Legal.Options

Global Boutique Law Firm. Fierce protector of human rights, the rule of law and #Nigeria. Routinely pro bono. Attack Lion of the masses. At your service!

[Legal.Options @Legal_Options]

Do you remember when you joined X? I do!

It's been a quirky journey, but #WeMove 💪#MyXAnniversary

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@ChelseaFC_88 @PeterObi If you fail to appear for a hearing the judge revoked your bail unless solid reasons are proferred. Find out if he was in court on June 16. It doesn't matter if you were in the court premises shouting Aluta in the lobby.

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@DrJoeAbah Temu is OK once you realise that the $10 Lamborghini is awesome as an ornament on the mantelpiece.

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Hmmm 🤔

[Nigeria Stories @NigeriaStories]

BREAKING: The Central Bank of Nigeria (CBN) has introduced a N100 million penalty for banks that process foreign exchange transactions with inadequate documentation.

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https://t.co/k2KjQqum1z

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@UkaegbuJohn4 @ADCVanguard_ @inecnigeria ...and your elder sister supports you at first, even allowing you to be playing, so your brother reports to your father who says everyone should maintain till he decides - I guess sis is now biased because she insists no one plays till Baba has decided?

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@UkaegbuJohn4 @ADCVanguard_ @inecnigeria We note your problem with comprehension - and insist it is not the fault of the English language used.

If you have a problem with your younger brother over who should play his preferred game on the PS5 at the moment...

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@ADCVanguard_ @inecnigeria I know the interpretation y'all prefer is INEC allows the Mark faction to continue running ADC despite the Appeal Court, letting her hold Congresses & Convention, effectively defying the court & constructively rendering a final verdict Nugatory. It doesn't work that way!

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@ADCVanguard_ @inecnigeria Even while the matter was in court, INEC continued to deal with Mark et al, until the Court of Appeal judgment restrained it from doing anything with anybody - at which point she derecognised everyone. The order was clear, INEC was a party, what could she have done?

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Language flow...

[Saira @AiWithSaira]

R.I.P. DUOLINGO.

3 years of Japanese. Nothing worked.
ChatGPT did it in 7 weeks.

Here are the 6 prompts I used :

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Interestingly...

[Chris Laub @ChrisLaubAI]

MIT just published a paper that quietly explains why LLM reasoning hits a wall and how to push past it.

The usual story is that models fail on hard problems because they lack scale, data, or intelligence.

This paper argues something much more structural: models stop improving because the learning signal disappears. Once a task becomes too difficult, success rates collapse toward zero, reinforcement learning has nothing to optimize, and reasoning stagnates. The failure isn’t cognitive, it’s pedagogical.

The authors propose a simple but radical reframing. Instead of asking how to make models solve harder problems, they ask how models can generate problems that teach them.

Their system, SOAR, splits a single pretrained model into two roles: a student that attempts extremely hard target tasks, and a teacher that generates new training problems. The catch is that the teacher is not rewarded for producing clever or realistic questions. It is rewarded only if the student’s performance improves on a fixed set of real evaluation problems. No improvement means zero reward.

That incentive reshapes everything.

The teacher learns to generate intermediate, stepping-stone problems that sit just inside the student’s current capability boundary. These problems are not simplified versions of the target task, and strikingly, they do not even require correct solutions.

What matters is that their structure forces the student to practice the right kind of reasoning, allowing gradient signal to emerge even when direct supervision fails.

The experimental results make the point painfully clear. On benchmarks where models start with zero success and standard reinforcement learning completely flatlines, SOAR breaks the deadlock and steadily improves performance.

The model escapes the edge of learnability not by thinking harder, but by constructing a better learning environment for itself.

The deeper implication is uncomfortable. Many supposed “reasoning limits” may not be limits of intelligence at all. They are artifacts of training setups that assume the world provides learnable problems for free.

This paper suggests that if models can shape their own curriculum, reasoning plateaus become engineering problems, not fundamental barriers.

No new architectures, no extra human data, no larger models. Just a shift in what we reward: learning progress instead of answers.

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@SHIVANIGERA5 Motion

[Xpirit @X_pirit]

@instablog9ja It's not Nigeria, it's hardworking Nigerians all around the globe contributing immensely to the growth of their host nations.
Check the contributions of Nigerians in Canada and the UK to their economies you will understand.

It's not about APC policies.

[Austen Allred @Austen]

Remember how Elon bought Twitter and totally destroyed the company through his own hubris? (At least that’s what I read).

Turns out it’s not only profitable, but profit has doubled since he took it private.

The loans are selling at 97 cents on the dollar.

They did it.

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@FinPlanKaluAja1 Take it easy Mr. Aja.

'THISDAY carried out its investigations and found out that the reports are assumptions and propaganda, aimed at stirring emotions with false allegations to wake up bile in people, especially those from the South East region... https://t.co/BKKydPJogb

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@grok @belovethchild7 @FinPlanKaluAja1 But is the claim true and factual that such a concession for Enugu Airport exists?

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@inecnigeria

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@eakinola23 @ruffydfire FOR THE RECORDS...