Angelo CB 🦁

No heredé privilegios, sólo motivos para salir adelante.

[Angelo CB 🦁 @AngeloEAI]

@Uncafecommie Siempre digo que uno no sabe que tan bueno es su ex, hasta que te ve en otra.

[Angelo CB 🦁 @AngeloEAI]

@SaraDiscovers Confirmo

[Nikki Siapno @NikkiSiapno]

𝗟𝗼𝗴𝘀 𝘃𝘀 𝗠𝗲𝘁𝗿𝗶𝗰𝘀 𝘃𝘀 𝗧𝗿𝗮𝗰𝗲𝘀.

Logs, metrics, and traces can all point to the same problem, but they show you that problem from completely different perspectives.

𝗟𝗼𝗴𝘀 = “𝗪𝗵𝗮𝘁 𝗵𝗮𝗽𝗽𝗲𝗻𝗲𝗱?”

When something happens inside an application, logs capture a timestamped record of the event, from errors and warnings to requests and state changes. That detailed context helps you understand exactly what happened at a particular point in time.

𝗠𝗲𝘁𝗿𝗶𝗰𝘀 = “𝗛𝗼𝘄 𝗶𝘀 𝘁𝗵𝗲 𝘀𝘆𝘀𝘁𝗲𝗺 𝗯𝗲𝗵𝗮𝘃𝗶𝗻𝗴?”

Rather than recording individual events, metrics turn system behavior into numerical measurements over time, such as request rate, error rate, latency, CPU usage, and memory consumption. This makes patterns, trends, and abnormal behavior much easier to spot.

𝗧𝗿𝗮𝗰𝗲𝘀 = “𝗪𝗵𝗮𝘁 𝗽𝗮𝘁𝗵 𝗱𝗶𝗱 𝘁𝗵𝗲 𝗿𝗲𝗾𝘂𝗲𝘀𝘁 𝘁𝗮𝗸𝗲?”

Across a distributed system, a single operation can pass through many services. Traces connect spans from each step into an end-to-end journey, showing where time was spent, which services were involved, and where errors or latency appeared.

But during an incident, seeing the signals is only part of the problem.

The hard part is connecting them with deploys, commits, dependencies, and past incidents 𝘁𝗼 𝗳𝗶𝗴𝘂𝗿𝗲 𝗼𝘂𝘁 𝘄𝗵𝗮𝘁 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗯𝗿𝗼𝗸𝗲 𝗮𝗻𝗱 𝘄𝗵𝘆.

That’s where agentic root cause analysis can help. Investigations by @incident_io starts working the moment an incident is declared, reasoning across that context to build a hypothesis backed by evidence and identify where to look next.

𝗜𝗻𝘀𝘁𝗲𝗮𝗱 𝗼𝗳 𝘀𝘁𝗮𝗿𝘁𝗶𝗻𝗴 𝗳𝗿𝗼𝗺 𝘀𝗰𝗿𝗮𝘁𝗰𝗵 and digging for answers, 𝘆𝗼𝘂 𝗮𝗿𝗿𝗶𝘃𝗲 𝘄𝗶𝘁𝗵 𝗮 𝘄𝗼𝗿𝗸𝗶𝗻𝗴 𝘁𝗵𝗲𝗼𝗿𝘆.

Check it out → https://t.co/45CkvWsPva

What else would you add?

——

♻️ Repost to help others learn and grow.
🙏 Thanks to incident .io for sponsoring this post.
➕ Follow me ( Nikki Siapno ) to improve at AI and system design.

[Angelo CB 🦁 @AngeloEAI]

@warriorperuvian Y lo malo?

[Angelo CB 🦁 @AngeloEAI]

@OpenAI @mdlosangels

[Angelo CB 🦁 @AngeloEAI]

@milaferch Hace poco usé 1200 millas y compré como 300 soles en Aliexpress. Son muy útiles 🙌🏼

[Alonso Ramos @AlonsoRamosG]

Encuentro en Miraflores. Presidente José María Balcazar se reunió hoy en restaurante con empresario Jimmy Pflucker, excanciller Javier González Olaechea y otras personas más tras cumplir cien días en el poder. Mandatario evitó dar detalles de esa reunión.#OcurreAhora

[Angelo CB 🦁 @AngeloEAI]

@RonaldAtencio @RobertoSanchP Que tal CPP, ah!

[Angelo CB 🦁 @AngeloEAI]

@fanovargas @miraflores24h se puede hacer esto?

[Dromas @DromasGamerHD]

FIVE people who likes this post gets 10000$ via PayPal!

[Daniel Minhuey @Daniel_Hans]

Todo el mundo ha ido al cine a ver“La Hermanastra Fea” (The Ugly Stepsister) menos yo 😭

[Angelo CB 🦁 @AngeloEAI]

@Uncafecommie 🤦🏻‍♂️

[Angelo CB 🦁 @AngeloEAI]

@Uncafecommie Dios...

[Angelo CB 🦁 @AngeloEAI]

@PedroCastilloTe 😴

[The Nobel Prize @NobelPrize]

“This brings quantum physics from the subatomic world onto a chip.”

Göran Johansson, member of the Nobel Committee for Physics, speaks about the research behind the 2025 physics prize, which demonstrated the bizarre properties of the quantum world in a system big enough to be held in the hand.

#NobelPrize

[Angelo CB 🦁 @AngeloEAI]

@ayleenv31 No entiendo, ¿ir a USA es una necesidad?

[Sahn Lam @sahnlam]

MCP Servers to Try in 2025

[Angelo CB 🦁 @AngeloEAI]

@buvalu_ @Mataperrea @PoliciaPeru Triste

[Angelo CB 🦁 @AngeloEAI]

@buvalu_ Bella, princesa. Pero no caíste, te empujé, que es distinto. -tenía que asegurarme-

[Krishna Agrawal @Krishnasagrawal]

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