Ricardo Feldhaus Krisanoski

I build AI-assisted operating systems for CRM, WhatsApp sales, revenue operations and internal workflows.

Joined on May 28, 2026

Oct 25

Make Handoffs Explainable Before You Make Them Automatic

#ai #architecture #productivity #ux

3 min read

Ricardo Feldhaus Krisanoski

Oct 24

Freeze the Comparison, Not the Working Document

#architecture #database #productivity #ai

3 min read

Ricardo Feldhaus Krisanoski

Oct 23

What a Production Brief Should Say When the Data Is Incomplete

#architecture #productivity #ai

3 min read

Ricardo Feldhaus Krisanoski

Oct 22

Read Access and Action Authority Belong to Different Contracts

#architecture #ai #programming

3 min read

Ricardo Feldhaus Krisanoski

Oct 21

Do Not Turn an Observability Failure into a Business Outage

#architecture #programming #ai

3 min read

Ricardo Feldhaus Krisanoski

Oct 20

A Retry Needs an Identity, Not Just Another Attempt

#architecture #programming #webdev

3 min read

Ricardo Feldhaus Krisanoski

Oct 19

An Approval Queue Is a Product Interface

#architecture #ai #productivity

3 min read

Ricardo Feldhaus Krisanoski

Oct 18

A Quote Comparison Needs an Equivalence Policy

#architecture #programming #productivity

3 min read

Ricardo Feldhaus Krisanoski

Oct 17

A Useful Context Packet Should Explain What It Left Out

#ai #architecture #programming

3 min read

Ricardo Feldhaus Krisanoski

Oct 16

An Evaluation Score Is Only as Useful as Its Target

#python #machinelearning #datascience #ai

5 min read

Ricardo Feldhaus Krisanoski

Sep 23

A Daily Production Brief Is a Coordination Interface, Not a Dashboard

#ai #architecture #productivity #ecommerce

4 min read

Ricardo Feldhaus Krisanoski

Sep 16

Operational Knowledge Is a Product Surface, Not a Folder

#productivity

4 min read

Ricardo Feldhaus Krisanoski

Aug 16

What I log from AI workflows before I trust the automation

#ai #observability #n8n #architecture

3 min read

Ricardo Feldhaus Krisanoski

Aug 13

AI Coding Agents Need a Decision Gate Before the Implementation Loop

#ai #opensource #architecture #productivity

5 min read

Ricardo Feldhaus Krisanoski

Jun 13

Why my first RAG layer starts in Postgres, not in a standalone vector database

#ai #rag #postgres #architecture

3 min read

Ricardo Feldhaus Krisanoski

May 28

I added a context resolver before an AI sales agent replies

#ai #automation #crm #architecture

3 min read

DEV Community

Ricardo Feldhaus Krisanoski

Badges

Writing Debut

Make Handoffs Explainable Before You Make Them Automatic

Freeze the Comparison, Not the Working Document

What a Production Brief Should Say When the Data Is Incomplete

Read Access and Action Authority Belong to Different Contracts

Do Not Turn an Observability Failure into a Business Outage

A Retry Needs an Identity, Not Just Another Attempt

An Approval Queue Is a Product Interface

A Quote Comparison Needs an Equivalence Policy

A Useful Context Packet Should Explain What It Left Out

An Evaluation Score Is Only as Useful as Its Target

A Daily Production Brief Is a Coordination Interface, Not a Dashboard

Operational Knowledge Is a Product Surface, Not a Folder

What I log from AI workflows before I trust the automation

AI Coding Agents Need a Decision Gate Before the Implementation Loop

Why my first RAG layer starts in Postgres, not in a standalone vector database

I added a context resolver before an AI sales agent replies