Silverbed

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

[slash1s @slash1sol]

MIT JUST DROPPED A 60-MIN LECTURE ON AGENTIC CODING BECAUSE VIBE-CODERS STILL THINK "--dangerously-skip-permissions" IS A FEATURE

A no-nonsense breakdown of how AI coding agents actually work from the staff that runs The Missing Semester of Your CS Education at MIT.

-> The moment you watch it, you realize why "yolo mode" in Claude Code is the single biggest reason juniors are getting fired in 2026.

Every tier-1 tech company is now filtering candidates who can't explain what an agent does to their filesystem when they hit "approve all."

Sandboxing isn't a "security team thing" anymore -> it's the only thing between your agent and your production database.

Your AI can write the code.
That wasn't the problem.

The problem is you don't know what files it's editing, what shell commands it's running, or what API tokens it just read.

Don't forget to bookmark it.

[slash1s @slash1sol]

HARVARD HAS A FULL 53-MIN GIT LECTURE FROM DAVID MALAN BECAUSE 90% OF NEW DEVELOPERS STILL DON'T KNOW WHAT A COMMIT ACTUALLY IS

53 minutes of no-nonsense version control from the instructor whose course became the largest class in Harvard history.

-> The moment you watch it, you realize why "I'll just push to main" is the fastest way to get fired in your first month.

Every junior engineer in 2026 is expected to handle Git on day one - no excuses, no Stack Overflow, no AI hand-holding.

Git isn't a "senior dev thing" anymore -> it's the literacy test for being in the room.

The agent can ship the feature in 5 minutes. Recovering the repo it broke takes 5 hours - and only if you actually understand what happened.

Don't forget to bookmark it.

[Unfiltered @quotesdaily100]

GREEN FLAGS IN A BOSS:

1. They fight for your salary increase behind closed doors
2. Credit goes to the team not just themselves always
3. They give feedback privately and praise publicly always
4. Mistakes are debriefed not punished or held against you
5. They ask how you are and actually mean it
6. Your development matters as much as your output always
7. They trust you to work without micromanaging everything
8. Hard conversations happen early not after it is too late
9. They lead with honesty even when it is uncomfortable
10. Your time outside work is genuinely respected always
11. They advocate for you in rooms you are not in
12. Ambition in their team excites them not threatens them
13. Working for them makes you better at everything you do

[The Masculine Creed @Masculincreed]

GOD CREATED 5 TROPICAL FRUITS THAT FIGHT CANCER, DESTROY PARASITES AND REBUILD IMMUNITY.

1. Soursop

[Dr Shawn Baker 🥩 @SBakerMD]

When older folks seek out more and more sugary foods like candy, cookies and ice cream it often is a signal that the brain is becoming compromised and often precedes dementia

[OurFaveOnlineDoc 🇬🇧 🇳🇬 @OurFavOnlineDoc]

Pastor Tobi’s UK church “ordains” a new young pastor. Possibly the youngest.

[Unfiltered @quotesdaily100]

Best YouTube Channels to Learn Languages & Communication:

1. English – English Addict with Mr Steve
2. Spanish – Dreaming Spanish
3. Japanese – Japanese Pod 101
4. Public Speaking – Charisma on Command
5. Writing – Brandon McNulty
6. Storytelling – Matthew Dicks
7. Debate Skills – Intelligence Squared
8. Body Language – Observe
9. Business Communication – Jeff Su
10. Vocabulary – Merriam-Webster
11. French – Français Authentique
12. German – Easy German
13. Mandarin Chinese – Yoyo Chinese
14. Arabic – Arabic Pod 101
15. Korean – Talk To Me In Korean
16. Italian – Italiano Automatico
17. Portuguese – Practice Portuguese
18. Hindi – Hindi Pod 101
19. Russian – Russian With Max
20. Sign Language – Bill Vicars
21. Accent Reduction – Rachel's English
22. Pronunciation – Sounds American
23. Grammar – English with Lucy
24. Listening Skills – TED Talks
25. Persuasion & Influence – Rhetoric & Persuasion
26. Presentation Skills – Toastmasters International
27. Confidence Building – Brian Tracy
28. Emotional Intelligence – Daniel Goleman Talks
29. Cross-Cultural Communication – Erin Meyer Insights
30. Speed Reading – Howard Berg
31. Memory & Vocabulary Retention – Loci Method
32. Slang & Informal English – English with Greg
33. IELTS Preparation – E2 IELTS
34. TOEFL Preparation – TST Prep
35. Debate & Critical Thinking – Jordan Peterson Lectures
36. Journalism & Reporting – Reuters Training
37. Screenwriting – StudioBinder
38. Poetry & Spoken Word – Button Poetry
39. Negotiation Skills – The Black Swan Group
40. Interviewing & Communication – Big Think

[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.