Swfte Journal / Ideas into practice

Perspective.
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Decisions behind the systems. Lessons from the work. Explore AI research, implementation guides and the ideas shaping what comes next.

318 articles
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Guides / Featured

Agentic Workflow: What It Is and How to Design One

An agentic workflow mixes fixed steps with model-driven decisions. Patterns, failure handling, approvals and cost.

·8 min de lectura
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Guides
·8 min de lectura

Agentic Workflow: What It Is and How to Design One

An agentic workflow mixes fixed steps with model-driven decisions. Patterns, failure handling, approvals and cost.

Security
·6 min de lectura

Is ChatGPT Private? What OpenAI Does With Your Data

Is ChatGPT private? What OpenAI states about training, retention and deletion for consumer, business and API use.

Guides
·8 min de lectura

LLM Evaluation: How to Test a Model Before and After Launch

A practical guide to LLM evaluation: test sets, metrics by task, judge models, regression gates and what to log.

Technology
·7 min de lectura

Open-Source AI Agent Frameworks: What Each One Is For

Eight open-source AI agent frameworks compared by purpose, licence, state model and MCP support, with a decision table.

Strategy
·7 min de lectura

AI Act High-Risk Classification: A Flowchart in Words

A numbered procedure for classifying an AI system as high-risk under the EU AI Act, in the order the checks run.

Guides
·9 min de lectura

The AI Estate: How to Inventory Your Models, Agents and Data Flows

How to inventory your AI estate: models, agents, tools and data flows, with a sample schema for risk tiering.

Security
·9 min de lectura

AI Incident Response Runbook: Contain, Preserve, Investigate, Report

A six-step AI incident response runbook: contain, preserve evidence, investigate and meet NIS2 and DORA clocks.

Technology
·6 min de lectura

AI Observability for Agents and Workflows: What to Capture

What AI observability must answer beyond latency: which model, data, tool, policy and approver, at what cost.

Security
·9 min de lectura

AI SOC Agents With Human Approval: What to Automate First

What to automate first in an AI SOC: triage, investigation and response, with approval gates and autonomy levels.

Technology
·6 min de lectura

AI Usage and Cost Analytics: FinOps for Models and Agents

How to track AI spend by model, agent and workflow, set caps that act and route cost anomalies to an owner.

Insights
·6 min de lectura

AI Workspace vs ChatGPT Enterprise: Where Each One Fits

An honest comparison of a private AI workspace and ChatGPT Enterprise on data control, cost and governance.

Engineering
·7 min de lectura

Air-Gapped LLM Deployment: A Practical Checklist

An air-gapped LLM checklist: stage weights, verify them, switch off hidden egress and test that it runs offline.

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