Rich2035

[R𝛼m 🦅 @rambuilds_]

If I had 6 months to become a GenAI Engineer.

I'd do this.

Stage 1: Python + Async Architecture FastAPI, asyncio, typing, Pydantic v2, event-driven design, API integration patterns.

Stage 2: Multimodal LLM Fundamentals Transformer architecture, SLMs vs LLMs, context window management, vision/audio inputs, token economics.

Stage 3: Structured Outputs + Prompt Ops JSON schema enforcement, function calling, prompt versioning, template management, few-shot optimization.

Stage 4: Advanced RAG + Knowledge Graphs Hybrid search, graph RAG, semantic reranking, metadata filtering, citation grounding, incremental indexing.

Stage 5: Agentic Workflows + Orchestration LangGraph/LlamaIndex, tool use, planning loops, multi-agent collaboration, human-in-the-loop handoffs.

Stage 6: Production GenAI Applications Streaming responses, optimistic UI, fallback models, rate limiting, cost-aware routing, session management.

Stage 7: Evaluation + Quality Assurance LLM-as-a-judge, automated eval harnesses, regression testing, hallucination metrics, RAGAS/DeepEval.

Stage 8: Inference + Infrastructure Optimization vLLM/SGLang, quantization (FP8/INT4), KV caching, speculative decoding, edge deployment, model distillation.

Stage 9: MLOps + Observability Distributed tracing, latency monitoring, cost dashboards, drift detection, CI/CD for prompts and models.

Stage 10: AI Safety + Compliance Guardrails, prompt injection defense, PII redaction, copyright checks, EU AI Act compliance, content filtering.

Stage 11: Open Source + Portfolio Ship multimodal agents publicly, write technical deep dives, record demo videos, contribute to orchestration libs.

Stage 12: Apply GenAI Engineer, AI Application Developer, LLM Infrastructure Engineer, Autonomous Systems Engineer roles.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[Anatoli Kopadze @AnatoliKopadze]

this is f*cking gold

the Claude setup most people will never find on their own

if I had this a year ago, I would've worked 5x faster

in the right hands, this changes everything:

[Anatoli Kopadze @AnatoliKopadze]

the engineer who built Claude Code just dropped a 28-minute video on how to write prompts that actually work

I've seen $300 courses that don't cover what he shows in the first 10 minutes

CLAUDE.md files, memory shortcuts, parallel sessions, prompting patterns

all in one video and completely free

works whether you're a developer, a beginner, or someone who's been using Claude for months

based on this, I put together 18 things you can copy and use in Claude today

full guide in the article below

[Mr. Buzzoni @polydao]

Atlassian's CEO after firing the engineer who built their $1.79B infrastructure and the guy released a 38-minute breakdown of everything he built, free for anyone to copy

[yourclouddude @yourclouddude]

You don’t need 10 years of experience to stand out in tech.
You just need to master the fundamentals that 90% of people skip.
Here are 7 fundamentals that will level up your career 👇

[yourclouddude @yourclouddude]

The 6-month roadmap to become hireable in tech:

[Nav Toor @heynavtoor]

In 2016, a man with no CS degree quit his job to study for a Google interview.

He was an English major.
A self-taught web developer.
A former Korean translator in the US military.

He studied 8 to 12 hours a day. For 8 months straight.

Algorithms. Data structures. System design. Operating systems. Networking. Every topic Google asks.

He tracked every minute of it on GitHub. He called the repo "Google Interview University."

Then he applied to Google.

Google never called him back.

Here's the wildest part:

The repo he left behind became one of the most-starred projects on GitHub. Over 343,000 stars. Used by thousands of devs to break into FAANG.

He got hired at Amazon as a Software Engineer.

His name is John Washam. The repo is now called coding-interview-university.

Inside you get:

- A multi-month study plan, week by week
- Every CS topic Google, Amazon, Meta and Microsoft actually ask
- Algorithm patterns with worked examples
- System design from zero to senior
- Big-O, data structures, trees, graphs, recursion, dynamic programming
- Behavioral interview prep
- Mock interview drills
- Book and lecture recommendations he personally used
- Flashcards, video resources, and a coding question practice plan

Self-paced. Free. No course. No paywall. No upsell.

Just one engineer's 8-month study log, open for anyone who wants to follow it.

If you are preparing for a tech interview, this is the most complete free roadmap on the internet.

100% Open Source.

(Link in the comments)

[Matthew LaBosco @matthew_labosco]

Robert Sapolsky is a Stanford neuroscientist who proved chronic stress is the silent killer doctors ignore.

