diff --git a/content/_authors/adele.mazoyer.md b/content/_authors/adele.mazoyer.md
index 0924671e9378..03a146308152 100644
--- a/content/_authors/adele.mazoyer.md
+++ b/content/_authors/adele.mazoyer.md
@@ -8,8 +8,8 @@ competences:
 missions:
   - start: 2022-03-01
     end: 2025-06-30
-    employer: SGAR Bretagne
     status: service
+    employer: SGAR Bretagne
     startups:
       - pe-ate
 ---
diff --git a/content/_authors/anne-gaelle.le-guen.md b/content/_authors/anne-gaelle.le-guen.md
new file mode 100644
index 000000000000..1beeeaff2009
--- /dev/null
+++ b/content/_authors/anne-gaelle.le-guen.md
@@ -0,0 +1,17 @@
+---
+fullname: Anne-Gaëlle Le Guen
+role: Cheffe de Produits Transformation Publique, coaching de projet
+domaine: Produit
+competences:
+  - Facilitation
+  - Product strategy
+  - Coaching
+missions:
+  - start: 2024-12-18
+    end: 2027-12-09
+    employer: SGAR Bretagne
+    status: admin
+    startups:
+      - data.etat
+      - pe-ate
+---
diff --git a/content/_authors/aristide.lepeculier.md b/content/_authors/aristide.lepeculier.md
index 714bca2a59fd..eb3a6ab0928f 100644
--- a/content/_authors/aristide.lepeculier.md
+++ b/content/_authors/aristide.lepeculier.md
@@ -5,7 +5,7 @@ role: Chef de projet
 github: lepeculiera
 missions:
   - start: 2024-04-01
-    end: 2024-12-30
+    end: 2025-12-31
     status: service
     employer: SGAR Bretagne
     startups:
diff --git a/content/_authors/arthur.ribeiro.de.carvalho.md b/content/_authors/arthur.ribeiro.de.carvalho.md
index 3ddb7950e150..ab69992e6df4 100644
--- a/content/_authors/arthur.ribeiro.de.carvalho.md
+++ b/content/_authors/arthur.ribeiro.de.carvalho.md
@@ -6,6 +6,8 @@ missions:
   - start: 2024-04-26
     end: 2027-12-26
     status: admin
+    startups:
+      - envirogend
 competences:
   - Administration Publique
 memberType: beta
diff --git a/content/_authors/christophe.robillard.md b/content/_authors/christophe.robillard.md
index 3e8f1347c6d4..1943437f719c 100644
--- a/content/_authors/christophe.robillard.md
+++ b/content/_authors/christophe.robillard.md
@@ -4,10 +4,10 @@ role: Facilitateur, Developpeur
 github: krichtof
 domaine: Développement
 avatar: https://www.gravatar.com/avatar/e8f6f2cce6baadb867e6836fe57b3596?s=512
-link: http://christophe.robiweb.net
+link: https://christophe.robiweb.net
 missions:
   - start: 2019-11-01
-    end: 2024-12-31
+    end: 2025-12-31
     status: independent
     employer: LaZone
     startups:
@@ -15,5 +15,8 @@ missions:
 previously:
   - dossiersco
   - mpal
+competences:
+  - Développement Full-stack
+  - Facilitation
 ---
 Facilitateur, développeur, musicien et bipodocrate junior
\ No newline at end of file
diff --git a/content/_authors/cyril.ache.md b/content/_authors/cyril.ache.md
index 043b1005ac28..561066a802f2 100644
--- a/content/_authors/cyril.ache.md
+++ b/content/_authors/cyril.ache.md
@@ -5,7 +5,7 @@ domaine: Coaching
 link: https://www.linkedin.com/in/cyril-ache-it/
 missions:
   - start: 2023-01-31
-    end: 2024-12-31
+    end: 2025-01-31
     status: independent
     employer: Malt
     startups:
diff --git a/content/_authors/david.boucard.planel.md b/content/_authors/david.boucard.planel.md
index 7b11935c7a87..b6f722fccf39 100644
--- a/content/_authors/david.boucard.planel.md
+++ b/content/_authors/david.boucard.planel.md
@@ -11,6 +11,10 @@ missions:
     startups:
       - dossierfacile
 memberType: autre
+competences:
+  - Product strategy
+  - Product design
+  - Croissance
+  - Coaching
 ---
-CPO Freelance & Coach Product, spécialiste du lancement de nouveaux produits digitaux. Mon mantra: utiliser
-  la tech pour créer des services qui ont un impact positif.
