The Premier League is back in four weeks ๐ฅ
Gameweek 1 kicks off Friday 21 Aug.
Time to lock in those squads.
And this season, Mangoline is your one-stop platform for managing every FPL league, track scores, rivalries, and bragging rights all in one place.
Whoโs ready? Drop your GW1 team below ๐
How to Link your FPL squads on the Mangoline App coming soon.
#Mangoline #Fantasyfootball #PremierLeague #Gameweek1โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
#FPL
Andrew Ng just dropped 8-page PDF on 4 agentic steps "from Loops to Graphs from scartch"
The twist: agent has amnesia without both: Loops let agents think - Graphs let agents remember
here's 4 workflows, step by step:
step 1 โ reflection - agent writes, second prompt critiques, agent rewrites - one self-review loop beats a smarter model with none
step 2 โ tool use - give it search, code execution, APIs - thinking without tools is hallucinating
step 3 โ planning - break the task into JSON steps before running - Step fails? Agent replans around it
step 4 โ multi-agent - stop running one agent - run a team - one codes, one reviews, one tests
how to wire this today:
step 5 โ add one critique call after every generation - 10-30% quality lift, one day of work
step 6 โ connect all 4 into a graph - agents share memory instead of transcripts - agent forgets, graph doesn't
the result: a weak model with 4 steps destroys a strong model without them - same cost, it's the architecture
this 8-page PDF is what comes after loop engineering
save this - then read the full build workflow in the article below โ
Thank you all for an incredible MFL World Cup 26 season โฝ๏ธ
Here are the final Leaderboards across our 3 leagues:
๐ Mangoline League โ Champion crowned with 567 points.
๐ Elite FPL โ Champion crowned with 324 points.
๐ Classic League โ Champion crowned with 567 points.
Massive respect to every manager who made it to the top of their respective leaderboards. What a campaign! ๐ฅ
#MFL #WorldCup26 #Mangoline
The #WorldCup2026 is finally over and we have had the Messi talk, Yamal talk, Ronaldo talk...Now it's time to brag with your mates on the @Mangoline_25. If your season trophy cabinet does not look like this, don't speak to me ๐
#EliteFPLManagers, let's see your cabinets ๐
Congratulations to Spain ๐ช๐ธ
FIFA World Cup 2026 Winners.
Big contracts to 3 Arsenal ballers on another major trophy ๐ Zubimendi, Merino and Raya ๐๐ฝ๐ฅ๐ดโช๏ธ
Third Place Play-Off incoming! ๐ฅ
Pride on the line. Two proud nations battling for bronze in a fiery showdown.
Who takes third? Drop your prediction and fantasy captain choice below ๐
Are you bargaining on top players selection or making a massive overhaul and differential changes.
One last dance before the grand finale! ๐ช
#MFL #Mangoline #ThirdPlacePlayoff #FantasyFootball
Gameweek 7 is DONE in the Elite Manager League and weโre heading into the grand finale next week!
Current Top 3:
โข 1st โ StrangerZone โ 51 pts
โข 2nd โ Afrika Utd โ 50 pts
โข 3rd โ Mae FC โ 45 pts
Super tight at the top with everything still to play for in the final gameweek.
Massive respect to the leaders holding firm. How did your team finish?
#Mangoline #WorldCup #Semifinals #FantasyFootball
Gameweek 7 is DONE in the Mangoline WorldCup Fantasy and weโre heading into the grand finale next week.
Current Top 3:
โข 1st โ Trenches FC โ 59 pts
โข 2nd โ Danny AFC โ 58 pts
โข 3rd โ AJSport FC โ 55 pts
Super tight at the top with everything still to play for in the final gameweek! Massive respect to the leaders holding firm.
How did your team finish? Drop teams Below๐๐ฝ
#Mangoline #WorldCup #FantasyFootballโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ #MFL
๐จSEMI-FINAL RESULTS ARE IN.
FINAL GAMEWEEK LOADING๐ฅโฝ๏ธ
SPAIN vs ARGENTINA in the most anticipated World Cup Final 2026.
Top Fantasy Managers, how did your Mangoline Fantasy teams hold up?
Drop your squads below ๐ Whoโs still in the race for the final glory?
This is it, managers, the FINAL GAMEWEEK of the entire World Cup fantasy tournament.
#Mangoline #FantasyFootball #Semifinals #DifferentLeaguesOnePlatform #MFL
Spain didnโt prove Arsรจne Wenger or some of us wrong. This game wasnโt decided by Spainโs attacking depth.
Spain didnโt do anything new. Thatโs why I put this defeat on Didier Deschamps.
You canโt approach the same opponent the same way and expect a different outcome. Against a team like Spain, France needed to be more pragmatic, stay compact, protect the midfield, and frustrate their rhythm before thinking about attacking.
In games of this magnitude, control wins before flair does.