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The Agents Are Auditing Themselves
Anthropic just gave AI memory. Here is why human prompting is dead.
Hey,
Last week, I told you the free lunch is over.
I showed you why flat-rate pricing is dead.
This week, the shift accelerated.
The agents learned how to learn.
They are reading their own chat logs.
They are writing their own playbooks.
Human prompting is officially a legacy skill.
Here is the signal for the week of May 03 – May 10.
1. The Prompting Era Is Over
Anthropic just dropped "Dreaming" for Managed Agents.
It is exactly what it sounds like — your agent reviews its past sessions while you sleep.
It spots its own mistakes.
Then it writes a plain-text playbook so it never makes that mistake again.
Harvey is already seeing a 6x jump in task completion.
Why this matters:
You no longer need to write a 400-word prompt. You just let the agent fail, audit itself, and fix the system.
→ The Move:
Stop buying prompt engineering courses. Start building scheduled self-improvement loops for your agents.
(Source: https://venturebeat.com/technology/anthropic-introduces-dreaming-a-system-that-lets-ai-agents-learn-from-their-own-mistakes)
2. Intelligence Costs Pennies
DeepSeek V4 just went live.
It is a 1.6-trillion parameter monster.
It has an open-source MIT license.
And it matches Claude Sonnet 4.5 for 1/6th the cost.
Open source just caught up to the frontier.
Again.
The premium for closed-source AI is vanishing.
Why this matters:
If you are paying OpenAI or Anthropic for basic routing and data extraction, you are burning cash.
→ The Move:
Route your simple, high-volume tasks to DeepSeek V4-Flash. Keep Claude and OpenAI for complex agent logic.
(Source: https://kr-asia.com/how-do-industry-professionals-in-china-view-deepseek-v4s-strengths-and-limits)
3. The Washington Bottleneck
The Trump administration just reversed its hands-off AI policy.
The White House is drafting an executive order to vet frontier models.
They specifically named Anthropic's Mythos.
They want to test it before you can use it.
The bottleneck is no longer compute or capability — it is governance.
Why this matters:
The government decides who gets the best tools next. If you rely entirely on unreleased frontier models, your roadmap is at risk.
→ The Move:
Build your workflows on models you can control today. Do not wait for the next big release to fix your operations.
(Source: https://www.nytimes.com/2026/05/04/technology/trump-ai-models.html)
The Lightning Round
• SpaceX Colossus: Anthropic just secured 300MW and 220K GPUs from SpaceX to run agents at scale. (Source: https://www.anthropic.com/news/higher-limits-spacex)
• Chrome Silent Downloads: Google Chrome is reportedly downloading a 4GB Gemini model to your device without asking. (Source: https://www.tomshardware.com/tech-industry/cyber-security/google-chrome-silently-downloads-4gb-ai-model-to-your-device-without-permission-report-claims-researcher-says-practice-may-violate-eu-law-waste-thousands-of-kilowatts-of-energy)
• Google Workspace AI: Admins now have a centralized control center to govern which agents can read your Gmail and Docs. (Source: http://workspaceupdates.googleblog.com/2026/05/weekly-recap-05-08-2026.html)
• Finance Agents: Anthropic released 10 ready-to-run plugin templates specifically for banking and insurance. (Source: https://www.anthropic.com/news/finance-agents)
What's Happening This Week
Most AI communities are teaching you the past.
Those browser-only apps are already dead.
Inside Agent J Plus, we teach the future.
We teach Claude Code, Claude Skills, and OpenClaw.
These are the tools that actually replace employees.
Claude Code can do everything those old tools do.
Plus 1,000x more.
And it is easier to set up.
But a lot of people try OpenClaw and give up.
It is too complex.
They skip the fundamentals.
It is like trying to design car engines without understanding how a car works.
We teach the full stack.
Join 40+ operators building real systems for limited time get $25 off with coupon code PULSE redeem at Join Agent J+ here.
If you want the free tier, join 500+ builders in Agent J.
This Wednesday at 11:00 AM EST, I am hosting a live workshop.
We are building a Personal CRM in Claude Cowork.
Grab your spot here: Build a Personal CRM in Claude Cowork.
On Friday at 2:00 PM EST, we are running the GTM Operator Live Build.
We will connect Claude to LinkedIn in 1 click.
Register here: Connect Claude to LinkedIn — GTM Operator Live Build.
The Sunday Action Plan
Turn on Dreaming. If you use Anthropic's Managed Agents, enable the scheduled self-improvement loop today.
Test DeepSeek V4. Swap out your high-volume API calls. Watch your costs drop by 80%.
Audit your Workspace. Open your Google Admin console. Check which agents have read access to your Gmail and Calendar.
The Bottom Line
The agents are learning to fix themselves.
The intelligence is getting cheaper.
Stop prompting. Start building.
See you next Sunday,
John