Pedro Carvalho
158 posts


@Polymarket I'm Portuguese and that's embarrassing tbh
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@iruletheworldmo @chazwitt how ? codex doesnt have real time voice agent , or it does?
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@ryancarson @LoganFlagg Have only a question plz . I would assume that a dashboard would be deterministic when created and tested, how can you make sure (even with the skill) if the agent didn’t hallucinate that effemeral tmp dashboard/analysis on the fly? Would u trust every single time with the answ?
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@LoganFlagg Agreed. I think people get pretty used to this idea that if the agent has access to the right data, it's much better than a dashboard.
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Every time you think you need a dashboard to look at data, stop yourself.
Do this instead:
1. Ask your agent to make sure that you have all the data to analyze something actually stored in the database.
2. Ask your agent to write a skill to gather that data.
3. Ask your agent to do the analysis and create a temp and throw-away HTML dashboard to answer the question(s) that you have
In my experience, every dashboard that I've created gets less and less use over time and decays.
It's much better to make sure your agent can get the data you need and answer the questions you have, on-demand.
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Introducing Cognee v1.0: a major breakthrough in agentic intelligence.
It is 145% better than Opus 4.8 and GPT 5.5 at long context memory retrieval.
Cognee allows a 100 BILLION token context window 100,000x more than Claude. It's:
- 6.9x cheaper than GPT 5.5 and Opus 4.8
- Cold starts in 350ms & searches in 260ms
Why this matters:
Today agents forget important context, redo tasks, waste tokens, and slow down as workflows get more complex.
Cognee solves this.
It’s not a place to build agents. It connects to the agents you’ve already built, across any platform, and makes them significantly cheaper, faster, and more accurate.
Here's how it works:
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Karpathy didn't make a course.
He made THE course.
3 hours. Free.
Tokenization. Attention. Hallucinations. Tool use. RLHF. DeepSeek. AlphaGo.
Every behavior you've ever wondered about in an LLM - where it comes from, why it exists, how it was engineered.
The gap between engineers who understand this and engineers who don't isn't technical depth.
It's the ability to conceive of entirely different things.
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Claude code source code has been leaked via a map file in their npm registry!
Code: …a8527898604c1bbb12468b1581d95e.r2.dev/src.zip

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@Angaisb_ I’m really confused on upgrading to 14 or 16” , im coming from a 13inch old MacBook Pro you think 14 is enough? Wondering if the bigger display wouldn’t be healthier and less tiring , but I also have concerns about being comfortable to use on weird places like on my lap XD
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Ok I've decided to get the MacBook Pro M5 24/1TB
Reasons:
- Wait for Air M5: I feel like it won't be enough. Also, very hot in the summer to not have a fan imo
- Get an M4 Pro instead: $400 difference with the M5
- Get an M4 instead: I don't think it's worth it for the $300 difference and the fact that it's used
Thank you everyone for your help!
Angel 🌼@Angaisb_
I've seen people say the MacBook Air isn't really that great for coding, is that true? My Mac Mini handles my tasks perfectly so I'd assume the MacBook Air would too, unless the lack of fans affects performance a lot
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@johann_sath @levelsio @robj3d3 Why all “these people” moves for example from their countries and go for Thailand , Bali etc? I ve noticed the pattern, and I would like to know why or perhaps if there is more benefits
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Pedro Carvalho retweetledi

Pieter Levels (@levelsio) and I sat down over a pint to talk about how he’s making $3m a year as a one-person company, what Europe can do to spur economic growth, and his experience as a digital nomad in over 150 cities across 40 countries.
Timestamps
00:00 Intro
00:37 Pieter’s resume
01:33 Trying to make money online as a 12 year old
02:43 Being one of the first YouTube creators
03:18 Who should indie hack
04:31 What Pieter hates about VC-backed businesses
07:51 Who is digital nomading for?
09:15 Learning from @patio11
10:17 125k tweets and the brand of @levelsio
10:59 Getting referrals from ChatGPT
11:43 What Pieter automates with AI
13:02 Investing and home country bias
15:05 Hacking thermostats
15:57 EU acceleration movement
18:34 Entrepreneurship in the EU
19:26 Pieter's reflections on Stripe’s API
21:21 Looking 5 years into the future
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@Jake_FutTrading Just because they are casuals it doesn’t mean they don’t want to use mbappe or pele in my opinion
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Pedro Carvalho retweetledi

I’ll be giving away my EXCLUSIVE TRADING DISCORD spot for November to those who RT 🔂 this Tweet & Follow me.
patreon.com/itsZTradingz
I’ll will choose winner today, GOODLUCK 🏦💰

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Pedro Carvalho retweetledi
















