What MCP Traffic Detection Can—and Cannot—Protect
Where Cloudflare's MCP traffic detection helps, where it cannot, and which controls still belong at the server.
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Notes from the engineering bench
Technology notes
Technology notes
for people who ship.
Field notes from the A2Techify engineering team on AI, developer tools, and the systems around them.
55Field notes published
31Technology threads
0%Paywalled
Small tests. Primary sources.
Useful judgment calls.
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01
The journal
Recently tested,
Recently tested,
carefully explained.
Practical research on AI systems, developer tools, security, and the infrastructure that makes them useful.
A Workable Artifact Layout for LeRobot Training Runs
Using manifests, checksums, and Hugging Face Storage Buckets to keep mutable robotics runs under control.
What Agent Plugins 1.0 Gets Right About Portable Tooling
A closer look at the portable packaging layer for skills, commands, hooks, and MCP configuration.
Testing Nemotron 3.5 Lightning in a Local Agent Loop
A small Ollama-based test of NVIDIA Nemotron 3.5 Lightning as a local tool-calling worker.
Muse Glimmer Shows What a Practical Local-Agent Stack Looks Like
How Muse Glimmer, LoRA, QLoRA, and quantization fit together when you build a local agent for real work.
02
How we work
Less hype.
Less hype.
More signal.
We test new technology in the same way we would evaluate it for a real project: run it, inspect the trade-offs, and keep the parts that hold up.
- 01Run itStart with a small, reproducible test.
- 02Pressure-test itInspect the cost, security, and operational limits.
- 03Write it downShare the commands, code, and judgment calls.