Google CEO, Sundar Pichai:
"If you don't learn to how to orchestrate agents now, you'll spend 2027 catching up to people who started today"
In 30 minutes he explains why the best engineers stopped writing code and started building agents.
Most people think building an agent requires an engineering degree.
It doesn't. It requires one guide and one afternoon.
Watch the interview, then save the exact setup below 👇
Creator of Claude Code:
"At Anthropic, almost 100% of our engineers are running 100+ agents with self-improving loops
self-improving loops help agents become better with each run."
in a 1-hour podcast, Boris explains how they build agents loops from sratch.
Claude + loops + routines + dynamic workflows - that’s the secret.
Watch the talk, then read how to apply the same playbook to quant trading below.
NVIDIA CEO, Jensen Huang:
"Nobody writes prompts anymore. The new job is to write and handle loops."
He calls it the shift that defines the rest of 2026.
Interview was out just yesterday.
Watch the 23 minute talk, then save the full framework below👇
MANY PEOPLE ARE SWITCHING TO OBSIDIAN AT AN INSANE RATE. HERE'S WHY.
Most note-taking apps rent you a workspace.
Obsidian gives you ownership.
→ Notes live locally as Markdown files
→ No vendor lock-in or forced subscriptions
→ Works offline, forever
→ Backlinks turn notes into a connected knowledge graph
→ Lightning-fast search across your entire vault
→ AI-ready by default with open file formats
→ Extensions transform it into a second brain, CRM, research hub, or document vault
The biggest unlock isn't better note-taking.
It's building a knowledge system that compounds over years instead of trapping your ideas inside someone else's platform.
The future of AI isn't more apps.
It's owning your data and letting AI reason across it.
That's why power users are moving to Obsidian.
ANTHROPIC JUST QUIETLY SHIPPED A FEATURE THAT LETS CLAUDE SPAWN A WHOLE TEAM OF AGENTS THAT MESSAGE EACH OTHER AND REVIEW EACH OTHER'S WORK.
It's a Claude Code feature called agent teams. The team lead spawns multiple agents that share a task list and message each other directly, not subagents reporting back, actual peers. In the demo a QA agent caught three bugs, sent the work back to the front-end and back-end devs, they fixed it, app shipped in one pass.
How to run it:
1. Enable it. Needs Claude Code v2.1.32+. Add to settings.json: "env": { "CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1" }. Or paste that to Claude and say "add this to my settings." Restart.
2. Prompt in plain English. Start with a goal (agents wake with zero context), then "create a team of 3 using Sonnet," describe each role, its deliverable, and who it messages when done.
3. The rules: each agent owns its own files, define exact outputs, name who talks to who, keep it to 3-5 agents.
Use it for complex work with separate parts running in parallel. Skip it for simple or sequential tasks, teams cost 3-4x the tokens.
Bookmark this.
The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees.
The net effect of this order is that we must abruptly disable Fable 5 and Mythos 5 for all our customers to ensure compliance.
Access to all other Claude models is not affected.
We apologize for this disruption to our customers. We believe this is a misunderstanding and are working to restore access as soon as possible.
Read our full statement: https://t.co/bwn0sximKZ
99% of people are using Claude Fable 5 wrong.
People don't know how to work with it yet because nothing this powerful has ever existed.
I'll show you 10+ use cases and startup ideas that can only exist because Fable 5 is here in under 34 minutes.
Andrej Karpathy spent 2h showing how he actually uses AI day to day
he's a co-founder of OpenAI and led AI at Tesla, so when he shows how he works, it’s worth watching
and the whole session is just him telling the machine what he wants in simple terms, like he's briefing a coworker
watch what's actually happening the entire time:
> he describes the task in normal words
> it goes off and does the work
> he glances at the result and nudges it with one more sentence
that's the whole skill, and you've had it since you learned to talk
the only gap between that and a worker that runs on its own is handing that sentence a schedule and the tools to act
check his work, then build the version that keeps working when you stop
Claude Code creator:
"I don't prompt Claude anymore. I write loops - and the loops do the work. My job is to write loops."
in 30 minutes Boris reveals his actual daily Claude Code setup.
