Silverbed

Off-grid adventurer with an online income in Einstein special oil. Discover how I earn income + royalties doing what I like

[Reads with Ravi @readswithravi]

Marcus Aurelius wrote this over 1800 years ago:

“Think of yourself as dead. You have lived your life. Now take what's left and live it properly.”

[Arpit Bhayani @arpit_bhayani]

Fuck! AI agent is just an expensive while loop.

[Sassafrass84 @Sassafrass_84]

It was never supposed to be a career.

[Silverbed @Silverbedn]

@DrFolaseye Congratulations in advance ma!Ase gu

[THE TRUE 🇺🇸 @USA1STONLY]

Parasites

[MartaSevilla @MarBalCas]

En la Ciudad del Vaticano está prohibida la inmigración ilegal.
Multas de 25.000€
Cárcel de 1 a 4 años.
Expulsión y prohibición de entrada al Vaticano en 15 años.
Sin embargo el Papa insiste en que rechazar a los inmigrantes es un pecado grave.
El chiste se cuenta solo.

[Alice Marie Johnson @AliceMarieFree]

Today is my Freedomversary.

Eight years ago, President Trump granted me clemency and gave me a second chance at life. After nearly 22 years in prison, I walked out the gates and into a future I had prayed for but could no longer see.

I will never forget that moment.

Prison took many things from me, including years with my family and the loss of my parents and a son. But I never lost hope or faith that my life still had purpose.

The gift of freedom came with a responsibility: to help others.

Over the last eight years, I’ve advocated for second chances, supported criminal justice reform, and now serve as White House Pardon Czar.

From a prison cell to the White House, this journey has been possible through God’s grace and President Trump’s courage.

Every day, I strive to honor that gift by helping others find hope and a path forward.

Thank you to everyone who prayed for me, believed in me, and supported me along the way.

And to God be the glory.

🙏🏽❤️ #Freedomversary

[Suraj Sharma @suraj_sharma14]

If I had 6 months to become an AI Reliability Engineer.

I'd do this.

Stage 1: Python + Observability Foundations
asyncio, FastAPI, structured logging, OpenTelemetry, Prometheus metrics, distributed tracing basics.

Stage 2: AI System Failure Modes
Hallucinations, context overflow, tool failures, rate limit errors, non-determinism, cascading agent failures.

Stage 3: Evaluation + Quality Gates
Automated eval harnesses, RAGAS/DeepEval, LLM-as-a-judge, regression testing, quality thresholds on CI.

Stage 4: Monitoring + Alerting for AI
Latency SLOs, token/cost dashboards, hallucination alerts, drift detection, anomaly detection on outputs.

Stage 5: Guardrails + Safety Enforcement
Input/output filtering, prompt injection defense, PII redaction, policy-as-code, sandboxed execution, audit trails.

Stage 6: Resilience Patterns for AI Workflows
Retry logic with backoff, circuit breakers, fallback models, graceful degradation, idempotent agent execution.

Stage 7: Incident Response + Runbooks for AI
Playbooks for hallucination spikes, model degradation, cost anomalies, rollback procedures, post-mortem templates.

Stage 8: Testing Strategies for Non-Deterministic Systems
Property-based testing, snapshot testing for prompts, shadow deployments, A/B testing AI outputs, canary releases.

Stage 9: Cost Reliability + Budget Controls
Token budgeting per feature, cost anomaly detection, autoscaling by budget, model routing by cost/latency, chargeback dashboards.

Stage 10: Data + Concept Drift Management
Monitoring input distribution shifts, output quality decay, automated retraining triggers, feedback loop instrumentation.

Stage 11: Open Source + Portfolio
Ship reliability tooling publicly, write incident post-mortems, record SLO design walkthroughs, contribute to eval/observability libs.

Stage 12: Apply
AI Reliability Engineer, AI SRE, LLMOps Engineer, AI Platform Reliability, Responsible AI Infrastructure roles.

Most people stay stuck watching tutorials.

Builders get hired.

[0xMarioNawfal @RoundtableSpace]

THIS CLAUDE SKILL MAKES AI WRITING SOUND HUMAN AGAIN

• A new GitHub skill rewrites AI-generated text to remove the patterns, tone, and structure that make it obvious
• Built for Claude, it helps turn generic AI outputs into writing that feels more natural and less detectable

Repo: https://t.co/7L7sCyZKGG

[Dalton (Analyze & Optimize) @Outdoctrination]

Coconut oil has some powerful protective effects for the brain and Alzheimer's disease.

(🧵1/7)

[Codie Sanchez @Codie_Sanchez]

Hard truth:

The real reason 99% of people buy an expensive car is so strangers at stoplights think they’re successful.

No one who’s already wealthy needs a car to show it.

[GenesisL1 @genesis_L1]

@coingecko GenesisL1 will save crypto.

[Ridoy AI @AI_WithExpert]

2. Background Replacement

Use this when you want to change the location.

Prompt:

Replace the background with [new location]. Keep [main subject] exactly the same. Match the lighting, shadows, and camera angle so it looks real. Do not change [face, clothing, object, movement, or other key detail].

Example:

Replace the background with a modern podcast studio. Keep the speaker exactly the same. Match the lighting, shadows, and camera angle so it looks real. Do not change the face, clothing, voice, or lip movement.

[Ridoy AI @AI_WithExpert]

🚨 BREAKING: Google Gemini can now completely edit your videos for you so you can create polished content at lightning speed.

