> AI agents can investigate the same incident.
And still have no idea what each other found.
That's the problem I'm trying to solve.
@arkivnetwork launched an ideathon.
My proposal:
ContextOS
A shared state for AI investigations.
What happened?
↓
What's been tried?
↓
What was ruled out?
↓
Who owns it?
↓
What's next?
The data model is simple:
Investigation
→ Current state
Events
→ Immutable history
Claims
→ Temporary ownership
A new agent joins.
↓
It queries the investigation.
↓
It doesn't start over.
It picks up where the last agent stopped.
That's the idea.
Now let's see if I can actually bu

3.33k

Cybrox 2026-08-11

@arkivnetwork Full visual workflow

Cybrox 2026-08-10

=============================
BEFORE YOU BUILD YOUR NEXT AI AGENT, read this 👇
==============================
If you gave an AI agent access to your money...
what would actually prevent it from spending it?
A system prompt?
A rule that says “be careful”?
Perhaps.
But consider what that really implies.
You are assigning the same system that makes the decision...
the responsibility of determining whether it should follow the rules.
That is not truly a safety system.
It is a trust-based system.
And most agent architectures still look remarkably similar.
You provide the model with a goal.
You gra

1
1.61k

Cybrox 2026-08-10

It’s a new week, free men. Make it count.
The weirdest part about freedom is realizing
nobody is coming to tell you what to do next.

1.97k

Cybrox 2026-08-07

Good morning, Hope today treats you well. 🤝

1.35k

Cybrox 2026-07-23

Spent the last few days diving deep into crypto projects, mapping ecosystems, and understanding how different teams approach growth.
One thing is becoming obvious:
The best products don't always win.
The projects that consistently communicate, engage their communities, and build relationships tend to create the strongest momentum.
Looking forward to learning a lot over the next few months.

Cybrox 2026-07-23

🌻 Good morning 🌻F̶̢̧̨̨͖̰͖̼̗͚̲̦͙̠̩̪̺̙̮̤̹̮͉̼̻͇̫͙̙͌̔́̏̀͊͒͊̽̂̓͛͒̿̈́̂̀̈́̇̽̈́̇͌͌̂̅̈́̑͌̾̊͘̚̚ͅͅg̶͕̘̓́͆́̀̈́͐͂̍̀̋̅̋́͘͘͝ģ̸̪̺͓̺̳͎̪̼̻̳̣̯̠̦̮̭̃̈́̈́̀̇͐̒̑̈̿͊́̇̎͆̉́͛͂́̃͒̐̊͐͑̎͒͆͂͋͒͐̿̃̒͛́͐̏̌̀̓̚͘̕ͅ ̶̡̛͙͓̹̤̍̈́̇̐͆̓͆̊͗̾͜h̴̨̢̧̝̖̗͔̙͔͚̜̟̩̗͚͖̤͖͕̯̫̘͓͔̼̺͖͉̠̣̟͔̞͈̭͉̟̱̅́̀́̒͂̈́̿̂̌̆̎̃̍̇̈́͛͛͆̈̅͑̑̾́̌̓̕̚̕̚͝ͅͅ

Cybrox 2026-07-22

Chatgpt escaped 😳?

2.75k

Cybrox 2026-07-20

Video creation >>> peak life

Cybrox 2026-07-17

By 2027, >20% of onchain volume will be agent-driven. Programmable stablecoins and x402-style protocols make it inevitable.
Over $41 million has already been transacted via x402 (as of mid-July 2026) across ~156 million cumulative transactions.
x402 types/use cases leading the charge:
• Data/search APIs & scraping (Exa, Apify, etc.)
• AI inference & research (Heurist, BlockRun routers)
• Market data (CoinGecko)
• Cloud/edge monetization (Cloudflare, AWS)
Chains powering the most transactions:
• Base → Dominant share (~58% of tracked volume)
• Solana → Strong #2 (~38%)
• Others (Polygon, Arbitr

HEU-1.52%

SOL+3.50%

ARB+2.89%

3.62k

Cybrox 2026-07-16

GM to everyone who says it back!

1.74k

Cybrox 2026-07-16

GM peeps 👋
Another "useless" skill unlocked. 😅
Ever tried editing a video and got "File format not supported"? 😂💔
That was me after recording a demo with Kazam on Ubuntu.
The video played perfectly... but neither CapCut nor my phone would edit it.
Turns out the fix was surprisingly simple. Thread 👇
Turns out the recording needed to be re-encoded into a more editor-friendly format.
->
First, install FFmpeg (if you don't already have it):
"run on your terminal "
|
sudo apt update
sudo apt install ffmpeg
->
Navigate to the folder containing your video:
cd /path/to/your/vide

1.04k

Cybrox

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