again. And again. Hundreds of times a week. The math isn't complicated. Small edge × high frequency = the account you're looking at. Look at the pattern in the trades: 5-minute markets only Consistent sizing every entry Dozens of executions per day Win rate that doesn't drift That's not gambling. That's a probability engine running on a market built for humans to trade manually. $100 became $207,176 because the bot doesn't sleep doesn't hesitate doesn't second-guess.

Shelpid.WI3M

20,853 Aufrufe • vor 5 Monaten

an agent is four parts in a loop. you own one. the other three break it. that's why the demo works and prod doesn't. you can't debug what you can't see. 1) the prompt → what you tell the model each turn. you own this one. good. 2) the context window → what it sees right now. the framework fills it with junk, and you never notice until it rots. 3) the tools → what it can do. you own the list, not when or why it fires them. 4) the control flow → what happens next, when to stop. the framework owns this. it's what breaks at 80%. own all four and your agent stops being a magic trick that works on stage and dies on call. this isn't my idea. it's the 12-factor agents guide (24k stars) github: the whole thing every serious builder ends up rewriting their stack around. full breakdown in the article below.

an agent is four parts in a loop. you own one. the other three break it. that's why the demo works and prod doesn't. you can't debug what you can't see. 1) the prompt → what you tell the model each turn. you own this one. good. 2) the context window → what it sees right now. the framework fills it with junk, and you never notice until it rots. 3) the tools → what it can do. you own the list, not when or why it fires them. 4) the control flow → what happens next, when to stop. the framework owns this. it's what breaks at 80%. own all four and your agent stops being a magic trick that works on stage and dies on call. this isn't my idea. it's the 12-factor agents guide (24k stars) github: the whole thing every serious builder ends up rewriting their stack around. full breakdown in the article below.

Hanako

38,184 Aufrufe • vor 1 Monat