Dezi ➐

SDE | Budding Investor | Growth Investor | Cricket fan | Here to learn the art of Investing

[Suraj Sharma @suraj_sharma14]

If I had 6 months to become an Agentic AI Engineer.

I'd do this.

Stage 1: Python + Async Foundations
asyncio, FastAPI, event-driven architecture, error handling, API integration patterns.

Stage 2: LLM Fundamentals for Agents
Context management, model routing, token economics, latency tradeoffs, failure modes.

Stage 3: Tool Calling + Structured Outputs
Pydantic validation, function calling schemas, error recovery, dynamic tool discovery.

Stage 4: Memory + State Management
Short-term buffers, long-term vector recall, context compression, cross-session sync.

Stage 5: Single Agent Workflows
ReAct loops, plan-and-execute, self-reflection, iteration limits, graceful degradation.

Stage 6: Multi-Agent Orchestration
LangGraph/CrewAI, supervisor patterns, message passing, conflict resolution, handoffs.

Stage 7: Human-in-the-Loop Systems
Uncertainty detection, approval gates, audit trails, resume logic, intervention points.

Stage 8: Evaluation + Quality Assurance
Automated eval harnesses, LLM-as-a-judge, regression testing, hallucination metrics.

Stage 9: Observability + Tracing
Distributed tracing (LangSmith/Arize), cost dashboards, latency monitoring, alerting.

Stage 10: Security + Guardrails
Prompt injection defense, output filtering, PII redaction, sandboxed execution, compliance.

Stage 11: Production Deployment
vLLM/SGLang, Kubernetes scaling, CI/CD for agents, canary releases, rollback strategies.

Stage 12: Open Source + Portfolio
Ship autonomous agents publicly, write architecture docs, record demos, contribute to libs.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[Dezi ➐ @DeziDream]

@codewithimanshu Reporting as Spam.

[Himanshu Kumar @codewithimanshu]

This Chinese quant built a simulation of how SPX price reacts to any global event.

Made over $100K with full blockchain proof.

He knows exactly where price will go.

I found his wallet. Reverse-engineered the entire system.

Then used Claude new Fable 5 rebuild it in under an 1hr.

Here is what he actually did.

Loaded 40+ years of SPX trading history into MiroFish simulator.

18K stars on GitHub. Open source. Agentic framework.

AI analyzed every single moment in that trading history.

Now he has a fully functional SPX price prediction system.

Dozens of successful SPX trades. Hundreds of tests across other stock markets.

Here is exactly what the stack looks like:

→ Market data APIs for SPX price (Alpha Vantage or Quandl)
→ Data pipeline built in Python
→ Feature engineering for output signals like RSI and MACD
→ Seed dataset for MiroFish (convert data into structured context)
→ Multi-agent simulation (macro strategist, earnings analyst, sentiment analyst agents)
→ Probability forecast running different scenarios
→ Trading decision model (SPX futures ES, SPY ETF)

The agents do not predict.

They simulate.

They run every possible market reaction to news, earnings, Fed moves, geopolitical events.

Then they converge on the highest probability outcome.

Trade only fires when all agents agree.

I rebuilt this exact pipeline with Claude Fable 5 (Mythos)

Fed it the framework. Connected the data sources. Let it simulate.

The agent monitors SPX patterns 24/7.

Runs scenarios in real-time.

Alerts me when convergence hits.

You can feed the whole thing to Claude and build your first simulation model together.

Even a small one.

You only need Claude + device + 1 hour to deploy.

Giving this free for 24 hours.

To get it:

1. Comment the word "Claude"
2. Like and retweet this
3. Follow me @codewithimanshu so I can DM you

Save this post. Build the simulation system this week.
Start with paper trading. Scale on evidence.

[Dezi ➐ @DeziDream]

@codewithimanshu Claude

[Dezi ➐ @DeziDream]

@realDonJunk @askvitaliy_ @CalltoActivism You won the internet today 😂😂

[Lazarus @Lazarus_Capital]

He nailed the thesis for $AMD and CPU demand.

He nailed the thesis for $DELL and server rack/inference set ups.

He’s going to nail the next one.

@BenBajarin ladies and gentlemen.

[Dezi ➐ @DeziDream]

@Sacramentium @CryptoMikli 🤣

[Miles Deutscher @milesdeutscher]

I replaced my financial advisor with Claude - and no, that's not clickbait.

Claude now operates as my personal CFO - and it's the best thing I've done for my finances in years.

It's trained like a McKinsey-level analyst, using all my financial data.

Steal the full setup:

[Dezi ➐ @DeziDream]

@navtor24 @MykhailoRohoza Goat fucking follower says so

[Dezi ➐ @DeziDream]

@ChelsPat Lot of them are bots and some are groypers hiding behind a keyboard. Just ignore them.

[Dezi ➐ @DeziDream]

@PaulDennett_ Do whatever makes you happy and lets you sleep at night. Also… eat your protein if you’re trying to lose weight.

[Dezi ➐ @DeziDream]

@SunnyWeathns @JDRichWHU @RepOgles You’re not white either. Go away retard.

[Dezi ➐ @DeziDream]

@abbasi76uk1 @YRanaraja Says a Porki 🤣

[AmericaReal @AmericaReal3]

This photo was taken in 1946. This girl is Susan.
She is 45 years old. Has 2 children.

Susan never exercises. Sleeps late.

Eats whatever she wants. Even drinks beer instead of water.

What does Susan do?
Susan has no secret.
Susan is the woman in the upper right corner of the photo...…

[Dezi ➐ @DeziDream]

@guymystique123 @immigrationgirl Khanna, you seem to be Indian. Why don’t you get the f*** out of the US and land in India?

[Dezi ➐ @DeziDream]

@FhManna007 @KobeissiLetter Says a peado worshipper living else where

[Katy Morgan @katymorganwx]

@FOXNashville is off air. No power at the station

[Dezi ➐ @DeziDream]

@katymorganwx @FOXNashville Mt.Juliet

[Dezi ➐ @DeziDream]

@katymorganwx @FOXNashville How about Mr.Juliet?

[Dezi ➐ @DeziDream]

@Kentuckyweather @grok what does it mean for Nashville?