DegenSing

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I don't know who those people are who can vibe code and ship a product in 1-2 hours... It takes me atleast 2-3 days to make thing work to ship production ready V1.
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I don't know who those people are who can vibe code and ship a product in 1-2 hours...
It takes me atleast 2-3 days to make thing work to ship production ready V1.
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nobody talks about this but vibe coding is accidentally teaching people more than most bootcamps.. you start building and without even realizing it you learn: how APIs connect everything why your .env file actually matters what localhost really means why it works on local but
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finally a benchmark that actually matters. forget MMLU and math scores.. PinchBench tests which AI model is best at doing real work. not answering trivia. actually doing things: → looking up info from multiple web sources → creating and scheduling meetings → organizing
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nobody talks about this but vibe coding is accidentally teaching people more than most bootcamps..
you start building and without even realizing it you learn:
how APIs connect everything
why your .env file actually matters
what localhost really means
why it works on local but breaks on deploy
how auth actually works under the hood
what really happens after npm install
how backend logic flows
how your database is structured
why rate limits exist
vibe coding isn't skipping the learning.. it's just reordering it.
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Claude can literally make you rich. investment firms, banks, and financial institutions are all using Claude for research and analysis. and now you can steal their exact playbook. here's the 9-phase system top financial institutions use with Claude: > phase 1: build your
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finally a benchmark that actually matters.
forget MMLU and math scores.. PinchBench tests which AI model is best at doing real work.
not answering trivia. actually doing things:
→ looking up info from multiple web sources
→ creating and scheduling meetings
→ organizing files on your computer
→ writing and managing emails
it tests models running as agents through OpenClaw.. meaning the AI has to use tools, chain actions, and complete tasks end to end.
the results are interesting:
> Gemini 3 Flash leads at 95.1%
> MiniMax M2.1 close behind at 93.6%
> Kimi K2.5 at 93.4%
> Claude Sonnet at 92.7%
>
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Claude can literally make you rich.
investment firms, banks, and financial institutions are all using Claude for research and analysis.
and now you can steal their exact playbook.
here's the 9-phase system top financial institutions use with Claude:
> phase 1: build your investor profile
tell Claude your style (value, growth, macro), risk tolerance, time horizon, return targets. this becomes the lens for everything that follows.
prompt: "here is my investor profile. reference this for everything we discuss today."
> phase 2: institutional document analysis
upload 10-Ks, earnings calls, hedge f
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Noice.. Now Claude cowork, perpelxity computer got a competitor they wish they hadn't before..
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What's this market even.. No client no job fucked up shit... Plus these God dayum dust allergies.
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What's this market even.. No client no job fucked up shit... Plus these God dayum dust allergies.
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things every vibe coder should understand but nobody explains simply: → APIs.. servers talking to servers → .env.. where your secrets live (never push it) → localhost.. your own machine acting like a server → auth.. mostly tokens + cookies → npm install.. installs 10k
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someone just leaked the Claude Code meta. this repo has 13k stars and it's basically a free AI engineering team in a folder. what's inside: → sub-agent architectures that actually scale → the only 3 MCP servers you'll ever need → slash commands that aren't in the official
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things every vibe coder should understand but nobody explains simply:
→ APIs.. servers talking to servers
→ .env.. where your secrets live (never push it)
→ localhost.. your own machine acting like a server
→ auth.. mostly tokens + cookies
→ npm install.. installs 10k packages you didn't write
→ frontend.. just sending HTTP requests
→ database.. structured data + queries
→ rate limits.. stop people from spamming your API
once you see this.. web development suddenly becomes much simpler.
you don't need a CS degree. you need these 8 concepts and a weekend.
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10 AI companies are giving away courses for free that people pay thousands for. master even 3 of these and you're ahead of 99% of people panicking about AI replacing them. here's your free curriculum: 1. OpenAI — learn directly from the people building GPT →
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someone just leaked the Claude Code meta.
this repo has 13k stars and it's basically a free AI engineering team in a folder.
what's inside:
→ sub-agent architectures that actually scale
→ the only 3 MCP servers you'll ever need
→ slash commands that aren't in the official docs
→ real workflows from Karpathy and Boris Cherny
→ orchestration patterns: Command → Agent → Skill
Boris Cherny (Anthropic) said it best.. "every engineer uses their tools differently. we built Claude Code to not just have great defaults, but to also be incredibly customizable."
hooks, plugins, LSPs, MCPs, skills, custom
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10 AI companies are giving away courses for free that people pay thousands for.
master even 3 of these and you're ahead of 99% of people panicking about AI replacing them.
here's your free curriculum:
1. OpenAI — learn directly from the people building GPT

2. Google — AI fundamentals from the company that started the transformer revolution

3. Microsoft — enterprise AI, Azure, Copilot.. the corporate AI stack

4. NVIDIA — GPU computing, deep learning, the hardware side nobody teaches

5. — Andrew Ng's courses.. this is the gold standard for ML foundations

6. Meta — open-source AI,
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unpopular opinion.. no single AI is the best at everything. my honest ranking after using all four daily: research / truth: Grok > Claude > ChatGPT > Gemini backend development: Claude > Grok > ChatGPT > Gemini frontend development: Gemini > Claude > ChatGPT > Grok daily
GROK2,42%
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if you're messing around with OpenClaw and feel bad because you haven't made a billion dollars yet.. don't. every single day you use it.. break something.. fix something.. figure out a new trick.. share a way to save tokens.. literally anything you do while tinkering.. that's
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