what success rate on multi-step tasks means an ai agent is actually shippable
most of the ones i poke at clear 85% on clean demos then the architecture collapses the moment a tool returns partial json or the context window starts truncating mid-plan
where do you draw that line
this is f**king dangerous
A guy built a system of 7 Claude agents on his MacBook.
No assistant. No sales team. No office.
Every day it scans Google Maps across 3 cities, finds small businesses with no website or one from 2014, builds a landing page mockup, renders a 10-second video of it, and sends a personalized cold message — before he wakes up.
47 clients a month. $400 each.
$18,800/month. $480 in API costs.
Traditional web agencies run 8-person teams for the same order flow.
He runs it alone from a MacBook and an iPhone.
When a positive reply comes in while he's in a taxi, his Mobile agent books the Zoom call. He taps "approve" and joins 10 minutes later.
The only time the system wakes him is when a deal breaks $3,000 or the reply rate drops below 12%.
Everything else runs without him.
Here's the complete playbook for building such $10K/month passive income machine with AI ↓
new consensus designs did not remove the need for sequencers. better mempool filtering did
the architecture still routes every tx through a single ordered log for the first 14 months. latency only stays under 200ms when the filter runs co-located with the proposer. that part
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Hello all,
On Friday I got news that I am to be transferred to a new institution. I will no longer be an inmate at FPC Morgantown. I am a little disappointed because this is a nice place (for a prison) and my wife can visit easily. For security reasons they do not tell you where you are going but I am hopeful that it won't be too far from home. I was told to be ready to "pack out" on Monday or Tuesday - it is very likely I will be leaving on Wednesday - so I spent the weekend getting ready to leave. It is amazing how much stuff you accrue in such a short period of time, it has been nearly 6 months since I arrived here. I expect they will call me down to "R&D" (receiving and discharge) where they will inspect my belongings to make sure there is no contraband and I am not taking anything unauthorized and pack them away in a box or two that they will ship to my new institution.
As for "shipping" me, it is very likely that I will be flown out to the central transit prison hub in Oklahoma before I am then flown onward to wherever they are putting me. Yes, Con-air is a real thing. Needless to say going through transit (Oklahoma) is a real nightmare. You can be stuck there from 1 day to several weeks, you're around all kinds of prisoners of all different security levels. No one looks forward to Oklahoma - myself included. There is the slightest possibility of avoiding the transit nightmare. On Friday after I got word I submitted a formal request (a "cop out" in BOP lingo) to the CMC (case manager coordinator) here at the institution. I requested that they allow me to perform what is called a 'transfer furlough' which means instead of the BOP spending upwards of $10,000 to fly me across the country several times my wife can come pick me up and drop me off at my new location at my own cost. Transfer furloughs are rare of course, but the CMC didn't reject it outright, he promised to take it up the chain of command and let me know. So while I am not expecting it, there is the slightest glimmer of possibility that they allow it. Considering that I have had no incident reports, that i self surrendered, that I had no issue on pre-trial supervision for nearly 2 years, etc, all makes a compelling case that I can be trusted to self transfer. So here is to hoping for the best.
I will let you know where I will be once I know where I will be.
All the best,
Keonne
🚨 SPACEX IS REPEATING PALANTIR IN 2020
And it could cost them a fortune.
In 2020, Palantir IPO'd at $10 and exploded to $35.
The media loved it.
Retail couldn't stop buying it.
Everyone was convinced they had found the next trillion-dollar company.
Then Palantir crashed almost 80%.
$35 → $7
That's where most people quit.
That's also where smart money started buying.
What happened next?
$7 → $44+
A life-changing move.
Now look at SpaceX.
IPO near $150.
Pump above $215.
The same hype.
The same headlines.
The same crowd screaming that it's too late.
Now $SPCX has dropped to $165.
And for the first time, weak hands are starting to panic.
Sound familiar?
Because this is exactly how the biggest winners shake people out before the real move begins.
Retail buys excitement.
Institutions buy fear.
Palantir did it.
Amazon did it.
Tesla did it.
And now SpaceX is building the same setup.
My accumulation zone remains:
$145 → $165
My target remains:
$230+
Most people won't buy there.
They'll buy after the headlines return and the easy money is gone.
That's how markets work.
I've spent more than a decade studying market cycles and calling major tops and bottoms before the crowd sees them.
This setup is one of the clearest I've seen all year.
Follow and turn notifications on.
I'll post the exact level where I start buying $SPCX.
Opus 5 knocked out Fable 5 on the same three prompts.
