Notes on ML, computer vision and network automation.
A link incident lives for hours or days; a script lives until the first restart. Three decisions that make incident automation something you can trust in production.
In a conflict-monitoring agent the model owns exactly one step out of ten. Why the other nine are better left to plain code.
A single number is useless for planning. On P10/P50/P90, per-sector normalization, and how a forecast becomes a buy-or-not decision.
Thesis work: a PPO agent on MiniWoB++, 16 GB of VRAM, adaptive curriculum and graded reward. What worked, what did not, and the numbers.
How an LLM agent, via an MCP server, finds and restores a failed Juniper port on its own - no operator.
Why segmentation masks help a transformer match people and ignore the background.