On Chris Williamson's podcast, he revealed 10 "normal" habits you do every day that wreck your sleep, mood, and nervous system:

1) Replay conversations in your head

[S.T.E.M Explorer @stemexplor]

Calculus Decoded: Your Visual Guide

[Jaynit @jaynitx]

In 2019, MIT professor Patrick Winston gave a legendary 1-hour lecture called “How to Speak.”

It has 18M+ views for a reason.

His frameworks:
• Your ideas are like your children
• The 5-minute rule for job talks
• Why jokes fail at the start

15 lessons on communication:

[Jasmin @AI_with_jasmin]

🚨 BREAKING: Passive studying is dead!

Claude can train your brain harder than most professors ever will.

Here are 10 Claude prompts to learn anything 10× faster

[Doreen @dee_naliaks]

I ACCIDENTALLY UNLOCKED "GOD MODE" FOR FINDING REMOTE JOBS,

AND IT STARTED SHOWING ME JOB WEBSITES I DIDN'T KNOW EXISTED.

HERE ARE THOSE 10 REMOTE JOB WEBSITES THAT WILL CHANGE EVERYTHING FOR YOU:

[AI Panda @AIPandaX]

BREAKING: Claude can now replace a $15,000 coding bootcamp and teach you like a Senior Staff Engineer - without spending a single dollar.

Here are 18 Claude prompts to master AI development, build production-ready apps, and upskill faster than 99% of developers:

[Code Geek @codek_tv]

Statistics cheat sheet

[Kevin Tanaka @ItsKevinTanaka]

Napoleon Hill spent 25 years interviewing 500+ of the most successful people in history.

From Henry Ford to Thomas Edison, he discovered how history's top 0.1% think differently from the rest of us.

Here are 13 of the most unconventional mental habits he found:

[Ábris Babicz | The Demi Cycle Protocol 🧬 @AbrisGains]

Bad sleep doesn't just make you feel tired...

It silently fuels obesity, insulin resistance and heart disease by wrecking your hormones.

But don't take addictive and dangerous sleeping tablets.

Here the top 10 natural sleep supplements (bookmark this): 🧵

1. Apigenin

[AI Panda @AIPandaX]

Solid Python Cheatsheet
(this is basically 80% of Python)

[Alex @notcomplex_]

This is the most detailed study on personality and intelligence ever done:

First, the Big Five: Neuroticism is robustly associated with lower intelligence, particularly processing speed and quantitative ability.

[Jaynit @jaynitx]

>be Jim Simons
>born 1938 in Brookline, Massachusetts
>shark eyes, warm smile, galaxy brain
>age 3, realize numbers double infinitely
>age 4, obsessed with Zeno's paradox
>parents: "what is wrong with this kid"

1950s:
>MIT at 17
>graduate in 3 years
>too easy
>Berkeley PhD in 2 years
>thesis is 20 pages
>advisor doesn't know if it's genius or insane

1964:
>join the NSA
>job: crack Soviet codes
>coldest war, hardest puzzles
>you're very good at this

1967:
>write a letter to the New York Times
>call Vietnam "a stupid war"
>NSA: "you can't do that"
>you: "just did"
>fired immediately

1968:
>become math professor at Stony Brook
>age 30, youngest department chair ever
>do actual math
>invent Chern-Simons theory
>physicists use it for decades
>you treat it like a footnote

1978:
>get bored of academia
>everyone says markets are random
>you: "what if that's bullshit"
>start trading with math

1982:
>found Renaissance Technologies
>strip mall office in Long Island
>no suits, no MBAs
>hire physicists, astronomers, codebreakers
>Wall Street experience? disqualifying

1988:
>launch Medallion Fund
>close it to outsiders almost immediately
>only employees can invest
>this matters

the method:
>find patterns humans can't see
>trade thousands of times a day
>tiny edge × massive volume × time = infinite money
>nobody knows exactly how
>employees sign insane NDAs
>secrets go to the grave

the returns:
>66% annually before fees
>39% after fees
>for 30+ years
>not a single losing year
>2008 financial crisis: +82.4%
>best track record in history
>better than Buffett, Soros, everyone
>not even close

the money:
>net worth hits $31 billion
>all from math
>no oil, no inheritance
>just patterns in the noise

tragedy:
>son Paul died in 1996 bicycle accident
>son Nicholas drowns in 2003
>two sons gone
>pour billions into autism research, math education, basic science

May 2024:
>die at 86
>never wrote a memoir
>never explained how Medallion works
>never needed credit

the codebreaker who cracked the market.

66% a year.
30 years.

the greatest investor who ever lived
and nobody knows how he did it.

[Leddy @LeddyLLC]

Cortisol isn’t just making you anxious.

It’s killing your testosterone, storing belly fat, and wrecking your sleep.

Here’s how to shut your stress switch off and reclaim your brain🧵

1. Fix your posture.