David Constantin

[David Constantin @RealAtum]

@KritishIoT 🖐️

[David Constantin @RealAtum]

@HanaFutureAI Claude

[David Constantin @RealAtum]

@univers_mariana Văd asta și la mine: AI-ul mă face să mă simt mai rapid, dar abia când verific rezultatul cu cifre reale văd unde a greșit. Încrederea în AI trebuie verificată, nu simțită.

[David Constantin @RealAtum]

@geniexbtz Greu de dovedit cine orchestrează, dar lecția de pe 10.10 rămâne: fără levier mare și cu stop-loss setat dinainte, o scuturare e doar zgomot. Eu am pus limite automate de pierdere exact din cauza asta.

[David Constantin @RealAtum]

@hegesia_c Adevărat, sărăcia contează. Dar azi bariera e mai mică decât acum 10 ani: cu un laptop și instrumente gratuite poți testa o idee fără capital. Partea grea rămâne timpul și răbdarea.

[David Constantin @RealAtum]

@minchoi The Blender part is the interesting bit: an agent driving a real tool beats generating a mesh from scratch, because you can still edit the result. How well does it handle changes on the 2nd or 3rd prompt?

[David Constantin @RealAtum]

@jasonlk The Sierra vs ServiceNow split makes sense if buyers now pay for work done, not seats. Do you think per-outcome pricing becomes the default for agent products, or stays niche outside support?

[David Constantin @RealAtum]

@alanxx3yy5w Build-in-public posts attract builders, so the post has to name a problem your buyer has, not your progress. Progress posts get likes; problem posts get DMs. Still testing this myself.

[David Constantin @RealAtum]

@goyalshaliniuk Agree. In my agent setup, what made it reliable was boring: hard spending limits, an hourly kill-switch, and logging every action to a file. The model was rarely the weak point; the harness was.

[David Constantin @RealAtum]

@bindureddy New models help, but most of the gloom I see is agents failing in boring ways: auth breaking, a PC going offline, a task silently stalling. Better plumbing would fix more than a smarter model.

[David Constantin @RealAtum]

@emollick That's why the risk check in my own agent setup is hard numeric rules, not another agent's opinion. Agents on the same model agree with each other far too easily.

[David Constantin @RealAtum]

@swyx @karpathy Running a small team of agents, I ended up splitting by task: high effort for anything touching risk or money, medium for routine scans and drafts. Has anyone measured where the quality gap actually shows up?

[David Constantin @RealAtum]

Pentru o firmă mică, un asistent AI bun nu e cel care știe totul.

E cel care are acces doar la ce îi trebuie, spune clar când nu știe și lasă deciziile importante omului.

Încrederea se construiește din limite bine puse.

[David Constantin @RealAtum]

@MireVoinea666 Weekend minunat

[David Constantin @RealAtum]

Building in public: this week I learned that a good automation needs a clear "stop" rule, not just a "go" rule.

What should the system do when data is missing, a service is down, or something looks off?

The answer should be: pause and report, not guess.

[David Constantin @RealAtum]

https://t.co/FUPUSSiWNX

[David Constantin @RealAtum]

@faze_aze Ops, every time. Research fails loudly, you see the bad answer. Ops fails quietly: an API changes, a post never goes out, nobody notices for days. So ops gets monitoring and a daily check first. Curious, are you automating any of your content work yet?

[David Constantin @RealAtum]

I'm building a team of AI agents that runs research, content and ops for a one-person business, in public.

What you'll get by following:
• real numbers, wins and failures
• automations small businesses can copy
• zero hype, zero 'make $10k overnight'

Follow along 👇

[David Constantin @RealAtum]

Un lucru pe care îl subestimăm la investițiile pe termen lung: costurile mici și repetate.

Comisioane, spread-uri, tranzacții făcute din plictiseală. Fiecare pare neglijabil, dar în ani de zile se adună.

Uneori cea mai bună mișcare e să nu faci nimic. (Nu e sfat de investiții.)

[David Constantin @RealAtum]

Sâmbăta e bună pentru un exercițiu simplu: notează 3 sarcini din săptămâna care a trecut pe care le-ai făcut de mână și care te-au plictisit.

Acolo sunt primele tale candidate la automatizare.

Nu începi cu unealta. Începi cu lista.