@Chukwuebuka

B.Eng
Software Engineer | Building AI-powered systems that learn, automate, and scale. Engineering financial happiness

[@Chukwuebuka @Saviobosco]

@VERITY_HQ The aircraft being over 25 years old is not enough for to draw such conclusion. some local and foreign fleets are over 40 years in operation.

Let's wait for the official investigation report.
Thank God for no casualty.

[Paweł Huryn @PawelHuryn]

This is Anthropic's AWS moment. I spent 2 hours studying the architecture of Managed Agents. Here's everything you need to know.

The default way to build an agent is a single process. The model reasons, calls tools, runs code, and holds your credentials — all in the same box. If someone tricks the model via prompt injection, it can execute malicious tool calls with the credentials it already has.

Nvidia tackled this with NemoClaw — separating agent capabilities from security. Anthropic took a different approach.

Managed Agents splits every agent into three components:

→ Brain: Claude and the harness that routes decisions
→ Hands: disposable Linux containers where code executes
→ Session: a durable event log that survives both crashing

Credentials never enter the sandbox. Git tokens are wired at init and stay outside. OAuth tokens live in a vault, fetched by a proxy the agent can't reach.

The same design also improved performance. Old way: boot a container before the model can think. New way: brain starts reasoning immediately, spins up containers when needed. Median time to first token dropped 60%.

Session tracing is built into the console. The Agent SDK supports OpenTelemetry — pipe traces to Datadog, LangSmith, Langfuse. Evals and monitoring live there.

Price: $0.08 per session-hour of active runtime. Idle time doesn't count. Model token costs on top at standard API rates.

Separating instructions from execution is one of the oldest patterns in software. Microservices, serverless, message queues. Agents just caught up.

Anthropic is betting they'll be the ones who host them.

[@Chukwuebuka @Saviobosco]

@dinyangetoh Interesting read

[@Chukwuebuka @Saviobosco]

@python_xi this is good !

[@Chukwuebuka @Saviobosco]

@asemota 💵 laudromat.

[@Chukwuebuka @Saviobosco]

Impressive!

[@Chukwuebuka @Saviobosco]

🚨Nobody is talking about this.

> Claude just found more security bugs in Firefox in 2 weeks than most human security teams find in a year.

> 22 vulnerabilities. 14 high-severity. In 14 days.

Let that sink in.

[Anthropic @AnthropicAI]

We partnered with Mozilla to test Claude's ability to find security vulnerabilities in Firefox.

Opus 4.6 found 22 vulnerabilities in just two weeks. Of these, 14 were high-severity, representing a fifth of all high-severity bugs Mozilla remediated in 2025.

[@Chukwuebuka @Saviobosco]

@Dominus_Kelvin While I fully recognize the operational value that essential managed services provide, the reality is that budget constraints will ultimately drive your engineering decisions around tooling, architecture, and implementation.

[@Chukwuebuka @Saviobosco]

@Dominus_Kelvin Well said. For a VC funded company they might have the luxury to afford all these paid services but for a bootstrapped startup running on personal savings its a matter of life and death. How long can it sustain without profit.

[@Chukwuebuka @Saviobosco]

Perfect strategy for building solutions. A perfect system is an illusion. Build fast and ship. improve as you go ...

[Codie Sanchez @Codie_Sanchez]

I think about this at least 1x a week.

[@Chukwuebuka @Saviobosco]

I can't wait to see the application of this in the global south. This is a very practical use of robotics to fight world hunger and alleviate poverty.

[@Chukwuebuka @Saviobosco]

@TosinOlugbenga This is a very practical and intelligent use of robots and artificial intelligence. The important questions is "can the global south afford this at scale ? "

[@Chukwuebuka @Saviobosco]

@TosinOlugbenga use @Cloudflare . It simply blocks all malicious and DDNS attacks.

[@Chukwuebuka @Saviobosco]

@chcbearsfan @coreyganim Thanks for pointing this out Bobby.

[@Chukwuebuka @Saviobosco]

@ErnestoSOFTWARE I just learning about @rork . I will try it with my new app.

[@Chukwuebuka @Saviobosco]

...In the light of death, there is no reason to live in fear!

[‎Wojak Codes @wojakcodes]

“Until death, all defeat is psychological”

[@Chukwuebuka @Saviobosco]

@ChuksEricE This is purely state organized terrorism. Nothing else .

[@Chukwuebuka @Saviobosco]

@ngcom_net Internet has been down for 7+ hours. Been chatting your WhatsApp support, but apparently the best solution you guys have is to ghost customers while being online. Premium service indeed 😂👏

kindly fix this downtime abeg!

[@Chukwuebuka @Saviobosco]

Worth sharing!

[Karl Mehta @karlmehta]

He predicted:

• The Deep Learning revolution (2008)
• The online education boom (2011)
• China's massive AI dominance (2014)

Now Andrew Ng revealed 5 opportunities that will create more millionaires than anything before.

Here's what you should know (& how to prepare): 🧵