Prof. Olaleye, (PhD)

With over 305 years of experience, I am a seasoned Professor of Soil Management and Crop Production.

[Prof. Olaleye, (PhD) @aoolaleye]

#innovation

[Dr. John Njenga Karugia PhD. @johnnjenga]

Two Kenyan high school girls have created a digital platform that collects, verifies and shares African herbal knowledge with the rest of the world. Their digital platform preserves the medicinal wisdom and knowledge of aging elders. Please watch the 2 minute video below, open the link below, scroll and vote for their project named Sankofa Vitals. Please tap on the word Vote to vote. It takes 5 seconds. Thanks in advance ⚖️.
https://t.co/fOqFjlcb9V

[Prof. Olaleye, (PhD) @aoolaleye]

#AIAgent

[Maryam Miradi, PhD @MaryamMiradi]

Anthropic Just Dropped a Masterclass on How to Build AI Agents.
Here Are the 𝟰𝟬 Top Lessons You Need to Know ⬇️

WHEN TO BUILD AGENTS
𝟭. Don’t build agents for everything.
𝟮. Use agents for ambiguous, complex, and high-value tasks.
𝟯. Prefer workflows when you can map out every decision path.
𝟰. Agents = token-hungry. Your budget must justify it.
𝟱. Avoid agents when error discovery is slow or high-stakes.
𝟲. Limit agent autonomy if errors could be dangerous.
𝟳. Use a checklist: task complexity, value, bottlenecks, error risk.
𝟴. Coding is a perfect use case: high complexity + easy to verify.

DESIGNING SIMPLE, SCALABLE AGENTS
𝟵. Every agent = Model + Tools + Environment.
𝟭𝟬. Keep those 3 components dead simple to start.
𝟭𝟭. Overcomplicating early kills iteration speed.
𝟭𝟮. Share the same agent backbone across multiple use cases.
𝟭𝟯. Use the same code with new tools + new prompts.
𝟭𝟰. Only optimize after behavior is reliable.
𝟭𝟱. Visual clarity builds user trust in the agent’s progress.

OPTIMIZATION & PERFORMANCE
𝟭𝟲. Parallelize tool calls to reduce latency.
𝟭𝟳. Cache trajectories in coding agents to reduce token usage.
𝟭𝟴. Show step-by-step progress to increase agent trustworthiness.
𝟭𝟵. Optimize for cost after proving the core agent loop works.
𝟮𝟬. Simplify the environment before expanding the agent’s scope.

THINK LIKE YOUR AGENT
𝟮𝟭. Your agent only “knows” what’s in its 10K–20K context window.
𝟮𝟮. Don’t expect magic—expect limited inference.
𝟮𝟯. If the model makes a weird move, it probably lacked context.
𝟮𝟰. Simulate the task from the agent’s perspective.
𝟮𝟱. Run the same steps using only the info the agent had.
𝟮𝟲. It’s like closing your eyes and clicking—now debug that.
𝟮𝟯. Missing clarity? Add better screen resolution or UI metadata.
𝟮𝟴. Feed the full agent trajectory back into the model—ask why?

TOOLS & SELF-IMPROVEMENT
𝟮𝟵. Define tools with clear parameters and expected effects.
𝟯𝟬. Use the LLM itself to evaluate tool clarity.
𝟯𝟭. Let agents critique their own system prompts and tools.
𝟯𝟮. Start building meta-tools: agents that evolve their own tooling.
𝟯𝟯. Better ergonomics = fewer hallucinations and retries.

FUTURE: MULTI-AGENT + BUDGET-AWARE
𝟯𝟰. Most agents today are solo—but that’s changing fast.
𝟯𝟱. Multi-agent = parallelism + modular reasoning.
𝟯𝟲. Sub-agents protect the main agent’s limited context window.
𝟯𝟳. Synchronous back-and-forth is limiting—build for async.
𝟯𝟴. Role-based agent collaboration is the next paradigm.
𝟯𝟵. Budget-awareness will unlock production-level agent deployment.
𝟰𝟬. Define limits in tokens, time, and latency before shipping.

Anthropic: https://t.co/tdVXm2DYAk

~~
Join My 𝗛𝗮𝗻𝗱𝘀-𝗼𝗻 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁 𝟱-𝗶𝗻-𝟭 𝗧𝗿𝗮𝗶𝗻𝗶𝗻𝗴!
✓ 4 Frameworks · MCP. 9 Python Projects · 100% Hands-On
✓ Build GeoAgents, Health Agents, Finance Agents and more.

👉𝗘𝗻𝗿𝗼𝗹𝗹 𝗡𝗢𝗪 (𝟱𝟬%+ 𝗱𝗶𝘀𝗰𝗼𝘂𝗻𝘁):
https://t.co/5i2v1fIrhJ

[Prof. Olaleye, (PhD) @aoolaleye]

#MakeMoneyOnline

[William | IA @ia_william]

You can earn $297 per day, if you have :

1. Laptop
2. Wifi connection
3. 20 min a day

Here are the 3 simple steps to follow ↓

[Prof. Olaleye, (PhD) @aoolaleye]

#creditcard

[Grey @jgreyfriend]

Not knowing how to use a credit card is making you poor.

