Slides: Self-Training Agents: Hermes Agent, HF Traces, Skills, MCP & Finetuning — Merve Noyan, Hugging Face
Source Video
Self-Training Agents: Hermes Agent, HF Traces, Skills, MCP & Finetuning — Merve Noyan, Hugging Face
Relationship To World's Fair 2026
These slides are extracted from a public AI Engineer YouTube video connected to World's Fair 2026. Speaker-matched clips are supporting context unless later confirmed as exact session recordings; official livestream recordings are day-level/event-level source material.
Related Scheduled Sessions
- No individual scheduled session mapping has been assigned yet; treat this as an event livestream deck.
Extracted Slides

OCR text:
€3 Braintrust €} WorkOS OpenAl

OCR text:
8Bra
ust
ATr
Open/source
AlEngineer
EUROPE

OCR text:
Oper -SOUurce
~ ‘+ DeepSeek-V3.1-Terminus “ tee W peephnen
Tet Geeenon & Teanskemery @ Astetenuny — deetieek v) Coneerttioral — cantom code @ tent generation nirrenie » . .
m License: mit
« Model card Faes vad verpors «ast ' Community @®
Uae nade cae
DeepSeek-V3.1-Terminus 12,070
ay deepseek © sme
Mn GABE pare te tre BELG FR EAM FE
» Inference Providers =~ @ Brom
Carers —~—--
a : .
introduction
Ths update ma-ntans the mode: Songmal Capad tees while adaresung sues
feported by users ining”
Canmiitee caneutanre Det cine act enred al avad Phineta Enntieh tare ead !

OCR text:
we — Ss... ne
Artificial Analysis Index
Artificial Analysis Intelligence Index by Open Weights / Proprietary OO — 2Bot 472 mosels é B
Artic! Anal tes intel gence loser V4 Oincorperates WO evatcatiens GURL AA Benct felescoe, Terennal ew Aad ede. tree cee the bhek dee
Bereb Hard, SaCecte, AA LOR, ASCOmrscece, Hersh dumarety's Last Gram, GRQA Damens, Critht “oe oe ees
@Propnetary M@ Open Weights
; ; Ay Arteficial Analysis
S$ 89 A NO mM a ~- 8 0 °®@® @ Ss fe ¥ G&G & yY™ GF @ A aw. ° a
a a Oe a a an ia - a cot id a a a CG a oF a a an a o a a C a g
& v > * ~ > Lo 8 2, r 2 © © = Ss € 3 » @. ©
xe os > oO. eo NY ¢ so 5 Se Sw SF wo Soa den rhe CF SF SY © £
ogé 8é 4 fe 2 os $ gs s & é fe # # > f° Siséfsck SS F £3 S PF F $
‘ a ex fe 2 fe ° ° 7 oo ¥ yee ¢ e 3 G é re edge s & 2 f a ,
€ é ¢ § ¥ ¢ f f # ESE" g g§ © #?
ce d

OCR text:
Home for the open-source machine learning community: share & discover models,
datasets, apps, connect with the community and more!
S. Hugging Face + Models Oetasets Speces Community Docs Pricing ea
New T Following = @ New Post + Trending
GB re ee te mtn corny Ron BD ve aes ees
move Nee vay
& Profie @ econshotai/Kiai-K2-Iastruct
+ Ino [FLA hts updated a Space .
+ Sathegs
Onn einai paueartac $s Mute ingt aceT®/SmolLA3-J8 .
Notebooks explorers
= SODA
— iyieeiilnoes ek @ wep upsned a douse » blach- forest: 1abs/FLUX. 1-Kontent-dev
# Temelotes Weyaxi /huggingface-leadertoard
com Pesrctstod Ute trae cacy oy ————._ SO - =

