Ibrahim Makanjuola

Software Engineer (AI/ML | Full-Stack | Cloud | Robotics) || BSc. Electronics and Computer Engineering || Building Intelligent Systems

[Ibrahim Makanjuola @iMaksxAI]

It's almost like no one remembers this means burning tokens, exponentially more tokens 😅

[codila @0xCodila]

Two Anthropic seniors just made Karpathy's loop 1000x better with "Graph Engineering" - dropped 11-page PDF

the shift: the agentic systems got 1000x better the moment you wired agents into a graph

here's the playbook in 6 steps:

step 1 → build one loop: generate, critique, revise - one self-review cycle beats a smarter model with none

step 2 → add tools: search, code execution, database - thinking without tools is hallucinating

step 3 → go parallel: spin up agents in separate worktrees - same repo, different branches, no conflicts

step 4 → add a graph: agents write findings as typed nodes and edges - not transcripts - every claim keeps its source

step 5 → ground your evaluator: it checks claims against graph edges, not vibes - "Triple not found" beats "seems off"

step 6 → the graph survives every session - your agents stop rebuilding context from scratch

the result: Karpathy ran 1 agent in 1 direction - this system runs 1,000 with shared memory - same model, it's the architecture

read this 11-page PDF and paste it into your Claude - you won't regret it

bookmark - then read the article on building graphs from scratch ↓

[Ibrahim Makanjuola @iMaksxAI]

All these talks about graphs. Gives me an idea for something I'm building 🤔

[Alex Kotliarskyi 🇺🇦 @alex_frantic]

How to graph-max with Codex and 5.6 Sol:

1. Draw a graph (literally in any tool, even on paper)
2. Send it to Codex and say "write a code mode script that implements this workflow, run it with <your inputs>"

There's no step 3, it just works.

Seriously it's that simple.

[Ibrahim Makanjuola @iMaksxAI]

Built a repo viewer to allow you use ChatGPT or any other LLM with a search tool view any public GitHub codebase so you can ask questions or reference it without setting up GitHub integration. Basically GitHub pages for LLMs. Y'all should try it out. 👇

https://t.co/eHNzUImkY8

[Ibrahim Makanjuola @iMaksxAI]

@TechByTaraa Funny how the oldest kinda seems like the nicest on here.

[Ibrahim Makanjuola @iMaksxAI]

@Tegadesigns I think the middle one is the one I'd want to use.

[Ibrahim Makanjuola @iMaksxAI]

@CF_Actual @shairnn 3+3 is 6 bruh.

[Ibrahim Makanjuola @iMaksxAI]

@0xgordian Neattt!!!

[Ibrahim Makanjuola @iMaksxAI]

It's been a crazy 5 years. Congrats to all my level mates and my entire @LASUOfficial fam 🥳🎊🎉

[SaML🛠 @cy63rx_]

Officially Signed Out🎓

[Ibrahim Makanjuola @iMaksxAI]

Been seeing this Command Code everywhere. I just might try it out 🌚

[Ibrahim Makanjuola @iMaksxAI]

Happy Father's Day Dad. Thank you for all you do ❤️

[Ibrahim Makanjuola @iMaksxAI]

Apparently, the best way to gain traction in the tech space is to build something crazy, post it online, gain engagements. One of the following happens:

- Someone big hires you.
- Someone big buys your work.
- Someone big backs your work.

Whichever way, you win.

[Ibrahim Makanjuola @iMaksxAI]

This my Antigravity be abusing subagents. It's like it doesn't know it's burning tokens 🥲 It uses it pretty effectively though, especially when I use Claude.

[Ibrahim Makanjuola @iMaksxAI]

Make that 6 days 🌚

[SaML🛠 @cy63rx_]

Me in about 2 weeks😮‍💨

[Ibrahim Makanjuola @iMaksxAI]

@honour_can_code @pxxl_space You ship fast, I'll give you that.

[SaML🛠 @cy63rx_]

I came across an article I wrote last year and was impressed with myself.

If you're interested in learning how LoRa(Long Range) works, I wrote a comprehensive article on it.

Embedded System and IoT folks will find it useful👇🏾

https://t.co/gSRZvGVnTp

[Ibrahim Makanjuola @iMaksxAI]

@Daviowhite Cool concept! Nigeria really needs something like this.

[Ibrahim Makanjuola @iMaksxAI]

How's anyone supposed to review this? 😯

[Tim Jayas @TimJayas]

You know you’re COOKED when one prompt adds +21,000 lines to your codebase 💀

[Ibrahim Makanjuola @iMaksxAI]

@cy63rx_ Go get em brotha ✊💛

[Ibrahim Makanjuola @iMaksxAI]

@honour_can_code @clevabanking Are these guys paying you and @whakee_ to advertise for them or what? 🥱

[Ibrahim Makanjuola @iMaksxAI]

@chidiebere_x @pamilhereen Dude! You're saying you only care about current paying customers and not potential ones? How's your company supposed to grow like that? I've never used @prymhosting before but it'll to be difficult to do so now. Same for many others. Not that you care, just pointing that out.