Abdulmalik Tajudeen

Data Scientist & Builder 🛠️ | Founder of @Seedcast
AI-powered rainfall forecasting + crop intelligence for Nigerian farmers
Live & upgrading | Python • ML • Ag

[Abdulmalik Tajudeen @CodeCipherHQ]

The scary part about cybersecurity breaches isn’t always the initial access it’s the unknown second-order effects that can surface weeks later 😶‍🌫️🔐

[GitHub @github]

We are investigating unauthorized access to GitHub’s internal repositories. While we currently have no evidence of impact to customer information stored outside of GitHub’s internal repositories (such as our customers’ enterprises, organizations, and repositories), we are closely monitoring our infrastructure for follow-on activity.

[Abdulmalik Tajudeen @CodeCipherHQ]

The most interesting part isn't the hardware specs.

It's the idea that AI is moving from being a service you access to an operating layer that lives on your device.

When agents can run locally with enough memory, compute, and persistence, they stop being chatbots and start becoming personal software workers. That's a fundamentally different computing model than what we've used for the last three decades. 🚀

[Abdulmalik Tajudeen @CodeCipherHQ]

I think this is one of the most important trends in AI that people are underestimating.

The future demand for AI won't come primarily from humans asking more questions. It will come from agents performing more work.

A single prompt might consume thousands of tokens. An autonomous agent completing a task may consume millions through planning, tool use, verification, memory retrieval, error correction, and coordination.

The real shift is that we're moving from paying for AI conversations to paying for AI labor. The key metric may no longer be users or seats, but how much machine reasoning is being executed on behalf of each user.

[Abdulmalik Tajudeen @CodeCipherHQ]

One of the most underrated qualities in football is availability.

Talent wins games, but being trusted to start 54 consecutive Champions League matches says everything about Vitinha's consistency, fitness, and importance to the team.

Elite players don't just perform at the highest level they make themselves available to do it every single week. ❤️💙

[Abdulmalik Tajudeen @CodeCipherHQ]

One of the biggest challenges in AI image generation isn't creating a beautiful image at first glance.

It's maintaining consistency and realism under scrutiny.

The moment you zoom in, flaws in textures, materials, lighting, and fine details become obvious. Tools that can preserve quality at the pixel level will become increasingly important as AI-generated content moves into professional workflows.

[Abdulmalik Tajudeen @CodeCipherHQ]

@DanKornas @ai_daily724 This is what production-ready AI looks like.

Not just a smarter model, but tight integration between compute, runtime, security, and agent orchestration.

The ecosystem is maturing fast. 🤖⚡

[Abdulmalik Tajudeen @CodeCipherHQ]

The most interesting trend in AI right now is convergence.

Models, hardware, operating systems, security layers, and agent frameworks are no longer evolving separately—they're becoming part of the same stack.

The winners will be the teams that optimize across the entire stack, not just one layer of it. 🚀

[Abdulmalik Tajudeen @CodeCipherHQ]

Most websites today are designed for humans to click through.

WebMCP is interesting because it treats AI agents as first-class users, exposing structured tools instead of forcing agents to scrape and interpret pages.

It feels similar to the shift from web pages to APIs except this time the consumers are AI agents. The adoption may be small today, but preparing websites for agent-to-service interactions could become a significant advantage over the next few years.

[Abdulmalik Tajudeen @CodeCipherHQ]

What stands out is the emphasis on verification.

Most prompt engineering is based on intuition:
"This sounds better."

SkillOpt asks:
"Did this actually improve performance on unseen tasks?"

That's a much more rigorous path toward reliable agents. 📈

[Rohan Paul @rohanpaul_ai]

The problem is that agent skills are usually hand-written, made once by an LLM, or revised in loose ways that can easily make them worse.

SkillOpt from Microsoft, argues that agent skills should be trained like small external programs, it teaches AI agents better task habits by editing a reusable skill document, not the model itself.

The paper’s core idea is to treat the skill document like the thing being trained, while the main AI model stays frozen and unchanged.

SkillOpt watches the agent try tasks, studies what worked and failed, then asks a stronger optimizer model to suggest small edits to the skill.