OCR text:
zp ~ / | 4
qp Tates ota Cats lees ten Models . « igh 5 Cull Leet seaech > inference Avadabhe 15 Sort Trending
uate
i w¥ Qwen/Qwen3.5-358-A3B
ae
2 ~~ Text Generation Any (Oo Any
+ Image Textto Text *. Image to Text ¥ Qwen/Qwen3. 5-278
Image to tmage + Text to Image ,
+ Text to Veo Tea to Speech 44 ¥ Qwen/Qwen3.5-3978-A276
Farpretery
| <u oad ae nn sr $008 ¥ Qwen/Qwen3.5-1228-A10B
i t
Tpeares
| @ unsloth/Qwen3 . 5-358-A3B-GGUF
© Pylorch —-F TenseSlow af JAK i ‘
| + Teanslormers 7 Ditksers
zai-org/GLM-5
at sentence-tranviormers —-& Safetenson . . .
4 OSNE @GGUF aw Tranvormens
\
\ \

OCR text:
models — agents, serve locally
| Agentic LLMs (thinking + tool calling): gpt-oss, Gemma-4,
Minimax M2.7, GLM-5, Nemotron3-Super
Agentic vision models (thinking + CUA): Qwen3.5
(Alibaba), Kimi-K2.5
ene i -oyiae
wim serve Oven sQwens 6B a ee ; 1s Lo
Lamas Geryes ord (em OTC Ten 8060

OCR text:
The Hub meets your agent
MCP Server HF CLI [She
. search models, manage
plug Hub in to your datasets & buckets,
favorite LLM .
launch Spaces, run jobs. .
» - ~ ae N
Skills Local Agents eS
empower your agent Run full coding agents
with Skills of HF with llama.cpp, Pi &
ecosystem more

OCR text:
|) ace -instatt pi
Local coding agents | anetae ee
S opr vistall -g @rarvoasechner/pr-cadiag-agent
e Pi consumes llama.cpp Ce cee ee
configure
¢ llama-agent: agent loop baked meogtteres t -
into llama.cpp as bina Tenseene's
° Ppp ry baseUri’r https locathast: 6080/41,
apd Coperar completions’,
awoikey d none’,
‘foutid/bin/Tioma-agent “if [iii_201, aan
adv: Gwen3.$ L22B- AICB. GGUE
API }
pi —»> llama.cpp }
(agent) | «— (server) }
}
v your files, terminal, etc. | ,

OCR text:
Local self-improving agents
Hermes Agent COC
e self-improvement is baked in: # use with inference providers
HF TOKEN&ht ...
after the task, the agent saves hermes, chad e=provider bf
the approach asa reusable # use with local served endpoint
"skill" and persists memory (Ulama.cpp & friends)
hermes config set OPENAIT BASE URL
across sessions httpi//locathost :8080/y1
. hermes config set OPENAT API KEY dutmy
° Integrated with Inference hernes contig set LUM MODEL your-model-
Providers or serve LM locally name
# start chatting
hermes chat

OCR text:
ae
Hermes Agent
¢ (or) directly setup from setup
= wizard, it's a breeze
recommended: GLV-5.1,
A ‘i Gemma-4 26B, upcoming
ne 1 | rumored MiniMax model
| : pa Maat |
- Peat
ey ry oy
, — — =
e
ze Google DeepMind

OCR text:
PRY zk ;
Hermes Agent
<4 directly setup from setu
— aT * (or) y setup p
iz *« lel wizard, it's a breeze
° recommended: GLV-5.1,
ATrig ZZ Gemma-4 26B, upcoming
rumored MiniMax model
aa . eee an aS
ty - c
ae om
~ yi > ae
2
eaten
[aehaess

OCR text:
yo —_——— ~y
i :
29 Hub hosts your agent traces
GID i cr a teers Ontasets . Fubtet search =) Sort: Trending
. badlogicgames/pi-mono OxSero/pi-sessions
Mevtat tes . .
O32 Basco B downent
© Geospstal «@ enage | @ Tabula badlogicganes/pi-diff-review jedisct1/agent-traces-swival
° .
Bitet BD teneseres video
lhoestq/agent-traces-example vinhnx9G/vtcode-sessions
Sire teas
* 3
<a a
—__...._____._._._..___________¢
soikapy/OxKobolds cfahlgreni/agent-sessions-list
* - 5
feweat
th ysor 8 Gav & pared cfahlgrenl/pi-diff-review LarsEckart /approvaltests- java-sessions
- optemued parquet -nagefokter ° =:
B wonttcicer = & webdaraet teat
Cfahlgreni/pi-mono- fresh dongxx2164/Baseline_featbeach
row
° : .
ise davanstrien/pi-traces davanstrien/pi-trace-parser-sessions
Benchmark“ @ Traces» ° °
ate
-
Me “he == ~7

