Jay

If I had 6 months to become an AI Infrastructure Engineer. I’d do this. Stage 1 — Linux + Networking Processes, memory, GPUs, sockets, HTTP, TCP/IP basics. Stage 2 — Python + Backend Async Python, FastAPI, queues, concurrency fundamentals. Stage 3 — GPU Fundamentals CUDA basics, VRAM, batching, quantization, throughput. Stage 4 — LLM Inference vLLM, TensorRT-LLM, speculative decoding, KV caching. Stage 5 — Distributed Systems Load balancing, queues, retries, autoscaling, distributed workers. Stage 6 — AI Serving Model APIs, streaming responses, rate limiting, observability. Stage 7 — Data Pipelines Kafka, Airflow, ETL pipelines, vector indexing. Stage 8 — Kubernetes + Cloud Docker, Kubernetes, AWS/GCP basics, infra automation. Stage 9 — Monitoring + Reliability Prometheus, Grafana, tracing, AI cost monitoring. Stage 10 — Real AI Systems Deploy scalable chat apps, RAG pipelines, inference clusters. Stage 11 — Open Source Contribute to inference tooling or AI infra projects. Stage 12 — Apply AI Infra Engineer, Platform Engineer, ML Systems Engineer. AI apps go viral. AI infrastructure prints money.

re-entering your prime after a long downfall >>>

GitLab announced a layoff today. Please take this seriously. There will be many, many more. Your assignment is clear: Get skilled with agents and practice shipping to prod. It doesn't matter if you're HR, eng, infra, customer success, admin, ops, sales, whatever. As a Founder/CEO, I can tell you that I won't be hiring any employees who aren't really skilled with agents and able to ship to prod. I'm not alone in this. There is no 'engineering' org in the future.

studying is so hard when you just genuinely dont fucking care

phase 1 was making cryptographic money work phase 2 was making it programmable phase 3 was making it scale the final phase will be making it private

Last month I saved my nephew from a terrible mistake He built an iPhone app that went viral and already generates €60k a month in profit A big American company wanted to invest, so he came to me for an advice "Uncle, they are offering me 4 million euros!" I burst out laughing "For what? You don't even have a master's degree" "But it can be really big, and Google wants to invest..." "Wilhelm, anyone can build an app. But without education you will be nobody in Europe" I said He nodded quietly Today I learned that he shut the app down and soon he starts his master's at TU Darmstadt Thank God I was there when he needed me, this could have ended in a complete disaster

@engineers_feed You sure?

IF YOU CAN READ THIS WITHOUT SLOWING DOWN, YOUR BRAIN IS WORKING PERFECTLY: 7H15 M3554G3 15 W1TT3N 1N 4 M1X 0F L3TT3R5 4ND NUMB3R5 Y0UR BR41N 15 D01NG 50M3TH1NG 3NG1N33R5 4R3 5T1LL TR41NG T0 R3PL1C4T3 1N 4I Pattern recognition. Instant. Automatic. Free. No computer on Earth does it this fast.

Neuralink progress

@thdxr Made this dashboard to keep my adhd brain motivated. Even tho it's not a good indicator for real productivity it works for me. Might just be me loving stats

our teams last 7 days of spend damn gpt5.5

Never underestimate how much time and effort you can waste by trying to automate a process you do not understand manually.

@meta_alchemist weekly limit seems to be reduced tho. Already burned 6% which only equates to 39% 5h window usage. Before I didn't even burn 6% of my weekly limit with 100% usage of my 5h window

yooo, Codex just reset weekly limits!! 🔥

"Why don't you use API?" My last 30 days of Codex would've cost ~$11k-$18k Codex + Claude combined could be ~25k-30k USD Instead it was $200 The value of these plans is astronomical.

Virtually nobody is pricing in what's coming in AI. I wrote an essay series on the AGI strategic picture: from the trendlines in deep learning and counting the OOMs, to the international situation and The Project. SITUATIONAL AWARENESS: The Decade Ahead

GPT-5.5 reaches state-of-the-art results across key evals for agentic coding, computer use, tool use, advanced math, and cybersecurity tasks. 82.7% on Terminal-Bench 2.0 78.7% on OSWorld-Verified 55.6% on Toolathlon 35.4% on FrontierMath Tier 4 81.8% on CyberGym

Universal HIGH INCOME via checks issued by the Federal government is the best way to deal with unemployment caused by AI. AI/robotics will produce goods & services far in excess of the increase in the money supply, so there will not be inflation.

Mint Free NFT On Tempo Testnet x.com/MintAura/statu…

The Lighter public mainnet is live after 8 months of private beta! Trade perpetuals with low costs and low latency on Ethereum L2 with custom ZK circuits for verifiable matching and liquidations. Experience onchain trading at the performance grade of high frequency finance.

JUST IN: Western Union to launch stablecoin on Solana in 2026.

Introducing the $MEGA token. $MEGA will enable two core features of MegaETH → Sequencer Rotation → Proximity Markets Combined, these mechanisms will provide users with minimal end-to-end latency while driving colocation value goes back to token holders.