+CPO Freelance & Coach Product, spécialiste du lancement de nouveaux produits digitaux. Mon mantra: utiliser la tech pour créer des services qui ont un impact positif.
diff --git a/content/_authors/emmanuel.pelletier.md b/content/_authors/emmanuel.pelletier.md
index 9378b05c56a4..d4f804b98461 100644
--- a/content/_authors/emmanuel.pelletier.md
+++ b/content/_authors/emmanuel.pelletier.md
@@ -6,12 +6,20 @@ link: https://manu.habite.la
 github: manuhabitela
 missions:
   - start: 2024-02-05
-    end: 2024-12-31
+    end: 2024-07-31
     status: independent
     employer: Malt
     startups:
       - moncomptepro
       - suite-numerique
+  - start: 2024-09-16
+    end: 2025-03-31
+    status: independent
+    employer: Malt
+    startups:
+      - grist.numerique.gouv.fr
+      - suite-numerique
+      - suite.territoriale
 memberType: dinum
 competences:
   - Développement Frontend
diff --git a/content/_authors/francois.petitit.md b/content/_authors/francois.petitit.md
index 58d5fc574fe3..458bcfdd1880 100644
--- a/content/_authors/francois.petitit.md
+++ b/content/_authors/francois.petitit.md
@@ -6,7 +6,6 @@ competences: []
 missions:
   - start: 2024-12-17
     end: 2025-12-17
-    employer: OCTO
     status: service
-    startups: []
+    employer: OCTO
 ---
diff --git a/content/_authors/guillaume.mascarin.md b/content/_authors/guillaume.mascarin.md
index ec4422c21746..875d52d6613f 100644
--- a/content/_authors/guillaume.mascarin.md
+++ b/content/_authors/guillaume.mascarin.md
@@ -4,10 +4,11 @@ fullname: Guillaume Mascarin
 role: Intraprenariat
 missions:
   - start: 2024-04-05
-    end: 2024-12-31
+    end: 2025-03-31
     status: admin
     employer: Fabrique numérique
     startups:
       - pv.facile
 memberType: beta
+competences: []
 ---
diff --git a/content/_authors/hanane.mokhtari.md b/content/_authors/hanane.mokhtari.md
index 0183a3a672a8..0e57e01188d9 100644
--- a/content/_authors/hanane.mokhtari.md
+++ b/content/_authors/hanane.mokhtari.md
@@ -4,9 +4,10 @@ role: Product Manager
 domaine: Produit
 missions:
   - start: 2023-12-01
-    end: 2024-12-31
+    end: 2025-12-31
     status: admin
     startups:
       - travailler.en.france
 memberType: beta
+competences: []
 ---
diff --git a/content/_authors/ian.metelski.md b/content/_authors/ian.metelski.md
index 46eb8700355b..7852c1902d5f 100644
--- a/content/_authors/ian.metelski.md
+++ b/content/_authors/ian.metelski.md
@@ -4,7 +4,7 @@ fullname: Ian Metelski
 role: Intraprenariat
 missions:
   - start: 2024-04-05
-    end: 2024-12-31
+    end: 2025-04-30
     status: admin
     startups:
       - vapp
diff --git a/content/_authors/ines.dartiguenave.md b/content/_authors/ines.dartiguenave.md
index 49cd34558d21..0f1b1509031d 100644
--- a/content/_authors/ines.dartiguenave.md
+++ b/content/_authors/ines.dartiguenave.md
@@ -5,7 +5,7 @@ domaine: Coaching
