[OPS-AREA]Re: [External] [NMOP] Re: [OPSAREA@I ETF126] IRTF/IETF OPS Transfer: Status & Exploring Collabor ation Opportunities [Commercial - Anyone]

Christopher Janz <[email protected]> Fri, 26 Jun 2026 08:40:50 +0000
Newsgroups gmane.ietf.ops,gmane.ietf.opsawg
Message-ID <[email protected]>
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Hi Brad - I didn=1B$B!G=1B(Bt want to repeat the link from my original mess=
age, but the draft is here: draft-janz-nmrg-ontology-reconciliation<https:/=
/datatracker.ietf.org/doc/draft-janz-nmrg-ontology-reconciliation/>. It is =
new, and will be presented in Vienna, with PoC(s). The idea is that cogniti=
ve agents: (a) can reason, (b) can talk to each other, and (c) may be, or m=
ay become, familiar with publicly available references. We show that such a=
gents can establish or reconcile working communications models on their own=
. My suggestion is that terminological references may usefully support inte=
rpretation and disambiguation in that process without imposing any unnecess=
ary rigidity or limitations, while the availability of the process itself m=
ay reduce the need to standardize more =1B$B!H=1B(Bmachine-oriented=1B$B!I=
=1B(B model artifacts. Perhaps our most useful =1B$B!H=1B(Bhuman design=1B$=
B!I=1B(B work, and the forms of its outputs, will shift to a more abstracte=
d key. This seems to be, after all, the general impact of cognitive AI.

Best

Chris


From: Brad Peters <[email protected]>
Sent: Thursday, June 25, 2026 8:53 PM
To: Christopher Janz <[email protected]>; [email protected]=
m; [email protected]; [email protected]; [email protected]; [email protected]
Cc: [email protected]
Subject: Re: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS Transfer=
: Status & Exploring Collaboration Opportunities [Commercial - Anyone]

Hi Chris,

Spot on about data models versus information models. RFC 3444 still holds t=
rue here, they definitely serve completely different purposes depending on =
what you are trying to achieve.
On the temporal side, dealing with fast-streaming state data versus slow-mo=
ving graph data definitely points to a hybrid approach. Have you looked at =
the Telefonica setup in the ETSI Common Information Model? Using a context =
broker keyed on the same IRI looks like a practical way to bridge that gap.
I must have missed the 'Ontology Reconciliation Draft' you mentioned (feel =
free to provide a link). But parsing your point about agents reconciling wi=
th 'no common data model assumed', I read that as absolutely requiring some=
 kind of higher-layer model to act as a shared anchor. They need that upper=
 layer to establish a common understanding, completely irrespective of the =
specific data models sitting underneath.
The real value for standardisation is moving up the abstraction stack to bu=
ild that common vocabulary and terminology. We need that shared reference c=
ore to provide cross-model linkage without forcing rigidity.
There isn't a universally accepted standard information model for the netwo=
rk right now, meaning there is limited ability to achieve a cognitive appro=
ach. The question may be who creates and then governs this view of network =
for the foreseeable future.

Cheers.

Brad

________________________________
From: Christopher Janz <[email protected]<mail=
to:[email protected]>>
Sent: Thursday, 25 June 2026 9:55 PM
To: Brad Peters <[email protected]<mailto:[email protected]>>; =
[email protected]<mailto:[email protected]> <Thomas.Graf@swis=
scom.com<mailto:[email protected]>>; [email protected]<mailto:ops-ar=
[email protected]> <[email protected]<mailto:[email protected]>>; [email protected]=
<mailto:[email protected]> <[email protected]<mailto:[email protected]>>; nmop@ie=
tf.org<mailto:[email protected]> <[email protected]<mailto:[email protected]>>; nmrg@ir=
tf.org<mailto:[email protected]> <[email protected]<mailto:[email protected]>>
Cc: [email protected]<mailto:[email protected]> <moha=
[email protected]<mailto:[email protected]>>
Subject: RE: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS Transfer=
: Status & Exploring Collaboration Opportunities [Commercial - Anyone]


EXTERNAL SENDER - Be cautious opening Links and Attachments

Hi Brad,

I agree with you on direction: AI-native autonomy and grounding probabilist=
ic agents in something factual. I=1B$B!G=1B(Bd like to pull a bit more on t=
he modeling thread.