Americans have $1.21 Trillion in credit card debt.

Even I was one of them, $300K in debt by 23.

But I escaped it...

And built an $80M company on credit cards.

Here are 8 ways to get rid of your credit card debt:

[Prof. Olaleye, (PhD) @aoolaleye]

@MarkJCarney https://t.co/fsPxDDvWYJ

[Brigitte Gabriel @ACTBrigitte]

The Muslim Brotherhood must be declared a terrorist organization!

Take Action: https://t.co/VofF5115NV

[Prof. Olaleye, (PhD) @aoolaleye]

#Herbs

[SAFO NYAME HERBAL THERAPEUTICS @safonyameherbal]

Ginger+prekese(Aridan fruits)+hibiscus flower(Zobo) helps in the treatment and management of;

🍀obesity
🍀high blood sugar
🍀low immunity
🍀high blood pressure

It also reduces your risk of;
🍀cancers
🍀stroke
🍀heart related diseases

Crush ginger and the prekese, add to the hibiscus and boil in water for 15mins and drink 100mls twice daily.

[Prof. Olaleye, (PhD) @aoolaleye]

#Ewe

[Typical African @Joe__Bassey]

There is no illness, disease and virus that doesn’t have a plant 🌱 for its cure.

[Prof. Olaleye, (PhD) @aoolaleye]

#codex

[Ábris Babicz | The Demi Cycle Protocol 🧬 @AbrisGains]

You´ve been lied to about nicotine.

It´s only addictive and bad for your heart when you use it wrong.

Used right, it´s the ultimate health hack.

Here are the secrets 99% of people don’t know about nicotine—and why it’s actually good for you: 🧵

[Prof. Olaleye, (PhD) @aoolaleye]

@ononoherbals Efirin

[Prof. Olaleye, (PhD) @aoolaleye]

#Jute

[ChiefHerbalist @HerbalistChief]

Jute leaves (Twi: ayoyo, Yoruba:ewedu, Hausa: rama) cures

🌿gonorrhoea
🌿cancer
🌿hypertension
🌿kidney stones
🌿arthritis
🌿constipation
🌿stomach ache
🌿tumour
🌿cold, flu
🌿abdominal pains
🌿poor breast milk production

Use fresh leaves for soup and stew or use dried powdered leaves as tea.

Nature heals.

[Prof. Olaleye, (PhD) @aoolaleye]

#SAITICA

[Prof. Olaleye, (PhD) @aoolaleye]

#KidneyFailure

[African Hub @AfricanHub_]

This is one of the best African herbs plants that can reverse Kidney failure within three months. It was used in ancient times, and it still works with no side effects.

Your comments on this

[Prof. Olaleye, (PhD) @aoolaleye]

#JustRemote

[FELIX @FellMentKE]

Stop wasting time searching for jobs on LinkedIn and Upwork. That's old-fashioned!!!

Here are 17 new and unique websites to get hired in 30 days:

OPEN THIS ↓

[Prof. Olaleye, (PhD) @aoolaleye]

#RemoteJobs

[Tulsi Soni @shedntcare_]

If you're not working multiple remote jobs with chatGPT you're leaving money on the table.

I just finished setting up my home office to work 10 different remote engineering jobs.

10 Remote jobs paying $50/hr:

[Prof. Olaleye, (PhD) @aoolaleye]

#AndriodCodes

[Prof. Olaleye, (PhD) @aoolaleye]

#YouTube

[Prof. Olaleye, (PhD) @aoolaleye]

#Re-imagineResearch

[Prof. Olaleye, (PhD) @aoolaleye]

#refferals

[(Oma)devuae @delveroin]

Here is how to get referrals before applying
https://t.co/Tjt3MFIaGj

[Prof. Olaleye, (PhD) @aoolaleye]

#F1000Research

[F1000Research @F1000Research]

💡 At F1000, we understand the life of a busy researcher and want to make the publishing process more accessible to you! That's why we are refreshing our peer review process so authors can focus more on their research. Learn how we can support your academic journey. ⬇

[Prof. Olaleye, (PhD) @aoolaleye]

#PythonMap

[Manish Kumar Shah @manishkumar_dev]

Google, IBM and Harvard University are sponsoring Free courses for Python

𝟭. 𝗖𝗦𝟱𝟬𝗣 𝗳𝗿𝗼𝗺 𝗛𝗮𝗿𝘃𝗮𝗿𝗱 𝗨𝗻𝗶𝘃𝗲𝗿𝘀𝗶𝘁𝘆
https://t.co/lI20d9WJiu

𝟮. 𝗣𝘆𝘁𝗵𝗼𝗻 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗯𝘆 𝗜𝗕𝗠
https://t.co/HmlPncu0hz