Claude Code + loops + dynamic workflow
Worth more than a $500 vibe-coding course
🚨 SOMEONE JUST KILLED THE COACHING INDUSTRY
a developer spent 22,000 hours building a Personal AI Operating System on top of Claude Code
now anyone with a terminal can install it for FREE
it knows your goals, remembers every decision you've made, and prepares your morning briefing while you sleep
[ the numbers are insane ]:
- hours of dev work in it: 22,000
- sessions logged: 6,000
- time saved per day: 2-3 hours
- GitHub stars: 12,100
- skills built in: 45
- workflows wired up: 171
- safety hooks: 37
- cost to install: $0
[ the science is wild too ]:
no embeddings, no vector databases, no AI magic you can't read
every memory, decision, and context lives in plain markdown files
you read it with cat, search it with ripgrep, version it with git
4 memory types compound over time:
- work memory (active projects, open decisions)
- knowledge memory (domain expertise, research)
- people memory (contacts, companies, relationships)
- learning memory (patterns, mistakes, what works for YOU)
every complex task routes through a 7-step cycle:
OBSERVE → THINK → PLAN → BUILD → EXECUTE → VERIFY → LEARN
privacy is enforced by CODE, not prompts
a hook called ContainmentGuard physically blocks sensitive data from being written outside designated zones
[ the grift opportunity is even wilder ]:
freelancers are already charging $500-2,000 per personal AI setup for executives, founders, and busy operators
one person + one weekend = a consulting business that didn't exist 6 months ago
every AI productivity app you're paying $30/month for is replaceable by 4 hours of setup work and this one repo
100% OPEN SOURCE, FREE
🚨 Karpathy was right. He warned that 90% of AI advice dies in 6 months.
Spoiler: most tools won't even survive 90 days.
What actually compounds?
> Context engineering
> Tool design
> Orchestrator-subagent patterns
> Eval discipline
> MCP as the protocol layer
> The harness mindset (harness > model)
Your plan if you have less than 2 hours today:
Watch this 40-minute video from the master.
Then get hands-on with this brilliant guide by @0xMortyx on how to build your first AI Agent in Claude in 30 minutes 👀 ↓
Anthropic just shipped the most powerful Claude feature.
This just went under 99% of people's noses.
Dynamic workflows are here, and they're extremely powerful.
Master them and your Claude productivity will go through the roof:
There's probably $100+ billion up for grabs for people who build startup for AI agents
Over the next 10 years you're going to have a market of billions of customers (agents) with millions of wallets that want to use your services.
TLDR; The internet was built for people:
1. Search google
2. Read landing page
3. Book demo
4. Talk to sales
5. Buy
Agents don’t do that.
Agents will:
1. Ask which product to use
2. Read your docs/pricing/security pages
3. Compare you to competitors
4. Check if you have an MCP/API/tool layer
5. Buy or recommend you without ever “visiting” your site like a person
Everyone is going to have personal agents and business agents. This feels inevitable at this point. OpenClaw, Hermes, Claude Code, Codex, Google Spark. The tools are here. Which means there will be more agents on the internet than humans.
So, where's the opportunity??
Go look at every SaaS tool you use. Notion. Slack. Jira. Google Analytics.
Now ask: what is the version of this built purely for agents?
Agent-native payments. Agent-native communication.
Agent-native memory. Every category gets rebuilt.
I clearly break down this shift and explain you everything on today's ep of @startupideaspod.
Over the next 10 years you're going to have a market of billions of customers (agents) with millions of wallets that want to use your services. The founders who build for them now are going to look like the people who built websites in 1995. Might feel janky at the moment, but also obvious in hindsight.
This is the next shift.
Link over here: https://t.co/0TAb7SASUK
Watch