Data models and knowledge graphs are both concrete commitments to an ontolo=
gy - one as schema, the other as schema populated with instances. So, it=1B=
$B!G=1B(Bs really a question of purpose: which representation is best suite=
d to a given objective. A data model commits meaning to a specific machine =
form, which buys determinism and verifiability at the cost of flexibility -=
 a YANG module is the right artifact where a stable, high-volume interface =
needs interop (config, telemetry subscriptions). A graph suits the cases wh=
ere the questions are cross-domain and not knowable in advance - correlatin=
g inventory, topology, alarms, telemetry, anomalies that no single system o=
wns.

Anomaly diagnosis I=1B$B!G=1B(Bd put on the graph side - mostly correlation=
 and traversal over heterogeneous, incompletely-anticipated evidence. But h=
ybrid: link the fast telemetry rather than ingest it. Which is your tempora=
l-gap design - graph for the slow-moving relationships, streamed models for=
 the fast state.

But one might ask: what is the best focal point for standardization going f=
orward? The emerging world is one in which systems are cognitive. In the pr=
e-cognitive world, data models - a stable basis for system-to-system commun=
ication - were the natural targets for standardization. Cognitive systems m=
ay not require that basis a priori. Your YANG=1B$B"*=1B(BOWL compiler is, i=
n effect, the first step - the =1B$B!H=1B(Blift=1B$B!I=1B(B portion - of a =
mediation: making a model=1B$B!G=1B(Bs implicit ontology explicit. The onto=
logy reconciliation draft I mentioned takes it from there, with two cogniti=
ve agents reconciling their ontologies conversationally and generating dete=
rministic translators, no common data model assumed.

So, the effective question may be: if agents can converge on semantics and =
lexicon by themselves - no initially shared data model, implicit ontologies=
 that may differ in various ways - what is most useful to standardize? My b=
et is categorical ontologies and their terminologies - shared reference cor=
es that ground, de-risk and speed automated mediation without imposing rigi=
dity. Tellingly, a hard field problem cuts the same way: identity resolutio=
n - deciding that several systems=1B$B!G=1B(B identifiers denote the same s=
witch - is never solved by a rigid, complete data model (that only breeds t=
ranslation tables and exception logic); it is made tractable by shared refe=
rence semantics, which align the attributes you match on and move resolutio=
n from the probabilistic regime toward the deterministic one. That speaks t=
o where standardization earns its keep, not to dissolving entity resolution=
, which stays implementation. Of course, purpose-optimized data models woul=
d remain useful references and examples, and KGs are important system tools=
 - but the high-leverage standard artifacts may be moving up the abstractio=
n stack, toward shared ontological cores rather than complete ontologies an=
d fixed data structures.

Best,

Chris



From: Brad Peters <[email protected]<mailto:bradpe=
[email protected]>>
Sent: Sunday, June 21, 2026 7:02 PM
To: [email protected]<mailto:[email protected]>; ops-area@iet=
f.org<mailto:[email protected]>; [email protected]<mailto:[email protected]>; n=
[email protected]<mailto:[email protected]>; [email protected]<mailto:[email protected]>
Cc: [email protected]<mailto:[email protected]>
Subject: [nmrg] Re: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS T=
ransfer: Status & Exploring Collaboration Opportunities [Commercial - Anyon=
e]



Hi Thomas,

Thank you for kicking off this discussion. The intersection of these workin=
g groups aligns perfectly with the transition the industry is already makin=
g: moving from AI-Enabled Network Operations to AI-Native Autonomous Operat=
ions.