 link: https://www.linkedin.com/in/inesdartiguenave/
 missions:
   - start: 2021-04-08
-    end: 2024-12-31
+    end: 2025-12-31
     status: independent
     employer: NUMA
     startups:
diff --git a/content/_authors/juliette.palumbo.md b/content/_authors/juliette.palumbo.md
index 67d61cbaa91b..228a15017012 100644
--- a/content/_authors/juliette.palumbo.md
+++ b/content/_authors/juliette.palumbo.md
@@ -14,6 +14,12 @@ missions:
     employer: lazone/scopyleft
     startups:
       - cartobio
+  - start: 2024-12-16
+    end: 2025-04-30
+    status: service
+    employer: lazone/scopyleft
+    startups:
+      - equipements-bio
 competences:
   - UX
   - Gestion de Produit
diff --git a/content/_authors/laetitia.langlois.md b/content/_authors/laetitia.langlois.md
index 9c82854fd22e..b5155e0ebffa 100644
--- a/content/_authors/laetitia.langlois.md
+++ b/content/_authors/laetitia.langlois.md
@@ -5,7 +5,7 @@ role: Développement
 github: weblaetitia
 missions:
   - start: 2024-07-01
-    end: 2024-12-31
+    end: 2025-03-18
     status: independent
     employer: Scopyleft
     startups:
diff --git a/content/_authors/laure.villain.md b/content/_authors/laure.villain.md
index 0ecf21eaec17..3e5a2db22d21 100644
--- a/content/_authors/laure.villain.md
+++ b/content/_authors/laure.villain.md
@@ -4,9 +4,10 @@ role: Développeur/Opérateur
 domaine: Développement
 missions:
   - start: 2023-06-30
-    end: 2024-12-31
+    end: 2025-07-09
     status: independent
     startups:
       - dossierfacile
 memberType: beta
+competences: []
 ---
diff --git a/content/_authors/maureen.romeas.md b/content/_authors/maureen.romeas.md
index dd820a845522..0d37af83f2c3 100644
--- a/content/_authors/maureen.romeas.md
+++ b/content/_authors/maureen.romeas.md
@@ -9,8 +9,8 @@ competences:
 missions:
   - start: 2023-10-23
     end: 2025-02-28
-    employer: SGAR Bretagne
     status: service
+    employer: SGAR Bretagne
     startups:
       - pe-ate
 ---
diff --git a/content/_authors/maxime.allain.md b/content/_authors/maxime.allain.md
index 48b2adfc1590..c58259290eeb 100644
--- a/content/_authors/maxime.allain.md
+++ b/content/_authors/maxime.allain.md
@@ -1,6 +1,6 @@
 ---
 fullname: Maxime Allain
-role: Développeur full-stack à Gestion des Subventions Locales
+role: Développeur | Gestion des Subventions Locales
 domaine: Développement
 github: maximallain
 link: https://www.linkedin.com/in/maxime-allain-497a13b1/
diff --git a/content/_authors/michael.nass.md b/content/_authors/michael.nass.md
index b98910716c0f..7a559d179679 100644
--- a/content/_authors/michael.nass.md
+++ b/content/_authors/michael.nass.md
@@ -23,4 +23,3 @@ missions:
 github: PlugNPush
 link: https://www.linkedin.com/in/michael-nass
 ---
-Étudiant sortant / ingénieur quadrilingue en Software Engineering @ Efrei Paris. Passionné par l'informatique depuis mes 7 ans.