OCR text:
A Session
B User P8281 ieTl3 Mt ne Bae
alright, time for a new release. i want you to:
check if all third party contributions since the last release have changelog entries (!" badlogic - = me)
Just upload your sessions check if CHANGELOG. md entries of packages != coding-agent but that affect coding-agent are also in
f 3, the CHANGELOG. md of the cod:ing-agent
rom. tell me if we are good to release
~ ; B Astistant anthrcgic clasdeopys 295 026 TE LATAD AE LE Ca It, Beet
e “/.claude/projects Pasar ewe
e /.codex/sessions Theniinp The uses warts fa prepare fora crew cedenase iseedio fo bird the hast re ease fag errs.co? Chrca econ
e “/.pi/agent/sessions 2too:<awinaen
pba Cccewaret ced cters badiigiceannecca.es fh GN Ba gat deainibe stage ccabire. 2 GE
. eu dat
Nothing else needed!
2 DRA ema ted bers Gadi egac aetecsaous cs Tone be Gat bod Seat Cersribe otegs caterer A
@ aad te. Satis fectoer fest ta. Satdmare curver yeustiocacg fur IMi wopeert eotasigd war. feo e
m Assistant anterepic clade opus 4-95 2126 1 IATOS RR DT dtet oe Tet ALIS La hee
Theniang Gone, the lest retrace wos 2460 Naw etme dear y turd party conte a, hans int fen Mgrs Jechor :
Third-party contributors since v0.46.0:
\ ‘

OCR text:
. of:
| tip: find models supported by local apps
& s.
Mav Se Lares be pnge son GERD Models 3° unsioeh Full-tent search + Wherence Avelable —*. Sort: Trenaing
ness © Reet toes € unsloth/geama-4-268-A4B- it -GGUF @ unsloth/geema-4-31B- it -G6UF
lL oMersepe = Uv Stadio jor BB Osa thiegs
BD Otivcster & Joyfuvcr ot IM Oem
@ unsloth/gemna-4-E4B-it-GOUF @ unsloth/geema-4-E2B-it-GOUF
CMLL & Docier Model Runner . Lemonade . 2
Ylang Q@eawn A Re
I 1B unsloth/GLM-5.1-GGuF @ unsloth/Qwen3 _$-358-A3B-GGUF
fetene Mendes Select alt . . . . ‘ .
ou Bvowte 8 Corede: Serban
“ ™ senna magni @ unsloth/Qmen3, 5-278-GGUF © unsloth/Qnen3.5-98-GGUF
fhe OO ht MM Hypecbolic Together AL i * .
@ fireworks MB feathertossAr ER fm hy Pepticate
R Cohee #3 Sealenay Publ At B unsloth/Qwen3-Coder -Next -GGUF @ unsloth/Qnen3 -Coder - 308-AIB- Instruct -GGUF
\ : :
Od A Padponts © HE lafetece APL WaneSpeed
@ unsloth/Qmuen3.5-48-GGUF @ unsloth/Quen3 .§- 1228 -A198-GGUF
ve ‘ “ : : .
a ”
ae ane hail afi i = A oe ea ae SS sas ttn :
hf:co/models'—> other > apps

OCR text:
| eyoste: gemma-4-26B-A4B-it-GGUF brs fo on magmiog '
@ GGUF conversational
« Model card Files and versions “net + Community 1 Deploy - Gz
2? Edit model card
gemma-4-26B-A4B-it-GGUF “«<—o /\
Recommended way to run this model: ?
“mo Modetsize 25Bparams Architecture gemma4
@ GGUF
llama-sorver -ht ggnl-org/gemma-4-26B-A4B- it -GGUF } Chat template
Thensaccess fis ® Hardware compatibility L4(24GB)x1 we
4-bit GB Q4KM vend
8-bit O80 feces
16-bit Gre. 0:

OCR text:
oi .
Howtouse from Pi Pi x
» Start the llama.cpp server
. Copy
brew install llama.cop
. cos : "Copy
llama-server -bf ggml-org/gemma-4-268-A4B-2t-GGUF: Q4_K_M - --jinja
» Configure the model in Pi
» Run Pi
Quick Links
Read the Pi documentation

OCR text:
HF CLI Skill # Add CLI skill globally
hf skills add --claude --global
lets any coding agent
e search models, # Or per-project
hf skills add --claude
* manage datasets,
e launch Spaces # Works with other agents too
e run jobs (and more!) hf skills add --codex
hf skills add --cursor
hf skills add --opencode

OCR text:
le | ———_—————— eo i.
. «OS We have a ton of skills, here’s some Claude
of the coolest: # register’ the skitts‘aarketptace’
7 ¢ lim-trainer: vibe-training with eenanae
| TRL, PEFT, Jobs | pe ce may. esac
if aad * community-evals: run evals je pomingeesons cue
.: ¢ gradio: build demos trainerahuggingface/skilis =
} al ¢ huggingface-datasets: Gemini
— ize explore datasets in-depth youini-ertenei extensions: instatt "
https://gtehib.cou/hupgingrace/sk,
AUsigit consent;
ty i &
Zo $3 Braintrust €} WorkOS OpenAl

OCR text:
om aa mit |
n | We have a ton of skills, here’s some | Claude
iw of the coolest: ft regis agister the -Ski1US marketplace.
Seabed tS ¢ Ilm-trainer: vibe-training with | f epee taal
TRL, PEFT, Jobs cee esa ct ug tense,
AWS , * community-evals: run evals I etugia tenet beeetngtecesttae:
: * gradio: build demos trpiner@huggingface/skills a
¢ huggingface-datasets: Gemini
\ explore datasets in-depth gevind extensions install =
5 Atsigit<consery
s Loa
Ho A, t's
Ce Engineering the future of Al

OCR text:
Fr | AL. : . i€ )
aa ae | Skills in action beer we
cau re . lavas ins raer nih” | rat
— Agent will ask some questions ne
brig | about infra/local hardware etc mowed « ¢
— Agent can retrieve job logs ee
: |» Find your model on Hub en
7 -¥] : a j ee
/ bade . Quend.$°V. IB Inetrect-trl-ape-elait-v :
oy Modet (ard fos Quen? $ VL JIE inatiett it pe tad o ~se sot \ ne , b. Hie f
an | aera nee ee |
Al Engineer
Aue

OCR text:
. a a Skills in action pone
ee — | Nlavetnstruct'ritx” | Ae
zz y a " a 2
if - — Agent will ask some questions an
' aE about infra/local hardware etc re
— Agent can retrieve job logs wmv
— Find your model on Hub ce
ue i
e
[_ateeineer_] Google DeepMind

OCR text:
eo 0 ..—W4>4wwwv—q_S——_ “ -_ -
® a nn? Su Peed , 7 a 5 EE
Ski | | . tj Ae Tae
wo . cere)
Not limited to LLMs/vision _ cee,
A 1 hbattan aan ea Sane: ay ge
LMs, just like Hub
Classes cn , a | oes
Fpachs us
Race ee acre ae
Inaqe size cet
cress *
Tea at
PRieeT send bg gh HB
Sten he ran “
rons bate!
cera!
Serra)
plese
eC RPC Sets)
| Pe eke sme ee ere ot ie wee ee c
Pee ake: es ee | a ee an
i : Script saved at: i

OCR text:
@Brair st | ir . . La -
i few ideas with Spaces MCP
iz i Lt
y és * |
aa - M i Generate or Text-to-Speech Parse |
Edit Images OT TO“OPSLE documents
= AA
- be
Me | ..use any app on Spaces!
[_atsineer_] Google DeepMind
Slide-Derived Subjects To Review
Subject extraction uses video title, related session titles/descriptions, transcript context, and OCR text when available. OCR is best-effort and should be reviewed against the embedded slide images.