To directly address your questions regarding how AI agents interact with Kn=
owledge Graphs, Intent, and YANG data, I believe we must first distinguish =
between automation and autonomy.

Currently, most industry efforts focus on AI-enabled operations, essentiall=
y using AI to assist human operators within legacy functional processes. Th=
is places a layer of automation on top of existing silos (event/fault, perf=
ormance, security, accounting). The fatal flaw here is that our current eve=
nt/telemetry pipelines are fundamentally designed for human consumption. We=
 aggressively filter, aggregate, and discard high-frequency signals because=
 a human operator cannot process them. By doing so, we actively destroy the=
 granular context an AI needs.

Creating a foundational model of the network and enriching it with state-ba=
sed and fast-moving contextual data like streaming telemetry, is critical f=
or providing AI agents with the information they need. We must shift from d=
esign-time hardcoding to run-time enablement. Agents must be able to self-a=
dapt while remaining grounded in factual reality, complete with the capabil=
ity to safely test and evaluate insights before execution.

AI-Native management is about true autonomy: operating on the network with =
complete, unified context to produce an action with a high confidence inter=
val. This is where the intersection of your mentioned topics becomes critic=
al:

  *   Grounding the Agent: LLMs are inherently probabilistic. To make deter=
ministic, factual decisions, they require a grounding point. Knowledge Grap=
hs (KGs) provide this definitive, end-to-end view of the network state.

  *   Run-Time vs. Design-Time: Legacy automation embeds operational knowle=
dge directly into the application code, creating a massive barrier to chang=
e. A well-structured ontology allows us to separate the knowledge from the =
application. Agents can infer and reason over the graph to adapt at run-tim=
e rather than waiting for design-time code changes.

  *   Bridging the Temporal Gap: A Knowledge Graph provides the determinist=
ic baseline of slow-moving inventory and topological state. Real-time mecha=
nisms like YANG-Push and gRPC provide the fast moving state and potentially=
 temporal (TSDB) data that overlays onto that graph. Together, they give th=
e agent a complete slice of the operational environment to evaluate and tes=
t proposed changes before execution. (Use of a context broker as per Telefo=
nicia ETSI Common Information Model).

This architectural shift is actively gaining traction. Just today, CommsDay=
 (an Australian Communication focused publication) highlighted a major Aust=
ralian carrier rearchitecting their operations around a knowledge plane for=
 the reasons above. I presented on this exact challenge at the Broadband Fo=
rum in March, specifically addressing the TM Forum autonomy ladder and the =
"Knowledge Limit" that is hit at Level 3 if we rely on event-driven automat=
ion rather than knowledge-driven autonomy.

This links directly to, and is supported by, the previous IETF Knowledge Gr=
aph team papers:

  *   https://datatracker.ietf.org/doc/draft-mackey-nmop-kg-for-netops/

  *   https://datatracker.ietf.org/doc/draft-tailhardat-nmop-incident-manag=
ement-noria/

Regarding "running code" and practical intersections, I have been developin=
g a semantic compiler to translate IETF YANG models into OWL ontologies. Th=
e goal is to layer additional semantics on top of the base models to suppor=
t AI agents, integrating RFC9315 Operational Intent with TM Forum ontologie=
s (like the TIO). You can view the current progress of bridging these domai=
ns here: https://github.com/bradspau/Network-Ontology-Knowledge-Graphs.

I believe exploring this semantic bridge, how IETF data models map to the o=
ntologies required by systems for autonomous reasoning, would be a highly v=
aluable agenda item for our joint discussions.

Ultimately, this technology change demands a rethink of who is conducting t=
he processes of the past. Are we still curating data for human limitations,=
 creating dashboards, and relying upon human interpretation? Or are agents =
and systems now the primary receivers of data, responsible for producing te=
sted operational insights and recommendations?

Will be interesting to see how this unfolds with those that are current imp=
lementers/developping.

