GET
EXCITED.
∇ thinking =
build
·
break
·
document
·
repeat
Every post is an experiment. Hypothesis first, observations next, verdict at the end. Achievements and learnings are equally first-class — because showing the wrong turns is what builds trust in the map.
★ CURRENTLY IN THE LAB
Active Experiments
Total experiments
8
Achievements
8
Learnings
0
Active quests
3
1RgRAG3
2EmEmbed0
3RkRerank0
4EvEvals0
5ClCalibrate0
6BmBenchmark0
7MlMLOps2
8LtLatency0
9CsCost0
10ScScale0
11PrPrompts0
12SfSafety0
13DbDebug0
14NtNotes1
15ThTheory1
16OpOptimise1
EXP #008
Monitoring in Production: When the Dashboard Is Green and the Model Is Dying
Your inputs are stable, your predictions are stable, every monitor is green — and the model is quietly getting worse. How that happens, and the four things you watch so you see it before your users do.
★ ACTIVE QUESTS
Q-01
Building RAG from Scratch
Personal knowledge retrieval — from zero to state-of-the-art
✓ 0 achievements ⚠ 0 learnings 4 experiments
2026-05 → present →
Q-02
ML Foundations from First Principles
The fundamentals every MAANG interview tests — owned, not memorised
✓ 0 achievements ⚠ 0 learnings 2 experiments
2026-06 → present →
Q-03
Production ML — Monitoring, Serving, Scale
Keeping models alive after launch — the MLOps half of the job
✓ 0 achievements ⚠ 0 learnings 2 experiments
2026-06 → present →
All quests →
— every post is an experiment. test the test before you test the model. —