Real world Ai win - Multiple failed attempts. 20 minutes on customer support. RM unreachable. One suggestion from ChatGPT—and the issue was resolved in minutes. Here’s the story
Claude Code creator, Boris Cherny:
"Going from agents to loops is as big a jump as going from code to agents."
40 minutes of the head of Claude Code showing exactly how he works now.
Loops running his code reviews, his maintenance, his fixes, on their own.
Watch it, then read the full breakdown of loops below.
A 22-year-old walked into the gym to get stronger.
One heavy deadlift later, he suffered a severe spinal fracture.
Gymming is one of the best habits you can have. But ego lifting is not strength.
❌ Lifting for social media
❌ Lifting to impress others
❌ Loading weights your body isn't prepared for
The result can be :
-Spinal fractures
-Slipped discs
-Nerve damage
-Loss of bowel & bladder control
-Permanent paralysis
This young man was fortunate. He reached a neurosurgeon in time, underwent surgery, and is recovering well.
Not everyone gets a second chance.
Train smart.
Learn proper technique.
Progress gradually.
Get proper supervision for heavy lifts.
Your spine doesn't care about your ego.
Vc : Dr. Atmaranjan dash
Spotify's Chief Architect just showed how they ship 4,5K deployments /day with Claude at Anthropic stage
27-minutes. free. By #1 music app dev
"More than 99% of our engineers use AI coding tools. Adoption took off after Opus 4.5"
Worth more than any $500 vibe-coding course.
@PMCPune
Despite multiple tickets, the footpath remains blocked. Elderly pedestrians are forced to walk on the road, which is extremely dangerous with fast-moving vehicles like buses, water tankers, & heavy traffic.
Loc - Lal matiche ground vadgaon sheri /kharadi
This Chinese guy created agents in Claude Code for landing pages and single-handedly serves 47 small businesses a month, taking $400 from each.
He built a system of 7 agents on Claude Sonnet 4.6 that analyzes Google Maps in small towns, finds small businesses without websites there, and over 1 weekend takes each one to a finished mockup with video and cold message.
No assistant, no sales team, no SDR. Just him, a MacBook, an iPhone, and 1 API key.
And traditional web design agencies keep teams of 8 people on salary for the same order flow, while his expenses are only tokens and subscriptions to Lovable, Higgsfield, and Calendly.
7 agents work through 1 orchestrator on Claude Code Router. Usage is about 3 million tokens a day, the average API bill is about $480 a month.
All 7 go through MCP servers and write shared state to the file system, without shared state in memory and without race conditions, and 1 of them lives right in the iPhone and picks up positive replies from the subway, a taxi, or on walks.
And here is the system prompt he put into the orchestrator before launch:
"You are the orchestrator of a solo agency that sells ready-made websites to local businesses. You delegate read-only tasks to 6 sub-agents and own all writes.
sub-agents:
// Scout (walks through Google Maps in selected cities, looks for narrow niches: 5+ years on the map, fewer than 50 reviews, no website or a website from 2014, but high ratings)
// Diagnoser (for each lead writes a 50-word diagnosis, hero angle, tone matched to the industry, and a cold message under 70 words)
// Builder (generates a landing page mockup in Lovable through MCP only for the top 5 leads per day, with the sharpest diagnoses and the biggest gap)
// Filmer (pulls 5 screenshots of the mockup and through Higgsfield renders a 10-second vertical video 1080x1920 with a soft zoom)
// Pitcher (sends a personalized cold message through the right channel for the niche: email to roofers, SMS to tradesmen, IG DM to salons, LinkedIn to realtors)
// Checker (runs every message through evals for personalization, absence of AI markers and buzzwords before sending)
// Mobile (lives in the iPhone, handles positive replies in real time, books Zoom calls in Calendly through MCP while the owner is on the go).
You never let 2 sub-agents touch 1 lead. You stop and request approval from the human only when a deal exceeds $3,000 or the reply rate in a niche for the day drops below 12%."
Meaning the system knows what it is and within what boundaries it is allowed to act.
It knows it is supposed to find leads on its own.
It knows it is supposed to take each one to a mockup, video, and cold message without intervention.
It knows the human only steps in when a deal goes above $3,000 or the reply rate stops converging.
→ The system runs 24 hours a day
→ Scout goes through about 220 local businesses on Google Maps per day and leaves 30 new leads in the queue
→ Diagnoser outputs 30 structured diagnoses + briefs + cold messages per day
→ Builder assembles 3 to 5 finished landing pages in Lovable for the sharpest leads
→ Filmer renders a 10-second vertical video in Higgsfield for each one
→ Pitcher sends 30 personalized messages per day across 4 channels with a reply rate of about 14%
→ Checker runs every message through evals before sending
And only when a deal breaks $3,000 or the reply rate for the day drops below 12% does the orchestrator wake the owner.
And when the owner at that moment is sitting in the subway or a taxi, the Mobile agent in his iPhone picks up 1 move on its own: replies to a fresh positive reply from a dentist, books a Zoom through Calendly synced to the local time of the client, and puts the lead back in the queue. The owner only has to tap "approve" and in just 10 minutes join the call.
Here is what the system writes in his log during 1 of the Saturdays:
"scout report: 218 businesses checked in Austin, Denver, and Miami, 34 without a website, 19 with a website from 2014, 6 with an active redesign request in reviews. passing top 30 to diagnoser."
"pitcher: 30 cold messages sent across 4 channels, 14 replies, 5 positive, 3 Zoom calls booked for Sunday. passing to closer."
"builder: landing page for Westside Cosmetic Dentistry built in Lovable, 5 sections, mobile, soft beige. URL placed at /Users/dev/maps-agency/clients/westside/v1. filmer launching Higgsfield."
"eval flag: deal with The Lotus Salon at $3,400 exceeds the approved limit of $3,000. sending for manual review."
He has no server of his own and no separate backend.
Just a local file sandbox at /Users/dev/maps-agency, an MCP router, 1 API key to Claude, and the same key forwarded to Claude Code on his iPhone.
Out of everything I have seen this year, this is the cleanest one-person agency for selling websites to small businesses: $480 a month on the API, about $18,800 into the account, and between them 7 prompts, 1 file system, and 1 phone in the pocket.
A solo dev rebuilt Google’s new algorithm with Claude in 7 days, made it 3.7x faster, and got a 35B model running on a MacBook with 4.6x compressed cache.
Google published the paper. He shipped the code.
Anthropic Academy just dropped FREE AI courses that could replace a $10,000 degree.
$0. No catch. No gatekeeping.
Here are 6 AI courses that could separate you from everyone else in 2026:
If companies introduce it and PMC creates dedicated lanes, at least 30–40% of corporate commuters will shift to cycling within a year; the city would decongest at an unprecedented pace.
Instead of discussing this, #Pune has begun some policy discussions conclave limited to elite closed-door meetings over tea. Issues like urban cycling and decongestion never make it to the table; the conversation stays confined to individual business interests.