Swfte Journal / Ideas into practice

Perspective.
With a purpose.

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

318 articles
One connected library
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 분 읽기
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318 stories · Page 1 of 27

Guides
·8 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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 분 읽기

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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