Cheers.

Brad



________________________________

From: [email protected]<mailto:[email protected]> <Thomas.Gra=
[email protected]<mailto:[email protected]>>
Sent: Sunday, 21 June 2026 6:43 PM
To: [email protected]<mailto:[email protected]> <[email protected]<mailto:o=
[email protected]>>; [email protected]<mailto:[email protected]> <[email protected]=
g<mailto:[email protected]>>; [email protected]<mailto:[email protected]> <nmop@ietf.=
org<mailto:[email protected]>>; [email protected]<mailto:[email protected]> <nmrg@irtf.=
org<mailto:[email protected]>>
Cc: [email protected]<mailto:[email protected]> <moha=
[email protected]<mailto:[email protected]>>
Subject: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS Transfer: St=
atus & Exploring Collaboration Opportunities



EXTERNAL SENDER - Be cautious opening Links and Attachments

Dear NMRG, NMOP, OPSAWG and OPSAREA,



First of all many thanks to Brad, Dan, Christopher, Alex, Qin and Bernard o=
n their feedback. That=1B$B!G=1B(Bs a great start.



I have been following this thread closely https://mailarchive.ietf.org/arch=
/msg/nmop/gTPL1eBj5e3GMMt8qeUWmPP4oMg/ to understand wherever research and =
industry adoption comes closer together, wherever there is interest for hav=
ing a joint discussion and on what particular topic.



What I observed so far is that we all share that AI in general and also AIO=
ps research and adoption rate has dramatically increased. So far everybody =
was very supportive on having a joint discussion. I would be interested to =
have more feedback, especially also from those who think that it would not =
bring much benefit with reasons why.



>From what I observed, having an initial discussion on the following existin=
g working group document topics and how they intersect



  *   Network Digital Twin (https://datatracker.ietf.org/doc/html/draft-irt=
f-nmrg-network-digital-twin-arch)
  *   Intent-Based Networking (https://datatracker.ietf.org/doc/html/draft-=
irtf-nmrg-ibn-usecases)
  *   SIMAP (https://datatracker.ietf.org/doc/html/draft-ietf-nmop-simap-co=
ncept)
  *   YANG-Push to Message Broker integration (https://datatracker.ietf.org=
/doc/html/draft-ietf-nmop-yang-message-broker-integration)



and then having a discussions on the following raised questions perhaps:



  *   Which AI agents capabilities are suitable for network management?
  *   What is the impact of an AI network management process to YANG inform=
ation, service, network and data modelling?
  *   Is MCP (https://en.wikipedia.org/wiki/Model_Context_Protocol) a suita=
ble protocol between AI agents and IETF network management data sources and=
 system components?
  *   How does an AI agent interact with Network Digital Twin, Intent-Based=
 Networking, SIMAP, Knowledge Graphs and YANG data in Message Brokers?



and move from there into some proposed work addressing these areas. And las=
t but not least maybe wrapping up around running code. How experiments coul=
d facilitate and exchange between both working groups. Alex brought up that=
 ANRW is once a year and perhaps on one or two other occasion the two worki=
ng group could continuously actively exchange every year could be an intere=
sting proposal.



  *   Would that be a potential interesting agenda for everybody?
  *   Did I miss anything or shall we focus more on a particular item?
  *   Any particular discussion structure you would fancy?



I also observed that authors authoring Knowledge Graph documents have voice=
d wherever Knowledge Graph could be a topic of interest. I would love to se=
e more discussions from other areas on this in particular how this intersec=
ts with AIOps and AI assisted network management topics. I saw also that on=
tologies have been mentioned, which I personally besides semantics believe =
plays an important role with interacting with AI agents.



As I am human, and not an AI agent, the observations and suggestions might =
be unintentionally bias. So please feedback and comment.



