Machine Learning Engineer and Systems Engineering student at UNI (Nicaragua).
I build end-to-end ML pipelines, AI-augmented automation systems, and data engineering workflows — with a focus on regulated and financial environments.
My work sits at the intersection of ML, intelligent automation, and backend engineering.
This board is playable by anyone. Click a link under TO and it opens a pre-filled GitHub issue — just submit it. A GitHub Action validates the move, updates the board and commits it. White moves first, and you can't move twice in a row.
No game in progress yet — ♟️ Start a new game to begin!
It's white(clear) turn.
| A | B | C | D | E | F | G | H | ||
|---|---|---|---|---|---|---|---|---|---|
| 8 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
8 |
| 7 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
7 |
| 6 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
6 |
| 5 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
5 |
| 4 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
4 |
| 3 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
3 |
| 2 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
2 |
| 1 | ![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
1 |
| A | B | C | D | E | F | G | H |
▸ Your move (appears once a game starts)
| FROM | TO (Just click a link!) |
|---|---|
| A1 | A2, A3 |
| B1 | A3, C3, D2 |
| B2 | B3, B4 |
| C1 | D2, E3, F4, G5, H6 |
| C2 | C3, C4 |
| D1 | D2, D3 |
| D4 | D5 |
| E1 | D2 |
| E2 | E3, E4 |
| F2 | F3, F4 |
| G1 | F3, H3 |
| G2 | G3, G4 |
| H2 | H3, H4 |
▸ Recent moves & top players
| Move | Author |
|---|---|
G8 to F6 |
@CADV2005 |
A2 to A4 |
@wesleyruiz2005 |
A7 to A5 |
@CharlyFernando |
D2 to D4 |
@wesleyruiz2005 |
Start game |
@wesleyruiz2005 |
| Total moves | User |
|---|---|
| 2 | @wesleyruiz2005 |
| 1 | @CharlyFernando |
| 1 | @CADV2005 |
- Binary classification pipelines for credit default risk — feature engineering, LightGBM, AUC-ROC optimization
- ELT pipelines with multi-source ingestion (REST APIs, CSV) into SQLite data warehouses; pandas/SQL transformation layers
- NLP and MLOps projects — model versioning, reproducible workflows, evaluation pipelines
- AI-augmented RPA automation in production financial environments — UiPath REFramework + AI Activities
- AI agent orchestration with n8n — LLM nodes, webhook triggers, cross-system integration
▸ AI & Machine Learning
▸ Automation & AI Agents
▸ Data & Backend
▸ DevOps & MLOps
@@ --!!*-v-- @@
@@ -4!!!!!444!!-- @@
@@ J!|!4!4444444))- @@
@@ `"`-|))44444447j- @@
@@ .-J`J--J!44444444)) @@
@@ 4!4`J4` `44444444474 @@
@@ .. . J|7`'41 - 44JJ44444' @@
@@ 77 ( -= |4- -444ku44444444?' L)..)))L @@
@@ 7l ' |-`7' 44' 744``"J``"747` .4|)444444)))) @@
@@ Sl ^" ?SS. ?SS?4Sb. ' 444SSS44))4S411b @@
@@ S( x . "4?^ ` `"` 44SSSS44?)))444))) @@
@@ Jl k.=x . .4JJJ4JJ4k)))14444) @@
@@ SJ ` .k^ ?J?` ^ )|) ) .|((((=.. '44SSS?SS4)4l )))4) @@
@@ 4S( 7 |4k )) 44!ll44!!||. 74S7 , 7S44) ))? , @@
@@ SSl |!. !1? 1k) d111SSSSSS!!!| ` Sk..JS1? J `" )l. .4?) @@
@@ SS( |S) )' )): 4))4SSS4SS44|| `4`?S4S)) 4k. xdS?)) @@
@@ ?SS !S! x`x )) ?144JSSSSSS!!S `"4SS?' JS?' .'d?4'41 @@
@@ :?S: !: x' o `x :11$S$SSS$$!!? "'`.uSS? .' d?d:1S1 @@
@@ (:S( : ,"x' ,- x' $""*s$S?*!s$S: xuS$? " .S)S)$?) @@
@@ I:?I J' .s^ x' : .)). ?. -.SS:- S? `*' ?`S?d'dS1? @@
@@ $:1: ?Jxx,.,=~ :: .:1$$11: "*4$" ?$$x?* u$:1 $$1: @@
@@ (:",. .J":zL ~=" :): ::)sss): . 'zs$z"J u. s$:s z$): @@
@@ ..1? x".?o.$:L== : 1 :1:?1$$1:1? ?1..,p? .:. o, "s :$:d$ 1$: @@
@@ s(isL ,s' , .: : .: :)s$s:1: '***" 1zJ:, ,,'"v,,, z: :z:$s J$1 @@
@@ iii$sL. , : :) : :11ss:s1 '.xszv 1zJii: .'*v,.,z)x' ., :s$'u1$s. @@
@@ ss(($s|x..' :) : :)s) z) z jz s|:. 'x,,,,Jz:L. ',zL. :z s):z: @@
@@ s$$ss|z*' , : ;:)) ): : s*j|:: *~- v''x ' u$$j)i,: sj):, @@
@@ isz*' :: : .: :: : i .z i:. , ussss)))x '4)): @@
@@ ^ ,: , ; :( : J* ,* ,u s)ss$s$s))L,:s)1 @@
@@ ,:| :* j; z*v* , 'vjjssssjv:u,:j @@
@@ ,(; ,,,, , , ssz*x,u*,v 'sjssjs:ussjj @@
@@ :: ,ujjssssssv zLJ,Jz* ,^'sjjssjs: @@
@@ , z))ssssssssssL ', '***` :), '*ssj): @@
@@ x)sss)ssssv' ') : j):, '**j @@
@@ ;jxxjjj-vsj 4*j, jj, j, , @@
@@ sjsj)..jssssuvp; j , .., @@
@@ ;jssjv* 'ssssjxsxs; j, @@
@@ xjj- 'vxjs,^*=;.*** @@
@@ ,,-,, *vj-, 'vsx ,, ,j , , @@
@@ ,,,--,, '* vjxsj;;jjj ,,---,,, @@
@@ ,,,---,,,, ,,--jj '' ***~' ,,--,,,,, @@
@@ ,,,----, ,, ,,,--,,, , @@
@@ uu @@
@@ ` @@


