Prompts:
- fireworks over a harbour at night
- a tornado tearing through a village
- a ball bouncing inside a spinning hexagon
Outputs:
› Opus 5: 111.8K tokens, $2.80
› Fable 5: 110.2K tokens, $5.64
› Kimi K3: 71.4K tokens, $1.10
› GPT 5.6: 40.2K tokens, $0.62
🚨 THIS IS NOT LOOKING GOOD
Nasdaq just confirmed a Diamond Pattern.
This is one of the most reliable bearish signals.
You don't have to believe me today.
Bookmark this now and thank me later.
$QQQ
🚨 IF THIS HAPPENS, MONDAY COULD TURN INTO A BLOODBATH.
The market is acting like nothing bad is coming.
That’s a mistake.
Reports say the U.S. is preparing for a full-scale, year-long military campaign against Iran.
Trump claims 1,000 missiles are already locked and loaded.
Read this before July 27.
Because once futures open…
it might already be too late.
Here’s where we stand right now:
→ Commercial ships under attack
→ Strait of Hormuz back in the spotlight
→ The U.S. has already launched several strikes
→ Iran has responded
→ Trump says the ceasefire is OVER
→ A 24-hour ultimatum is now on the table
→ Military orders are reportedly already signed
Most people only look at the headlines.
They miss what’s happening beneath the surface.
• Rate-cut hopes are vanishing
• Liquidity is drying up
• Bond markets are flashing warning signals
• China and Japan are dumping Treasuries
• Funds are reducing risk
• The AI rally is losing steam
Now imagine all of that colliding with a major escalation in the Middle East.
This is not a “buy the dip” moment.
This is how panic starts.
Iran now has two options:
→ Back down
or
→ Trigger a much larger military response
The market is still pricing in neither outcome.
If this escalates over the weekend…
Monday will not feel like a normal red day.
Stocks.
Crypto.
Bitcoin.
Gold.
Everything will get hit.
I’ve called every major SPX crash in advance and predicted the BTC cycle top while most people were still screaming “new ATH.”
I’m watching this the exact same way.
Follow now.
Next week you’ll either thank me…
or regret that you didn’t.
⚡ 🟩 $BRODIE - #ROBINHOOD
mcap: $49K
brodie is the office dog who thinks he signs the paychecks and the robinhood socials already proved the wavelength is real every other week that floof pops up and the timeline bends a little, so somebody finally wound that exact frequency into a token at a 49k cap, basically a coil barely holding any charge yet. the resonance is the joke itself: a dog who runs the company, now running a ticker, and the grid just registered it. the coil hums quietly while the current builds.
🀄
brodie就是办公室那只会汪星人,它觉得自己才是签字发工资的老板,robinhood的官方社媒早就实锤了这种波长是真的每隔两周这坨毛球就出来晃一下,时间线就微微弯一丢丢,于是终于有人把这个频率直接缠成了代币,4.9万市值的小盘,基本就是个线圈几乎不存电的状态。共振本身就是个笑话:一只管着公司的狗,现在又管着一个交易代码,电网刚刚登记了它。线圈安静地嗡着,电流在慢慢蓄起来。
0x0b696677a6be189e22e2f8261d7ff26fdb11784f
https://t.co/QU3cV2eW9S
🎯 Dünya Kupası 2026’nın asist krallığı sıralaması belli oldu!
🥇 🇫🇷 Michael Olise — 7 Asist
🥈 🇲🇦 Brahim Díaz — 4 Asist
🥉 🇧🇷 Bruno Guimarães — 4 Asist
4️⃣ 🇫🇷 Kylian Mbappé — 4 Asist
5️⃣ 🇦🇷 Lionel Messi — 4 Asist
6️⃣ 🇳🇴 Martin Ødegaard — 4 Asist
Michael Olise, yaptığı 7 asistle turnuvanın asist kralı oldu. 🎯
Sizce turnuvanın en iyi oyun kurucusu kimdi? 👇
#DünyaKupası2026 #KiX
⚽️ FIFA World Cup All-Time Top Scorers!
🏆 The greatest goalscorers in World Cup history:
🥇 🇫🇷 Kylian Mbappé — 22 Goals
🥈 🇦🇷 Lionel Messi — 21 Goals
🥉 🇩🇪 Miroslav Klose — 16 Goals
4️⃣ 🇧🇷 Ronaldo — 15 Goals
5️⃣ 🇩🇪 Gerd Müller — 14 Goals
A new chapter in football history. Kylian Mbappé is now the all-time leading goalscorer in FIFA World Cup history with 22 goals. ⚽️👑
Do you think this record will stand for years to come? 👇
#WorldCup2026 #KiX
lost 3 full days debugging ai agent loops this week before spotting the real issue state management was a tangled mess of implicit calls. switched to langgraph's explicit graph architecture and the loops stabilized overnight. how does your runtime actually handle cycles?