Insights

The Context Log

Your logbook for smarter projects. Insights on local-first AI project management, agents at work, and turning chaos into clarity — built on the principles of Context-Driven Project Management.

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A person and an AI work together on a project board showing goals, dates, budget, risks and decisions. Incoming emails, documents and messages pass through a visible review step.

TensorPM, Claude Code and Codex: Putting the project plan first

Understand, Steer, Execute: Clarify goals, assess the plan and current situation, and get work done. TensorPM connects these activities through a shared project context.

#TensorPM#Claude Code
Isometric illustration of a human hand and an AI arm jointly editing an open, versioned work artifact beside a closed black-box workflow

Codex, Claude and Co.: The Wrong Approach

ChatGPT Work and Claude Cowork deliver finished documents for review. Real collaboration begins when person and AI work on the same living artifact.

#ChatGPT Work#Claude Cowork
Isometric ProjectBench illustration: three masked AI model inputs pass through the same structured project graph and produce similarly valuable plans under blind evaluation

The Model Matters Less Than the Context: Introducing ProjectBench

We built a benchmark that runs real project-management work inside TensorPM and scores each plan on one thing: would the owner actually be better off building from it? The first finding is the whole thesis of Context-Driven Project Management. The project context decides plan quality far more than which model you run.

#Context-Driven Project Management#Benchmark
Isometric TensorPM-style illustration: operational AI support and context-based project steering working over a shared project graph

AI Agents for Project Management 2026: A Practical Comparison

TensorPM, OpenClaw, Hermes Agent, Pi, and DeepSeek Harness compared: project steering, messenger automation, self-improving workflows, or technical execution?

#AI agents for project management#AI agent project management 2026
Abstract memory sparks resolving into a precise structured project graph for decisions, risks, and action items

Dreaming Isn't Enough: Why Claude's Memory and Dreaming Don't Understand Your Project

Anthropic taught Claude to dream. Great for coding agents, blind to projects. Why remembering isn't the same as understanding, and what Context-Driven Project Management does differently.

#Claude#Anthropic
Abstract TensorPM-style illustration of governed AI agents working through a shared project graph

What Is Agentic Project Management? Definition, Framework & Tools (2026 Guide)

Agentic project management is the 2026 operating model for AI-driven teams: shared project context, governed AI agents, real workflows, and human control.

#Agentic Project Management#AI Agents