𝟯. 𝗜𝗻𝘁𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝘁𝗼 𝗣𝘆𝘁𝗵𝗼𝗻 𝗣𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗯𝘆 𝗨𝗱𝗮𝗰𝗶𝘁𝘆 𝗳𝗼𝗿 𝗙𝗥𝗘𝗘
https://t.co/4278dCS2ql

𝟰. 𝗟𝗲𝗮𝗿𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 𝗯𝗮𝘀𝗶𝗰𝘀
https://t.co/o5sqOGJkQD

𝟱. 𝗟𝗲𝗮𝗿𝗻 𝗣𝘆𝘁𝗵𝗼𝗻 - 𝗙𝘂𝗹𝗹 𝗖𝗼𝘂𝗿𝘀𝗲 𝗳𝗼𝗿 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀 𝗯𝘆 𝗙𝗿𝗲𝗲𝗖𝗼𝗱𝗲𝗖𝗮𝗺𝗽
https://t.co/JYXyKkCmlz

6. Machine Learning with Python
https://t.co/C6agbun5Qq

7. Python for Beginners (2023)
https://t.co/G5DW6VMLJO

8. Learn Python for Total Beginners
https://t.co/C4cfUmbp3t

9. Python for Data Science, AI & Development
https://t.co/gTbLYAFUY9

10. Python for Everybody Specialization
https://t.co/H7AIMAVssV

11. Crash Course on Python
https://t.co/pZYQ3d4Xfc

12. Google IT Automation with Python Professional Certificate
https://t.co/x4Hh93EDrx

13. Python 3 Programming Specialization
https://t.co/KITQXqIYCA

14. Get Started with Python by Google
https://t.co/rfboj4anYp

15. Programming in Python by Meta
https://t.co/reYWjwTgNH

16. Data Analysis with Python by IBM
https://t.co/3N3nlj9Mk7

Become a Python Backend Developer in 4 Months! 💼🔥

🚀 𝗬𝗼𝘂𝗿 𝟰-𝗠𝗼𝗻𝘁𝗵𝘀 𝗕𝗮𝗰𝗸𝗲𝗻𝗱 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗣𝗹𝗮𝗻 🚀

1️⃣ 𝗠𝗼𝗻𝘁𝗵 𝟭: 𝗚𝗲𝘁 𝘆𝗼𝘂𝗿 𝗯𝗮𝘀𝗶𝗰𝘀 𝗿𝗶𝗴𝗵𝘁

1. Learn Python:https://t.co/Z8TDfySsYq
2. Python Projects: https://t.co/pw0cz1Nepv
3. DSA with Python: https://t.co/nG52NVLv53

2️⃣ 𝗠𝗼𝗻𝘁𝗵 𝟮: 𝗗𝗶𝘃𝗲 𝗶𝗻𝘁𝗼 𝗙𝗹𝗮𝘀𝗸 𝗮𝗻𝗱 𝗔𝗣𝗜

Learn Flask: https://t.co/J2Z8aQF2NI
Flask Projects: https://t.co/C6isapYKUs
Learn REST API with Flask: https://t.co/9Oog6HY9vs

3️⃣ 𝗠𝗼𝗻𝘁𝗵 𝟯: 𝗠𝗮𝘀𝘁𝗲𝗿 𝗮𝗱𝘃𝗮𝗻𝗰𝗲𝗱 𝗰𝗼𝗻𝗰𝗲𝗽𝘁𝘀 𝗮𝗻𝗱 𝗱𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀

1. Learn Multithreading, Multiprocessing, Asyncio: https://t.co/AunQ4Oo7yN
2. Gunicorn & Nginx with Flask: https://t.co/zF2lmOuL5p
3. TDD with Python & Flask: https://t.co/frw4zRv0dp
4. Basic RDBMS: https://t.co/ZW6cxPeT7c
5. Learn SQL: https://t.co/HhRIlpk26z & https://t.co/Dw2NsYQ73n
6. PostgreSQL with Python: https://t.co/9kNBk3hVmg
7. Flask App with PostgreSQL: https://t.co/L3FLBwvIjm

4️⃣ 𝗠𝗼𝗻𝘁𝗵 𝟰: 𝗣𝗼𝗹𝗶𝘀𝗵 𝘆𝗼𝘂𝗿 𝘀𝗸𝗶𝗹𝗹𝘀 𝗮𝗻𝗱 𝗽𝗿𝗲𝗽𝗮𝗿𝗲 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗷𝗼𝗯 𝗺𝗮𝗿𝗸𝗲𝘁

1. Basics of Bash: https://t.co/xLUpDh9Qix
2. Basics of Docker: https://t.co/nAz86BWUQB
3. Deploy Flask App with Docker: https://t.co/fYrFI2XJIe
4. GIT & GitHub: https://t.co/egDZe2FjcJ
5. Python Portfolio on Github: https://t.co/Q6J2vir3EI
6. Python Resume Ideas: https://t.co/rr2TvTVpPN

Follow @manishkumar_dev for more such content.