Here are 10 Gemini prompts to edit videos 10x faster: 👇

[Ethan Mollick @emollick]

Some very cool stuff happening among historians, for example. https://t.co/pdpbloSjIi

[Danielle Strachman 💗 🐈 💃 🪴 🎸 🎨 🐕 @DStrachman]

TLDR: What lights you up?!

Opener for our 1517 Summit:

25 years ago I started working with homeschoolers. Those families changed the trajectory of my life. It’s where I got to see that real learning starts with passion and curiosity.

16 years ago, when Michael and I were on the founding team of the Thiel Fellowship, we called it an older young person’s homeschool program.

And today, with 1517, we say we homeschool CEOs.

I think that there is a lot that we can learn from homeschoolers about going against the grain, following curiosity, and getting a sense of what real learning looks like.

In homeschooling there is a concept called “deschooling” — a transition time between being in a more institutionalized setting, to one of their own creation. It sometimes looks chaotic, “unproductive,” and purposeless.

But this time period is when people start unraveling assumptions that have been shaping their lives, without them knowing it. By letting go of the rules, natural curiosity and passion can start to emerge.

Over the next ten years, I think all of us are going to go through something like a collective deschooling period. We’re going to need to unlearn the assumptions that were put down before us by other people and institutions, ride the chaos, and emerge through to the other side with passion and curiosity.

The path used to look clear. Work hard. Get good grades. Collect credentials. Climb the ladder. Success had a map.

But the world we're entering is uncharted.

Artificial intelligence is making information abundant. Institutions are failing us. Careers are becoming less linear. Entire industries are appearing and disappearing in just a few years.

The old question was: "What should I do?"

But today, I propose a new question: “What lights you up, when no one is watching?”

That's a much harder question.

Many people discover that when the external structure disappears, they're left with an uncomfortable feeling. Not freedom. Not excitement.

Meaninglessness.

Because for years, meaning was outsourced. A syllabus told us what mattered. A test told us what to learn. A boss told us what success looked like. A credential told us we were progressing.

But what happens when fewer and fewer people can tell you what matters next?

I think that's one of the defining challenges of the next decade.

And I think the antidote is surprisingly simple.

Start dreaming:

What is the thing you can't stop thinking about?

What rabbit hole do you disappear into?

What topic makes you lose track of time?

What project would you work on, even if nobody was grading it?

All summed up: What lights you up?

When we're young, we're often taught to treat those interests as distractions from the "real" work.

I think the opposite is true.

Those interests are clues. They're pointing toward the place where your curiosity, your energy, and your contribution intersect.

The people who will thrive in the next ten years will be like shining beacons!

They'll be the people who know how to follow genuine curiosity.

The people who can create their own path.

The people who can stay fascinated.

The people who know what lights them up and have the courage to build around it.

So welcome to your summit. When you meet a new friend today, ask “What lights you up?” May the answers surprise and delight and lead you into your next 10 years.

[Leye Simpson @simpsonitey]

*In Oka Akoko, Ondo State, indigenous hunters rounded up Fulani bandits, who were armed with AK47 guns. The crowd didn't allow people to know the details. But they couldn't move again with their okadas. Oluode chanted ofo on them. Details later. Agbekoya is back!!*

[Mike Arnold @MikeArnoldTruth]

MEMORANDUM: Nigeria, the Sokoto Caliphate, and the Coming Global Jihad

TO: President Donald Trump

CC: The Honorable Pete Hegseth, Secretary of Defense; The Honorable Marco Rubio, Secretary of State

FROM: Mike Arnold, author of EPICENTER: Nigeria, Radical Islam, and the War for Global Order

DATE: June 5, 2026

RE: The Sultan of Sokoto, the Mahdi prophecy, and Nigeria as the staging ground for global jihad

READ THE FULL MEMO>> https://t.co/ghf5RDHu4B

@realDonaldTrump
@PeteHegseth
@marcorubio

[FATAI @Fatai_001]

Some countries scrutinize large study gaps or older applicants more than others during visa processing.
Here are countries generally considered the best options for mature applicants (30+ years old) as an international student⬇️
- Germany 🇩🇪
- Norway 🇳🇴
- Finland 🇫🇮
- Sweden 🇸🇪
- Austria 🇦🇹
- Ireland 🇮🇪
- New Zealand 🇳🇿
- Denmark 🇩🇰
- Netherlands 🇳🇱
- Belgium 🇧🇪
- Italy 🇮🇹
- Portugal 🇵🇹
- Poland 🇵🇱
- Iceland 🇮🇸
- Uk 🇬🇧
- Canada 🇨🇦
These countries are often considered among the most accommodating for applicants with significant study gaps or older ages.

For Pro tips and consultation send a DM to @Edu_Jetset

Follow my agency👉🏿
@Edu_Jetset

On Instagram👇🏾
Jetsetconsultng

Explore our website for more information on JAPA 👇🏾
https://t.co/Fcy9UmoaEk

For professional help and one-time admission, send us a DM or WhatsApp message↙️

➡️ [phone] or
➡️ [phone]

[FATAI @Fatai_001]

🇮🇹 3 Affordable Italian Universities🔥 and their tuition fees in NAIRA…..

1. University of Camerino (UNICAM) Italy 🇮🇹

University of Camerino (UNICAM) is one of Italy’s cheapest universities for non-EU students.

💰 Tuition⬇️
- Non-EU (general): €556/yr → ₦888,000
- Non-EU from developing countries: €456/yr → ₦728,000

📅 Application status⬇️
- 🔴 CLOSED for non-EU students (AY 2026/27)
- Next cycle typically opens: Late 2026.