kingsam 📈

you can survive life by faith.
forex/stocks/crypto trader 📈📱

[kingsam 📈 @Sampson4177]

@dammy4trueluv Gay

[Habbyfx @Habbyforex_]

If you believe in yourself Retweet this post 💪

[kingsam 📈 @Sampson4177]

@saylor 🎯

[kingsam 📈 @Sampson4177]

@DrProfitCrypto Legends

[Sandeep Jain @sjsandeep_jain]

Most people think AI agents are just smarter chatbots.

They're not.

The companies winning with AI are building systems, not prompts. 👇

🧠 Orchestration Layer
Breaks goals into tasks, routes work, manages state, and enforces guardrails.

👥 Specialized Agents
Research agents. Reasoning agents. Action agents. Data agents. Communication agents.
Each agent does one job exceptionally well.

🔧 Tools & Integrations
APIs, databases, code execution, documents, web search, external services.
This is where agents stop talking and start doing.

📚 Memory Layer
Short-term context + long-term knowledge + event history.
Without memory, every conversation starts from zero.

📊 Observability & Monitoring
Track costs, latency, failures, and agent behavior in production.
What gets measured gets improved.

🛡️ Governance & Reliability
Authentication, security, fallback agents, audit trails, human oversight.
Required for enterprise-scale AI.

💡 The biggest misconception in AI today:
People focus on the model.

Top AI teams focus on the architecture.

Because the difference between a demo and a production AI system isn't the LLM...
It's everything around it.

📌 Save this architecture
🔁 Repost for AI builders
➕ Follow for practical AI engineering breakdowns 🚀

[kingsam 📈 @Sampson4177]

@PolymarketSport The person will cash out if Argentina qualify for the first round 2x easy money

[Anthony Pompliano 🌪 @APompliano]

SpaceX hit $3 trillion market cap today.

This means Elon Musk made more money in the last 24 hours than Warren Buffett made in his entire lifetime.

Insane.

[Elon Musk @elonmusk]

@Sajwani @SenWarren Not impossible, but definitely requires factories on the Moon and Mars to achieve.

By then, I don’t think dollars will be used as currency. Just mass and energy.

[kingsam 📈 @Sampson4177]

@RoarWeb3 Both educated and uneducated people are asking the same question today, What prevents most people from getting rich? Unless we find better solutions, we're cooked.

[kingsam 📈 @Sampson4177]

@samson_samsen @_falsi1ke Honest truth

[kingsam 📈 @Sampson4177]

This is the best time to start accumulating ETH, as it is close to a major support level in one week timeframe. 📈

[Kelvin_Talent📊🥂 @Kelvintalent_]

It is easier to find another entry than to find another capital

ForeverINprofit🥂

[Kankan @kankan_eth]

Dear @Bybit_Official @Alpha_Bybit i did a p2p transaction of $9K few hours ago with a popular vendor called JBEXPRESS!!

This guy has refused to make payment and keeps sending me fake receipts of 12.4million

@BybitAfrica look into this!!
No response from him so far.

[kingsam 📈 @Sampson4177]

@Educleverso @TrollFootball This is funny 😂 man

[Teneo Protocol @teneo_protocol]

Prompting gets you answers. Architecture gets you systems that can repeat, improve, and produce reliable outcomes.

That’s where agents become much more interesting. Not just one-off outputs, but loops with context, tools, checks, and clear goals.

The edge won’t be asking AI better questions. It’ll be designing better workflows for AI to run inside.

[kingsam 📈 @Sampson4177]

@KojoForex Looks like it hit your sl first before going to your direction

[SightBringer @_The_Prophet__]

AI will move from “generate output” to “own the loop.”

Most people still think of AI as a chat box that answers questions or writes code.

The next 1-2 year shift is persistent agents that can take a goal, use tools, inspect results, correct errors, and keep working across days.

The clearest place this shows up first is software.

AI will not just write code.

It will read the repo, find the bug, open the PR, run tests, fix failures, deploy, monitor logs, catch regressions, and repeat.

One human will manage a swarm of agents doing what used to require a team.

That is the thing people are missing.

The breakthrough is not prettier text.

The breakthrough is closed-loop execution.

[kingsam 📈 @Sampson4177]

@I_Am_The_ICT @MosesBridge Like this place?📱

[kingsam 📈 @Sampson4177]

@NadzuAI Ai

[kingsam 📈 @Sampson4177]

@Habbyforex_ Mentor 📈