\ No newline at end of file
diff --git a/content/_authors/nicolas.adam.md b/content/_authors/nicolas.adam.md
index baac6bcf1a1e..35126fe21115 100644
--- a/content/_authors/nicolas.adam.md
+++ b/content/_authors/nicolas.adam.md
@@ -4,7 +4,7 @@ fullname: Nicolas Adam
 role: Coaching
 missions:
   - start: 2024-05-27
-    end: 2024-12-31
+    end: 2025-02-28
     status: independent
     employer: Pathtech
     startups:
diff --git a/content/_authors/nicolas.boeuf.md b/content/_authors/nicolas.boeuf.md
index 49fdc02bfd44..ab83b73b98ae 100644
--- a/content/_authors/nicolas.boeuf.md
+++ b/content/_authors/nicolas.boeuf.md
@@ -10,8 +10,8 @@ competences:
 missions:
   - start: 2024-12-17
     end: 2025-03-31
-    employer: MALT
     status: independent
+    employer: MALT
     startups:
       - pilotage.de.linclusion
 ---
diff --git a/content/_authors/olivier.marotte.md b/content/_authors/olivier.marotte.md
index a37eb0ccebe4..01837e3fa191 100644
--- a/content/_authors/olivier.marotte.md
+++ b/content/_authors/olivier.marotte.md
@@ -4,9 +4,10 @@ role: Géomaticien
 domaine: Autre
 missions:
   - start: 2021-09-30
-    end: 2024-12-31
+    end: 2025-12-31
     status: admin
     employer: MTE-MCTRCT-Mer - DGALN
 teams:
   - /teams/mtes
+competences: []
 ---
diff --git a/content/_authors/rachel.arnould.md b/content/_authors/rachel.arnould.md
index 7366af12905f..c3b6de550f6f 100644
--- a/content/_authors/rachel.arnould.md
+++ b/content/_authors/rachel.arnould.md
@@ -5,7 +5,7 @@ domaine: Animation
 competences: []
 missions:
   - start: 2024-07-17
-    end: 2025-01-16
+    end: 2025-02-12
     status: independent
     employer: PathTech
     startups:
diff --git a/content/_authors/raphael.robert.md b/content/_authors/raphael.robert.md
index fab48777171f..415873573420 100644
--- a/content/_authors/raphael.robert.md
+++ b/content/_authors/raphael.robert.md
@@ -10,5 +10,6 @@ missions:
     startups:
       - tchap
 memberType: beta
+competences: []
 ---
 Chargé de déploiement
\ No newline at end of file
diff --git a/content/_authors/rebecca.behar.marcombe.md b/content/_authors/rebecca.behar.marcombe.md
index 536368b4824d..8004f05212f6 100644
--- a/content/_authors/rebecca.behar.marcombe.md
+++ b/content/_authors/rebecca.behar.marcombe.md
@@ -6,4 +6,8 @@ missions:
   - start: 2024-04-26
     end: 2024-12-26
     status: admin
+    startups:
+      - envirogend
+competences:
+  - Intrapreneur(se)
 ---
diff --git a/content/_authors/sebastien.albou.md b/content/_authors/sebastien.albou.md
index 9d660d19fa11..9c85f06f26ec 100644
--- a/content/_authors/sebastien.albou.md
+++ b/content/_authors/sebastien.albou.md
@@ -5,11 +5,12 @@ domaine: Data
 github: Lahourba
 missions:
   - start: 2023-03-06
-    end: 2024-12-29
+    end: 2025-01-16
     status: independent
     employer: malt
     startups:
       - snu
 memberType: beta
+competences: []
 ---
 Data Analyst / Coach Tableau & SQL
diff --git a/content/_authors/stephanie.langlais.md b/content/_authors/stephanie.langlais.md
index 520908659630..67193085c733 100644
--- a/content/_authors/stephanie.langlais.md
+++ b/content/_authors/stephanie.langlais.md
@@ -4,10 +4,11 @@ role: Intrapreneuse
 domaine: Intraprenariat
 missions:
   - start: 2023-01-01
-    end: 2025-01-04
+    end: 2025-07-01
     status: admin
     employer: Ministère de la Justice
     startups:
       - mon-suivi-justice
 memberType: beta
+competences: []
 ---
diff --git a/content/_authors/thibault.tezier.md b/content/_authors/thibault.tezier.md
index 4faea7e956ff..b63b81e07ce1 100644
--- a/content/_authors/thibault.tezier.md
+++ b/content/_authors/thibault.tezier.md
@@ -4,7 +4,7 @@ fullname: Thibault Tézier
 role: Coaching
 missions:
   - start: 2024-04-12
-    end: 2025-01-02
+    end: 2025-03-01
     status: independent
     startups:
       - aigle
diff --git a/content/_authors/thomas.parisot.md b/content/_authors/thomas.parisot.md
index d008ac69a626..aeb1271e2dd6 100644
--- a/content/_authors/thomas.parisot.md
+++ b/content/_authors/thomas.parisot.md
@@ -8,17 +8,28 @@ missions:
     end: 2017-12-30
     status: independent
     employer: octo
+    startups:
+      - data.gouv.fr
   - start: 2020-02-04
     end: 2024-06-28
     status: independent
     employer: lazone/scopyleft
+    startups:
+      - cartobio
   - start: 2022-06-21
     end: 2025-09-30
     status: service
     employer: lazone/solstice
+  - start: 2025-01-06
+    end: 2025-03-31
+    status: independent
+    employer: lazone/scopyleft
+    startups:
+      - equipements-bio
 link: https://détour.studio
 previously:
   - cartobio
   - data.gouv.fr
+competences: []
 ---
 Vivre un futur désirable.
