Andreas Belitz
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Context rot has a name now — here's what four months of living with it taught me
Jun 18, 2026 · 9 min read · AI Engineering

Context rot has a name now — here's what four months of living with it taught me

A sharp new piece lays out the mechanisms behind context rot and gives concrete token thresholds. I've been hitting those thresholds by hand since February. Here's where the analys...

context-management context-rot attention agents claude
Claude Fable 5: what a new tier above Opus means for context management and agent teams
Jun 10, 2026 · 10 min read · AI Engineering

Claude Fable 5: what a new tier above Opus means for context management and agent teams

Anthropic launched Claude Fable 5 yesterday — its first Mythos-class model, priced at double Opus. The context window didn't grow. What changed is everything around it, and that's...

claude fable-5 context-management agents agent-teams anthropic
Bigger context, worse agents
May 22, 2026 · 5 min read · AI Engineering

Bigger context, worse agents

I've been experimenting with feeding agents larger volumes of context. The pattern is steady: the bigger I make it, the worse it looks. Meanwhile, the rest of the field is racing t...

context-management context-rot knowledge-graphs retrieval agents
The context wars: how Gemini, ChatGPT, Claude and Grok manage agent memory in 2026
Mar 22, 2026 · 14 min read · AI Engineering

The context wars: how Gemini, ChatGPT, Claude and Grok manage agent memory in 2026

I've spent months building context management patterns by hand. Here's how the four major platforms are solving the same problems at the infrastructure level — and what it means fo...

context-management agents memory gemini claude chatgpt grok caching
Custodians of context: how our roles must evolve in the AI era
Mar 12, 2026 · 10 min read · AI Engineering

Custodians of context: how our roles must evolve in the AI era

I've been writing about context management at the individual and team level. This post zooms out: if context is the real bottleneck in AI, who owns it across an organization — and...

context-management program-management ai-tools enterprise-ai architecture
Separation of concerns in AI agent teams: lessons from multi-disciplinary delivery (and where they break)
Mar 3, 2026 · 14 min read · AI Engineering

Separation of concerns in AI agent teams: lessons from multi-disciplinary delivery (and where they break)

We've been solving the 'too complex for one person' problem for decades in program delivery. Now some team members are language models — and the coordination overhead is measured i...

agents program-management context-management architecture governance
The recipe app I couldn't build six years ago
Feb 28, 2026 · 8 min read · AI Engineering

The recipe app I couldn't build six years ago

Six years ago I helped a CPG company dream up a smart meal planner. We never shipped it. This year, my wife and I built it — and we use it every week.

agents context-management claude-code side-project production

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