@iamshyblakj@effxzzzyy bro, what is the highest Gigabyte you have used on it
It has only been 2 weeks and I have used 150gb already. I did the unlimited data too for 40k
Real example:
The COO agent prompt I built
took longer to write than the code.
Every quality rule.
Every rejection condition.
Every edge case documented.
That prompt is why the system
delivers 17 assets daily
with zero human review.
The model is the engine.
The prompt is the driver.
#Nigeria #Freelance #AIEngineering
Everyone debates which AI model to use.
Nobody talks about the skill
that actually determines
if your agent works.
Prompt engineering for agents
is a different discipline entirely.
Here's what changes 🧵
#PromptEngineering#AIAgents
3️⃣ Tool use instructions
Which tool. When.
What to do if it fails.
What to do with unexpected data.
4️⃣ Exit conditions
When does it stop?
What is success? What is failure?
Without this — infinite loops.
5️⃣ Output format
Define the data contract.
Agents passing unstructured text
to an agent expecting JSON = broken.
#LangChain #n8n
None of this was built
in a funded startup.
None of it required a fancy office.
All of it in production.
All of it solving real problems.
27 days of posting later —
it's no longer quiet.
#Lagos#TechAfrica#BuildingInPublic
12 months ago I was building quietly.
No posts. No visibility.
Just systems running in production
that nobody knew existed.
Here's everything I've built 🧵
#BuildingInPublic#AIEngineering
6. HUBSPOT CRM AGENT
Natural language queries
from Slack → HubSpot API.
7. DOCUMENTATION RAG SYSTEM
PDF ingestion → vector store →
always-on Slack expert.
8. INTERNATIONAL CONSULTING
Full CS ops overhaul.
AI adoption programme.
Active NDA — Europe.
#Freelance#Nigeria
What this taught me:
The best clients don't come
from cold pitching.
They come from being specific enough
in public that the right people
recognise you as the solution
to their exact problem.
Be specific. Be visible.
The right people find you.
#BuildingInPublic#Freelance #nigeriastockmarket
In January 2026 the Head of CS
at an international travel-tech company
reached out to me directly.
Not a job board.
Not a recruiter.
Direct.
Here's what happened 🧵
#ConsultingWork#AIAutomation
The part I'm most proud of:
An AI adoption programme
for their team.
Not just building the system.
Training them to use
Claude AI and AI-assisted tools
independently after I left.
Contractor hands over work.
Consultant transfers capability.
#ClaudeAI#AIAdoption
White-label B2B service.
API key per client.
Events isolated by client_id.
The infrastructure most SaaS companies
spend 6 months building internally.
I built it once.
Any SaaS plugs in.
Two screenshots. Real proof.
#Nigeria#Freelance#AIEngineering
Most SaaS companies lose users
not because their product is bad —
but because they message
the wrong person
at the wrong time.
I built a backend engine that fixes this.
And I have proof. 🧵
#SaaS#NodeJS#BuildingInPublic
The engine tracks:
→ What the user did
→ How long since they did it
→ What stage they're at
→ What they need to hear next
Then it acts.
No human in the loop.
#PostgreSQL#Railway#BullMQ