It only accepts an edit when the new skill improves on a held-out check set, so the skill does not drift just because an edit sounds good.

The authors tested this across 6 benchmarks, 7 target models, and 3 agent settings, including direct chat, Codex, and Claude Code.

SkillOpt was best or tied on all 52 tested cases, and on GPT-5.5 it raised average accuracy by 23.5 points in direct chat.

The final result is a small readable skill file that can improve agents across tasks and settings without retraining the model.

The best part is that the optimizer is used during training, but deployment only needs the final skill file.

That makes the artifact inspectable, portable, and cheap to reuse, which is exactly what most prompt-engineering systems lack.

----

Link – arxiv. org/abs/2605.23904

Title: "SkillOpt: Executive Strategy for Self-Evolving Agent Skills"

[Abdulmalik Tajudeen @CodeCipherHQ]

This is a fascinating shift in how we think about improving AI agents.

Instead of retraining the model, SkillOpt treats the skill itself as the thing being optimized.

That's closer to software engineering than traditional machine learning: improve the playbook, not the player. 🚀

[Abdulmalik Tajudeen @CodeCipherHQ]

@iLiFE_official @iLiFE_mew 新しいスタートの日って何度見ても特別✨

不安もあると思うけど、それ以上にたくさんの思い出と成長が待っているはず。

真守みゅうさんのこれからを応援しています🩷🌸

[Abdulmalik Tajudeen @CodeCipherHQ]

@iLiFE_official @iLiFE_mew ピンク担当きたーーー！！🩷🎀

「みゅうのアイドルライフ始まるよ！」の一言だけでワクワクする🥹✨

これからどんな景色を見せてくれるのか楽しみ！
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@iLiFE_official @iLiFE_mew 新メンバー加入おめでとうございます🩷✨

「みゅうがみんなを守りたい！」ってキャッチコピー、シンプルなのに覚えやすくて素敵☺️

これからのアイドルライフがたくさんの笑顔で溢れますように！
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@EAulZeYVgmTSyLb @iLiFE_official 新メンバー発表のワクワク感って何回見てもいいな🥹🩷

新体制のiLiFE!が��んな化学��応を起こすのか楽しみ！
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@smam_kgm @iLiFE_official ティザーだけでもう気になるのに、こ���後さらに集合アー写が控えてるの強すぎる😳🔥

期待値の上げ方が上手い。
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@iLiFE_official 10,000RPで集合アー写公開は上手いな😂🩷

気になるから拡散したくなるし、ファンみんなで達成するイベント感もある✨
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@furan_iLiFE 活動の中で楽しいことも苦しいこともたくさんあったと思います。

まずはここまで頑張ってきてくれたことに感謝です。
ふらんさんの言葉を待っています🤍

[Abdulmalik Tajudeen @CodeCipherHQ]

@furan_iLiFE 応援してきた人ほど開くのに勇気がいるタイトルかもしれない。

でも、ふらんさんが伝えたいことなら最後までちゃんと読みます🎀✨

[Abdulmalik Tajudeen @CodeCipherHQ]

@furan_iLiFE たくさんの思いが詰まったタイトルだけで少し胸が締���付けられる…🎀

どんな内容であっても、まずはふらんさん自身の言葉をしっかり受け止めたいです。
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.

[Abdulmalik Tajudeen @CodeCipherHQ]

@ui_shig 覚悟と責任を持ってステージに立った、という言葉が印象的。

ファンとしては“ゲスト出演”に見えても、本人にとっては大きな挑戦だったんだろうな😭👏

[Abdulmalik Tajudeen @CodeCipherHQ]

@ui_shig 「絵を描いていた側」から「共演する側」へ。

この文章だけで夢が叶った瞬間の重みが伝わってくる🥹🎤✨
https://t.co/E63hiUXgM6

[Abdulmalik Tajudeen @CodeCipherHQ]

Jum'ah Mubarak 🌙

A reminder that growth isn't only about working harder.

Sometimes it's about reflecting, being grateful, and staying consistent with what matters most.

Have a blessed Friday.