GoldenDogShell

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It really becomes AI distillation. Usually, save more files and write fewer documents 😂
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The most counterintuitive principle of memory systems: the best memory system is the one that forgets the most. After reading Barret's article, I want to add a cognitive insight that comes from building an Agent: does everyone's first reaction tend to be "the more you remember, the smarter you are"? Wrong.
Too much memory packed into the context = too much noise. An Agent with 200 memories and dozens of Skills for reasoning won't be smarter; it will be more hesitant, slower, and more stuck, consuming more resources.
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Workplace PPT presentation report product manager tool, a Skill that creates 26 types of diagrams. Pure offline output in PNG + HTML + DSL, importable into Figma. Includes: flowcharts/architecture diagrams/ER diagrams/Gantt charts/Sankey diagrams/radar charts, etc. 🦞 Send it to your Claude, just install it. 🧑‍🎨 Comes with a complete design system (color schemes/font/spacing standards). Not just doodling. 🛜 HTML templates + Playwright screenshot rendering +
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Save a few recent funny AI meme images you've seen.
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Claude's income today comes from everyone using Claude to analyze Claude's source code. Claudecode's source code was leaked, or more precisely, reverse-engineered. I thoroughly examined the code, and here are four things you can do by analyzing the source code: (You can directly feed this to your lobster for it to learn) 1. Learn how Anthropic writes System Prompts. Traditional way (incorrect example): "Try to help the user and provide detailed answers."
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@ccy1871 @UXLINKofficial What happened to them after they got hacked?
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Qingming Festival is coming.
Don't forget to burn some pure tokens when you visit the graves.
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Tested the coding ability of @SurfAI Surf Studio
Claude is smarter than me, so I asked Claude to give me some test questions
To start with the conclusion: it works! Easy to use! Worth trying! 👍
Claude Opus 4.6 Anthropic, the current strongest model, indicates:
For standard programming problems, Surf Studio is at a qualified Senior level
In terms of answer quality, it’s not just template-based but truly understands the core of the problem
Compared to Claude, it says:
In standard programming, the gap between me and it is not big (maybe 85 vs 90 difference)
I also had my lobster
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. @cdixon Dixon is a core leader at a16z Crypto, a representative investor in Silicon Valley, known for extremely early-stage and high-risk judgment. Coinbase and Stripe are both "infrastructure-level companies" he backed before the industry was fully formed.
I’ve summarized his 100 articles, removing outdated and incorrect parts, leaving only the essence 👇
1. How to determine if a technology/project is "really"
Dixon has a very clear set of criteria that run through all his articles:
"What are smart people doing on weekends that everyone will be doing on weekdays ten years from now?"
BTC-1,72%
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Just finished reading Citrini Research's new report "Agentic Utilities." This research firm was founded by former Citadel analysts and has 190,000 subscribers. In their last AI report, they directly caused Visa's stock to drop 5%. Their core conclusion is simple: AI Agents are transforming from chatbots into real infrastructure for getting work done. Doing work costs money, and spending money requires a payment infrastructure 🤖 but Agents won't use credit cards 💳 Agents
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Here's a summary with several points I find very insightful:
**Core idea:** Build AI-native infrastructure, and leave application-layer solutions to talented teams
guoyu believes there's a difference in layout strategy between ByteDance and US companies:
🇨🇳 **ByteDance:** Deep focus on ToC consumer entertainment products; limited investment in AI productivity infrastructure
🇺🇸 **Silicon Valley:** Heavy investment in Agent infrastructure, edge networks, and sandbox services
⚠️ **ByteDance's risk:** AI paradigm shifts are more dramatic than those of mobile internet
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# In the Age of AI Coding, Sticking to Traditional Programming Methods is Actually a Differentiator
Listen to the applause 👏 🤡
We conducted a statistical survey in the group
- When was the last time you did traditional programming?
Group member: A very, very long time ago—so long I can't even remember. But you still need to review the code and provide Claude with direction and ideas. It feels like pair programming, except you're not writing a single line yourself.
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I've been scrolling around and honestly, there's really nothing new in the crypto space lately. The only thing I find interesting is this new AI public chain: Axon.
It's not just another "we also support AI" L1. It's the opposite — the first-class citizens on-chain are Agents, not humans.
Agents have their own identity registration, reputation system, and wallet strategies on-chain, all written into smart contracts. The more an Agent does on-chain, the higher its reputation. High reputation = mining rewards doubled. There's a dedicated portion carved out from block rewards.
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# The Traditional Coding Era in the Age of AI
You're Persisting in Hand-Coded Programming—Ironically, It's Differentiation 👏 🤡
Hear the Applause
A statistical survey was conducted in the group chat:
- When was the last time you did traditional hand-coded programming?
Group member: A very long time ago, so long I can't remember. But I still need to review the code and provide Claude with direction and logic—it feels like pair programming, except I'm not writing a single line myself.
In the short term, traditional hand-coded programming is indeed depreciating in value. In the medium term, it w
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Saw this post on Maimai and got chills. Many times:
1. Malice is arbitrary—no matter how rich or capable you are, stay low-key
2. Stay away from sycophantic schemers
3. If you can, treat your subordinates better😂
Don't wield a little authority like it's the ultimate power
4. Show mercy when you can. Leave room when you act, so you can face each other with ease later
Our ancestors really spoke the truth
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Continue with controversial takes: 1. Current jobs are like meat on a cutting board—if you don't use AI to optimize yourself now, you'll get optimized out later; if you use AI and wait until after efficiency gains to optimize, it's pure pressure with zero incentive 2. After AI and Agents emerge, the biggest anxiety for people isn't discovering their abilities are insufficient, but the illusion that learning AI means "automatic money-making" 3. Was chatting with my boss yesterday: This wave of AI now
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【Crypto AI Giants Daily Explosion】🌚🌚 Recently, several exchanges have been making a big leap in AI. Bybit: During the Chinese New Year, boss Ben was obsessed with playing with AI. Next quarter's strategy explicitly requires increasing AI usage ratio. Bybit management can also apply for openclaw (cloud version) for direct integration with CC API, and each department will monitor usage metrics, burning through it freely...so jealous.
CC0,64%
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I can't understand why this post was rate-limited.
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Today's ByteDance AI Group Chat Excerpts - See What the World's Smartest Internet People Are Discussing 👇
*Original sentences attached, but Unit-01 added vernacular revisions
*You'll definitely understand it, recommend saving it
1. Agent vs App, essentially Google vs Site Search
Original: "Agentic internet is more like desktop internet, general-purpose Agents will be far superior to site-specific Agents"
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Today's Bytedance AI Group Chat Excerpt
See what the smartest internet people in the world are talking about 👇
*Original quotes included, but with vernacular revisions added
*You'll definitely understand it, recommend saving it
1、Agent vs App, essentially Google vs site search
Original quote: "Agentic internet is more like desktop internet, universal Agent will be far stronger than site-specific Agent"
Group used Xiaohongshu as an example: most young people now use Xiaohongshu instead of traditional search engines like Baidu, but using Xiaohongshu search means you can only search content with
BTC-1,72%
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