Obinna

Full Stack Web & Mobile App Dev. | A.I, Machine & Deep Learning Engr. | Cybersecurity | My Ebook on boosting sales & profit -

[Obinna @Obinnav8]

!!!

[Kalu Aja @FinPlanKaluAja1]

"At your highest moment be careful, that's when the devil comes for you"

Denzel Washington

[Joseph Brendan @Joe_brendan_]

I have been to 22 states in Nigeria

And that is the only reason I don't do bigotry here on social media

Because, in every region in Nigeria, you can organise

- 100k morons
- 100k illiterates
- 100k criminals
- 100k paupers

All under one hour and there will be stampede

[MR~G€N!U$ @RedGenius05]

Just when you think you've seen it all. Only in Lagos 😂

Funny things dey happen for this city on a daily.

[tut_ml @tut_ml]

Build a Deep Research AI Agent with LangGraph-

https://t.co/kpvTvrfOjE

[Afiz ⚡️ @itsafiz]

Meet Kev - open source version of Jev

Everyone is talking about Jev right now

But it is a proprietary model and you dont' know what goes behind the scences

Kev built on Qwen3.5 based on Jev's architecture. You can use pretrained weights or train your own

Open source and 100% local.

[Akshay 🚀 @akshay_pachaar]

6 real-world use cases of Jev:

Many AI systems use generative models for decisions with a small, predefined answer space.

That is exactly where Jev fits. Give it the relevant state, define the questions, and receive typed decisions that your application can use directly.

Here are six practical ways to apply that pattern.

→ Input guardrails

Evaluate whether an incoming prompt is safe before passing it to an LLM. Jev can provide a focused semantic check while deterministic rules continue handling exact restrictions.

→ Model routing

Estimate how difficult a prompt is, then route it to the cheapest model capable of handling it. Straightforward requests can use a fast model while harder ones reach a frontier model.

→ Reranking

Judge which retrieved documents actually answer a query. The resulting relevance values can reorder candidates before the best context is sent downstream.

→ Tool-call gating

Decide whether a proposed action should run, require clarification, or be rejected. This semantic gate belongs after hard permission and policy checks, not in place of them.

→ Confidence gates

Evaluate whether a drafted response can be sent automatically, needs review, or should go directly to a person. The thresholds should be calibrated using representative examples before production use.

→ Output evaluations

Score a generated response against a defined rubric. Several focused criteria can share the same evidence, making it possible to evaluate grounding, relevance, honesty, or helpfulness without generating a written critique for every check.

The common thread is bounded judgment.

When your application needs a category, score, or probability from a known answer space, another round of open-ended text generation may be unnecessary.

Jev does not replace every LLM call. It gives us a focused primitive for the places where software needs a decision rather than another paragraph.

I explored the sixth use case in detail by building a Jev judge for agent evaluation and connecting it to an experiment workflow with Opik.

The full article is quoted below.

[Elon Musk @elonmusk]

No more AI
SI
It’s better

[Geoffrey Hinton @geoffreyhinton]

The idea of an intelligence explosion caused by recursive self improvement has been around for a long time but until very recently it did not seem imminent. Now many leading researchers think it may happen quite soon. You can read our paper about it here:
https://t.co/sgUpugjpRY

[Codez @0xCodez]

Andrej Karpathy predicted the future of AI once again:

“Everyone’s renting frontier models for jobs a 3B model could do. Small models are the future.”

this 18-page PDF breaks down Karpathy’s case for working with small LLMs.

the real question isn’t “Is the small model as good?” It’s “Which of my 1,000 calls ever needed a frontier model?”

And @thewebai just answered it for formal logic.

TwIL-LM3-Pro:
→ 3.6B params, on par with Qwen3-8B on formal logic
→ leads VibeThinker-3B on all 6 formal-logic tasks tested
→ 95.4% on BBH logic, 95% on SVAMP
→ 2.09 GiB in Q4, runs on CPU or 4GB VRAM
→ no API bill, no data leaving your machine

The secret isn't size. It's post-training.

PDF below. Model 👇
https://t.co/T9lgygHgNS

[NigeriaRemembers @NigeriaRemember]

@ChuksEricE This one na OTELE 😁😁😁🤣🤣

[HiddenBlueprint @colzing]

@_nonconformist1 It’s a case of I am chasing Peter Obi and my Son is chasing me 😩🤣🤣🤣🤣🤣🤣

[Naval @naval]

When you look back, you’ll wish you’d just done the long-term version of everything.

[DAMI FOREIGN🥶 @TheDamiForeign]

Which kind GIF be this😂😭

[tut_ml @tut_ml]

FREE AI Courses!
https://t.co/ql2wGt2RF2

[Codie Sanchez @Codie_Sanchez]

My father has the best line: “You can’t do a good deal with a bad guy.”

Never trust blindly.

[Essential Mastery @EssentialMastry]

“The man who can walk away from what he desires, for the sake of what he must become, is a man no one can own.”

- Epictetus

[blue @bluewmist]

i'm in love with this sentence:

"your future is shaped by the habits you repeat, not the goals you set."

[freeCodeCamp.org @freeCodeCamp]

Using a VPN lets you access your home network no matter where you are in the world.

This has various benefits, like greater security - and @LifeofDanEL shows you how to set one up here.

You'll use the open source Tailscale mesh VPN and host it on a Raspberry Pi. You'll even add encryption with the WireGuard protocol.

https://t.co/NNZDilvGBn

[Kalu Aja @FinPlanKaluAja1]

You take FAAC and develop ONLY one region;

When these are pointed out with facts and figures, you call everyone a tribalist and a crybaby. Buhari did this nepotism, but Tinubu has taken this to a whole new level.

I remind you that N20 trillion, TWENTY TRILLION NAIRA, was the total resources available to the FGN from the removal of the PMS Subsidy, yet the ONLY expressway from the SW to the SE of Nigeria is a shithole as you head East.

I have not asked that other ports and airports be stopped; I have asked that FAAC be shared proportionally, so the economy as a WHOLE can grow. You cant go to the gym and exercise only one arm; that's madness

I hate Federal Character; I hate FAAC, but if you are not going to implement Federal Character, then scrap it. Scrap exclusive lists, distribute FAAC in USD as earned, and allow States the power to negotiate projects with international partners.

Why should some States BEG the FGN for Federal support for critical infrastructure, and the same President sit and give a press conference derisking another State infrastructure Project?

Is he not President of ALL STATES IN NIGERIA?

[Kalu Aja @FinPlanKaluAja1]

To decongest ports in the South West, you are investing $7b to build a new port in the Southwest.

Makes sense.

['Fisayo Soyombo @fisayosoyombo]

6 straight days without a bath. Vehicle breakdown in the heart of the desert. Becoming slaves to Arab traffickers.

Part II of my migrant investigation released by @fijnigeria

UNDERCOVER: Europe Through the Sahara Desert and the Mediterranean Sea (II) https://t.co/4OY1xALkGu