diff --git a/content/_authors/vincent.borgis.md b/content/_authors/vincent.borgis.md
index 19d877b974a6..4f2b0f3d53e9 100644
--- a/content/_authors/vincent.borgis.md
+++ b/content/_authors/vincent.borgis.md
@@ -3,11 +3,19 @@ fullname: Vincent BORGIS
 role: Adjoint au chef de la Fabrique Numérique des Ministères Sociaux
 domaine: Animation
 missions:
+  - start: 2020-10-15
+    end: 2025-06-18
+    status: admin
+    employer: DNUM Ministères Sociaux
+    startups:
+      - 1000.jours
+      - 1000.premiers.jours.blues
   - start: 2021-05-03
-    end: 2025-12-16
+    end: 2025-06-16
     status: admin
-    employer: DNUM Ministère Sociaux
+    employer: DNUM Ministères Sociaux
 teams:
   - /teams/sgmas
+competences: []
 ---
 Adjoint au chef de la Fabrique Numérique des Min Sociaux. What health ?! :-)
\ No newline at end of file
diff --git a/content/_authors/yassine.riffi.md b/content/_authors/yassine.riffi.md
index 54fbcae209e9..299bc1b3d09a 100644
--- a/content/_authors/yassine.riffi.md
+++ b/content/_authors/yassine.riffi.md
@@ -5,7 +5,7 @@ role: Développeur
 github: pYassine
 missions:
   - start: 2020-03-15
-    end: 2025-01-15
+    end: 2025-03-18
     status: independent
     employer: malt
     startups:
diff --git a/content/_startups/domifa.md b/content/_startups/domifa.md
index 40fb3480ace2..d5241f07c268 100644
--- a/content/_startups/domifa.md
+++ b/content/_startups/domifa.md
@@ -82,9 +82,9 @@ DomiFa s’adresse aux CCAS, CIAS, communes et tout autre organisme agréé (ass
 Note de satisfaction des structures : 8,9 / 10
 Note de satisfaction des domiciliés : 4,2 / 5
 
-Nombre de structures utilisatrices : 1248
-Nombre de domiciliés actifs accompagnés : 210 000
-Nombre total de dossiers enregistrés : 413 000
+Nombre de structures utilisatrices : 1498
+Nombre de domiciliés actifs accompagnés : 270 000
+Nombre total de dossiers enregistrés : 513 000
 Maintien d’un taux d’acheminement du courrier supérieur à 95%
 
 ## Nos objectifs
diff --git a/content/_startups/juri-scope.md b/content/_startups/juri-scope.md
index ef1833d3a18c..ba09ed68669c 100644
--- a/content/_startups/juri-scope.md
+++ b/content/_startups/juri-scope.md
@@ -1,7 +1,7 @@
 ---
 analyse_risques: false
 mon_service_securise: false
-contact: tanguy.stehelin@diplomatie.gouv.fr
+contact: atelier.numerique@diplomatie.gouv.fr
 thematiques:
   - Recherche documentaire
 usertypes:
@@ -14,9 +14,12 @@ sponsors:
 phases:
   - name: investigation
     start: 2024-09-02
+  - name: alumni
+    start: 2024-12-16
 events:
   - name: product_launch
     date: 2024-10-09
+techno: []
 ---
 ## Contexte