Cee the bearded

Cyril | AI Engineer | Multi-agent systems builder for businesses

[Cee the bearded @bearded_cee]

(agent-to-agent transfer) → guardrail_span (safety check result) → custom_span (you define this)

(The #1 mistake)Most common mistake:

Two https://t.co/7YwAiLLzpf() calls → two disconnected traces in the dashboard.
Fix:
python

[Cee the bearded @bearded_cee]

AI engineers building AI agents skip tracing.

They find out why that was a mistake when a client's workflow breaks and there's zero record of what the agent actually did.

Here's the full mental model, structured so you can study it later.

[Cee the bearded @bearded_cee]

(Core model)A Trace = one complete end-to-end workflow operation. A Span = one operation nested inside it.
The OpenAI Agents SDK auto-creates 6 span types:
→ agent_span (full agent cycle) → generation_span (one LLM call) → function_span (one tool call) → handoff_span

[pappy🥷🏾 @p4ppypee]

please get addicted to thinking everything will always work out for you.

[Cee the bearded @bearded_cee]

@Joy_Nahza Hmmm... Okay, I agree that the ratio is on the side of those who don't get procedures. I think you're overlooking one fact though, surgeons may not get procedures simply because they just don't want to. Professional detachment isn't the same as disbelief in the product.

[憂 @xynoa__]

誰かと話してるとき、言葉の節々に「あ、この人は本を読んでるな」って感じる瞬間がある

[Cee the bearded @bearded_cee]

Watch this room change.

Same four walls. Same floor. Completely different listing.

[Cee the bearded @bearded_cee]

7/If you're building multi-agent systems, where in your stack would a malicious instruction actually get caught right now?
Following the OpenAI Agents SDK series as I build toward a full production AI ops platform. More breakdowns coming.

[Cee the bearded @bearded_cee]

Guardrails in the OpenAI Agents SDK

1/Your AI agent hands off to a billing specialist. The specialist calls a refund tool. You assumed the guardrail on the first agent was still protecting that call.
It wasn't.

[Cee the bearded @bearded_cee]

But for every 10 things it blocks, 4 are innocent users getting falsely flagged.

High recall protects you. Low precision quietly costs you trust.

[Cee the bearded @bearded_cee]

The standard is simple: best there ever was.
Not best in my circle. Not best right now.
Best. Ever.
Obsessed. Possessed. All in.
Anything less is a waste of the time I have.