Hugging Face vs OpenAI: Which Models Win for Technical NLP?

Artificial Intelligence /

December 18, 2025 at 12:06 PM | Est. read time: 16 min By Valentina Vianna Community manager and producer of specialized marketing content Choosing between Hugging Face’s open‑source ecosystem and OpenAI’s proprietary APIs is one of the most important decisions teams make when building technical NLP solutions. Whether you’re extracting entities from specs and logs, […]

Hugging Face vs OpenAI: Which Models Win for Technical NLP? Read More »

LangChain vs Agno: How to Choose the Right AI Agent Framework for Your Use Case

Artificial Intelligence /

December 18, 2025 at 11:54 AM | Est. read time: 14 min By Valentina Vianna Community manager and producer of specialized marketing content AI agents are moving from demos to dependable business systems. If you’re planning automations that research, reason, call APIs, and take action, two frameworks will likely appear on your shortlist: LangChain and

LangChain vs Agno: How to Choose the Right AI Agent Framework for Your Use Case Read More »

Azure Synapse vs Microsoft Fabric: Migration, Performance, and a Practical Path Forward

Data Engineering /

December 18, 2025 at 11:51 AM | Est. read time: 16 min By Valentina Vianna Community manager and producer of specialized marketing content If you’re running analytics on Azure today, you’ve likely asked: Should we stay with Azure Synapse Analytics, or migrate to Microsoft Fabric? And if we move, how do we preserve performance, control

Azure Synapse vs Microsoft Fabric: Migration, Performance, and a Practical Path Forward Read More »

Terraform + DataHub: A Practical Guide to Building a Secure, Auditable Metadata Platform

Data Engineering, Data Science /

December 17, 2025 at 11:58 AM | Est. read time: 12 min By Valentina Vianna Community manager and producer of specialized marketing content If your organization is serious about data governance, you’ve probably looked at DataHub—the open-source metadata platform that centralizes assets, lineage, ownership, and policies across your stack. But to unlock DataHub’s value at

Terraform + DataHub: A Practical Guide to Building a Secure, Auditable Metadata Platform Read More »

Snowflake vs. Amazon Redshift: The Complete Guide to Security and Compliance

Data Analytics /

December 17, 2025 at 11:43 AM | Est. read time: 15 min By Valentina Vianna Community manager and producer of specialized marketing content If your organization runs on data, security and compliance aren’t optional—they’re foundational. Whether you’re evaluating a migration or maturing an existing stack, you’ll likely consider Snowflake and Amazon Redshift. Both are proven,

Snowflake vs. Amazon Redshift: The Complete Guide to Security and Compliance Read More »

JWT Done Right: Secure Authentication for APIs and Analytical Dashboards

Artificial Intelligence /

December 17, 2025 at 11:40 AM | Est. read time: 14 min By Valentina Vianna Community manager and producer of specialized marketing content When you embed analytics into your product or expose APIs for partners, authentication becomes more than a checkbox—it’s the backbone of trust. JSON Web Tokens (JWTs) are a popular way to secure

JWT Done Right: Secure Authentication for APIs and Analytical Dashboards Read More »

Multi-User AI Agents with an MCP Server: A Practical Blueprint for Secure, Scalable Collaboration

Artificial Intelligence /

December 17, 2025 at 11:35 AM | Est. read time: 16 min By Valentina Vianna Community manager and producer of specialized marketing content AI assistants are rapidly moving from single-user pilots to team-wide copilots embedded in tools like Slack, Jira, Salesforce, and internal portals. That shift demands reliable multi-user access, strong isolation, enterprise-grade security, and

Multi-User AI Agents with an MCP Server: A Practical Blueprint for Secure, Scalable Collaboration Read More »

Observability in 2025: How Sentry, Grafana, and OpenTelemetry Are Shaping the Next Era of Reliable Software

Software Development /

December 17, 2025 at 11:31 AM | Est. read time: 14 min By Valentina Vianna Community manager and producer of specialized marketing content Modern systems are complex by design—microservices, serverless functions, event streams, mobile and web clients, and a growing AI layer. To keep them healthy, teams are moving beyond basic monitoring into true observability:

Observability in 2025: How Sentry, Grafana, and OpenTelemetry Are Shaping the Next Era of Reliable Software Read More »

Data Pipeline Auditing and Lineage: How to Trace Every Record, Prove Compliance, and Fix Issues Fast

Data Analytics /

December 15, 2025 at 03:25 PM | Est. read time: 13 min By Valentina Vianna Community manager and producer of specialized marketing content If you’ve ever been asked “Where did this number come from?” and felt your stomach drop, this guide is for you. Auditing and tracking data flows across pipelines isn’t just a compliance

Data Pipeline Auditing and Lineage: How to Trace Every Record, Prove Compliance, and Fix Issues Fast Read More »

Building Multi-User AI Agents with an MCP Server: Architecture, Security, and a Practical Blueprint

Artificial Intelligence, Software Development /

December 16, 2025 at 01:24 PM | Est. read time: 15 min By Valentina Vianna Community manager and producer of specialized marketing content Modern teams don’t need yet another single-user bot. They need secure, scalable, multi-user agents that can serve entire departments—each person with their own permissions, data boundaries, tools, and context. The Model Context

Building Multi-User AI Agents with an MCP Server: Architecture, Security, and a Practical Blueprint Read More »