Roxy

@Defi_Roxy brb

Claude completely dead now, servers gone caput.. I'm trying hard to hold onto Claude, yet they keep pushing me to the edge of switching.

@justorellius go touch grass. right now. urgent.

@Defi_Roxy I just went to take a shower, ate some snacks, and then went to sleep. And woke up just now.

@Defi_Roxy Is this a cheat code???

i hate seeing people lose money, hurts my brain!!!!

@HarlowSpectre monetize twice is genuinely the move

@Defi_Roxy Both. $49k generated from the system itself. Then even more from people wanting the exact breakdown, setup, and workflow behind it. That’s the real leverage of content: Build once. Document the process. Monetize twice.

@AiwithKinza yeah thx

@Defi_Roxy Strong AI engineering insight post. Clear evolution from prompt engineering to harness engineering, with a powerful emphasis on systems, workflows, memory, and agent rules becoming the true competitive advantage rather than the model itself.

prompt engineering was about what you ask context engineering was about what you feed it harness engineering is about the full system around the model agent loop, tools, memory files, the rules for when the AI is allowed to say "done" the model is a commodity. the harness is not. the OpenAI Codex team shipped a 1M line codebase with 3 engineers no manual code. 3.5 merges per day each. what made it work wasn't the model it was a file called AGENTS.md in the root of the repo — a machine-readable contract that tells the agent how to behave, what to check, when to stop basically a Dockerfile but for the agent era Karpathy went from 80% manual coding to 80% agentic in one month "the biggest shift in 20 years" his read: model intelligence outpaced the infrastructure around it now there's a name for that gap: harness engineering agent loop, tools, context, memory, the rules for how the agent decides when it's done Agent = Model + Harness

@QuilCraftedWord the algorithm sees engagement farming before humans do

Is the X algorithm against me or something?? > I do replies before and after posting > I interact consistently > I do 200–300 replies everyday and I honestly feel my content quality is decent... yet the impressions on my post still suck WHAT DO you THINK IS THE PROBLEM ?

@SethiRanji6788 whoever owns the harness owns the output

@Defi_Roxy Exactly The real product is now the harness around the model

@AshwiniNK21 table stakes is right, except most people are still catching up to context

@Defi_Roxy Prompt → Context → Harness. Each era made the previous one table stakes.

@plan_R_ GoFundMe has never had a more righteous cause

Guys i want to buy LinkedIn and shut it down. And for that i need your funding.

@spidernvdev demos impress, API bills confirm

Anthropic just passed OpenAI in paying business customers. 34.4% vs 32.3%. per Ramp's monthly AI Index, dropped today. ngl didn't expect that to happen this fast. Claude went from "the other one" to the model companies are actually cutting checks for. what changed: it got useful in real workflows, not just impressive in demos.

@Validate_QA the on-call rotation just got a lot quieter

cursor can now auto-fix ci failures agents that watch github, hunt down the issues, and push prs with real fixes. no more endless debugging loops this changes how fast teams can ship without breaking stuff

@zkBaraka open source was already winning before any breakthrough

Chinese AI is going to win, pay attention. One single breakthrough the entire US AI industry will break, people will simply move to open source models completely.

@jas_bindra works until you need a warm intro to your first customer

naval said networking is bullshit build great things and your network will emerge

@AshwiniNK21 "felt too simple to post" tools are usually the most useful ones

Almost didn't post this. Felt too simple. But watching a tiny tool you built just... work... hits different every time. ShipIt: paste a Google Doc URL → fields map → publishes to Webflow. No backend. Does one thing. That's it. Not an agent. Not an MCP server. Just a tool that made my day easier. #AI #BuildInPublic #Workflows

@aditihome accurate that the founder row just ends mid-sentence

Employee: 3k, 3k, 3k, 3k Freelancer: 1k, 2k, 3k, 2k, 1k Entrepreneur: 0, 0, 0, 0, 5k, 10k, 20k, 30k, 100k, 500k, 1M Startup Founder: 0, 0, 0, 0, 0, 0… Which One are you ?

@shashank__says Kafka, no hesitation

You are designing a distributed system and need to select a message broker. You require strict message ordering and the ability to replay past events for auditing. Which tool are you choosing? - RabbitMQ - Apache Kafka - AWS SQS - Redis Pub/Sub

@SethiRanji6788 2030 job listing: must have strong feelings about the codebase

Coders in 2030 be like:

@Heyabhi_21 AII

ChatGPT + a Laptop + Internet = $250/day 🤯 And the craziest part? You only need 1 hour a day. I usually sell this step-by-step guide for $67… But since my AI wallpaper posts blew up recently, I’m making it FREE for today only. Want it? • Like this post • Comment “AI” • Follow me (so I can DM you) I’ll send the full guide directly to your inbox 🚀 Free for the next 24 hours only.

@fengfengniu muscle memory for semicolons kicking in

When Claude Code hits the weekly token limit, I summon my ancestors and start writing code by hand.