This is pure f*cking treasure.
ex-Google engineer reveals his AI agent playbook. 14+ years at Google. $0 to read it.
the topic is harness engineering: everything around the model that lets it execute, check its work and recover when something breaks.
one example in his breakdown deserves attention.
LangChain’s coding agent went from 52.8% to 66.5% on Terminal-Bench 2.0. the model stayed the same. the team changed the prompts, tools and machinery around it.
Agent = Model + Harness.
the system has six practical jobs:
> guides give the agent project rules, constraints and examples
> sensors check its work through tests, linters and validators
> the loop handles execution, verification, retries and escalation
> memory preserves state, artifacts and decisions
> permissions control which tools and actions are allowed
> observability records tool calls, costs and failures
the part worth stealing is what happens after a mistake.
an agent keeps declaring broken code finished. you add a verification step before completion.
it keeps ignoring a project convention. you add a targeted instruction and a check for that specific failure.
it touches files outside its task. you tighten its write permissions.
each recurring failure gives you a concrete improvement to make in the harness. that improvement can carry into every future run.
this is where the engineering work compounds.
bookmark it. start with the mistake you have already paid your agent to make twice.
Someone can speak smoothly, sound knowledgeable, or give great speeches (eloquence), but if their words lack real understanding, action, or truth, people eventually see through it. They won’t trust or respect that person long-term.
I’m 27 years old.
And today I was reminded that to Yahuah, 1,000 years is like a day.
That means…
In His timing, I’ve been alive for less than 40 minutes.
That shook me in the best way.
Because sometimes we feel like we’re behind
like we’ve wasted time
like we’re late to purpos
•Many homeowners actually lose money due to property taxes, maintenance, and market downturns.
📌 What to Say If You’re Renting:
👉 “I’m choosing financial wisdom over rushing into debt.”
👉 “Owning a home doesn’t define success—following God’s plan does.”
When Renting is the Better Option (Despite What the World Says)
📖 Ecclesiastes 7:12 – “Wisdom is a defense as money is a defense.”
✅ Renting can be the right move if:
✔ You don’t have enough savings for a wise home purchase.
✔ You need flexibility for career, ministry, or family changes.
✔ You’re not sure where God is calling you long-term.
✔ The housing market is overpriced, and it makes sense to wait.
🚀 What the Masses Don’t Know:
•Renting is not throwing money away—you’re paying for flexibility and financial security.
•Renting allows you to invest money elsewhere instead of locking it into a home.
Here are 11 of the world's scariest books that could change how you see reality:
(⚠️ Read if you dare ⚠️)
1.''The Creature from Jekyll Island" by G. Edward Griffin
KANYE “YE” WEST DROPS MAJOR TRUTH BOMBS!
Kanye West says they can’t control him but they can control Shaq, Charles Barkley, Jay-Z, Beyoncé and LeBron James.
He claims they sacrificed his mother Donda. In 2007 Donda underwent liposuction and a breast reduction. She left the operating room apparently in good health, but died at home the next day. Interestingly, Joan Rivers died in 2014 after undergoing a routine endoscopy. She had just publicly claimed Barack Obama is gay and Michelle is a tranny.
He said in Hollywood a lot of people come up missing.
He says in Hollywood they want to traumatize and monetize.
He also says he’s never killed anybody and that’s why he can say what he wants and not go to jail.
Is Ye suggesting that others in Hollywood have murdered people, and that’s held over their heads as a form of control?