Claude Opus 4.7: A Practical Evaluation Guide

Evaluate Opus 4.7 coding behavior, higher-resolution image input, effort settings and tokenization changes against representative tasks before migrating a workflow.

AI Search and the New Discovery Workflow

How conversational search changes technical discovery, why training and search crawlers differ, and which publishing practices are supported by evidence.

Claude Code: GUI vs Terminal, Round 2

Claude Code Desktop changed the interface decision. A practical comparison of visual review, local environments, worktrees and CLI automation.

Slow Down, Human

Choose a deliberate collaboration style, define acceptance criteria, and verify AI-assisted changes. Manage session context without confusing generation speed with completed work.

Using Claude Code Insights to Improve a Workflow

Use Claude Code’s insights report to investigate workflow friction, verify its evidence and test a focused improvement. Keep session contents and private usage records protected.

Claude Managed Agents: Runtime and Product Responsibilities

Understand agents, environments, sessions and events in Claude Managed Agents. Evaluate managed infrastructure while keeping application permissions, correctness and operations explicit.

The Exomind

Build an agent-maintained technical knowledge base with preserved sources, permission-aware retrieval, serialized maintenance and independently configured memory.

The Cockpit

A separate workspace can hold personal agent configuration and coordinate several repositories. Keep authoritative team knowledge in approved shared storage and respect each repository’s rules.

The Knowledge Base That Builds Itself

Use an agent to maintain sourced technical summaries, cross-references and a reviewable wiki. Keep originals, check derived claims and add retrieval when measurements justify it.

The Context Wall

Diagnose context failures, organize durable technical knowledge and add QMD retrieval using documented commands, explicit access boundaries and observable maintenance.

The Knowledge Equation

AI workflow skills and domain knowledge complement each other. Build a curated, authorized knowledge base and verify whether the output solves the actual problem.

Things AI Is Surprisingly Bad At

Recognize common failure modes in AI-assisted work: stale facts, exact counting, arithmetic, uncertainty and spatial reasoning. Choose tools and verification suited to the task.