Best wishes

Thomas



From: Graf Thomas, SCS-INI-NET-VNC-E2E
Sent: Monday, June 1, 2026 7:16 AM
To: Nmop <[email protected]<mailto:[email protected]>>; [email protected]<mailto:nmrg@i=
rtf.org>
Cc: Mohamed Boucadair <[email protected]<mailto:mohamed.boucadai=
[email protected]>>; nmrg-chairs <[email protected]<mailto:[email protected]=
rg>>; Nmop-chairs <[email protected]<mailto:[email protected]>>
Subject: FW: [OPSAREA@IETF126] IRTF/IETF OPS Transfer: Status & Exploring C=
ollaboration Opportunities



Dear NMRG and NMOP,



Med approached me wherever I am willing to facilitate with the support of b=
oth working group chairs a discussion between NMRG and NMOP on common inter=
ests.



Looking at the list of current adopted documents



https://datatracker.ietf.org/group/nmrg/documents/

https://datatracker.ietf.org/wg/nmop/documents/



but also looking at AIOps related proposals https://github.com/IETF-OPS-AD/=
misc/blob/main/ai-submissions-ietf125.md, and the related past side meeting=
s in the network management domain, I see that the lifecycle on research an=
d industry adoption of model and data driven network management becomes acc=
elerated and therefore research and industry adoption comes more and more c=
loser together. Looking at the bluesheets of IETF 125, I see that we had 10=
7 participants for NMRG and 115 for NMOP and 36 participants were attending=
 both NMRG and NMOP.



Or in other words, I personally believe that both working groups have a lot=
 in common but also a also few things which makes them very unique and inte=
resting to facilitate such a discussion.



I might be wrong and therefore would like to get some feedback from both ma=
iling lists first:



  *   Would you agree that the lifecycle on research and industry adoption =
of model and data driven network management becomes accelerated and therefo=
re research and industry adoption comes more and more closer together?



  *   Is there an interest at the NMRG and NMOP communities to have an exch=
ange on currently adopted and future proposed work to identify synergies an=
d common interests in both working groups and discuss how they could be add=
ressed better?



  *   Do you have a particular topic, set of documents or interest already =
in mind?



Best wishes

Thomas



From: [email protected]<mailto:[email protected]> <mo=
[email protected]<mailto:[email protected]>>
Sent: Monday, May 4, 2026 10:21 AM
To: Graf Thomas, SCS-INI-NET-VNC-E2E <[email protected]<mailto:Thoma=
[email protected]>>; [email protected]<mailto:[email protected]>; N=
mop-chairs <[email protected]<mailto:[email protected]>>
Cc: ops-ads <[email protected]<mailto:[email protected]>>; Dirk KUTSCHER <iet=
[email protected]<mailto:[email protected]>>
Subject: [OPSAREA@IETF126] IRTF/IETF OPS Transfer: Status & Exploring Colla=
boration Opportunities




Be aware: This is an external email.




Hi all,



I had several discussions recently with many IETF participants about the re=
lationship between some work done in the IRTF and IETF. Specifically, I hea=
rd several questions about the current mode of operation between NMRG and O=
PS and whether/how activity transfer is happening between the two communiti=
es. I do see a value in bringing some of these items from hallway discussio=
n to our formal meetings :-)



This can be the opportunity to explore between collaboration between the co=
mmunities, and not rely only on the leadership level. See, for example, the=
 following excerpt form the NMRG Charter:



   =1B$B!H=1B(BThe IETF Operations and Management Area Directors are member=
s of the NMRG
   mailing list and invited to NMRG meetings in order to ensure free flow o=
f
   information in both directions, and to avoid duplication of work with th=
e
   various IETF working groups.=1B$B!I=1B(B



There are several WG/RG pairs that may be considered for collaboration (NMR=
G/NMOP, MAPRG/IPPM, etc.) but I think that it would be better to scope the =
discussion to a specific area. I suggest to focus this time on NMRG/NMOP.



Thomas kindly accepted to drive a discussion on this topic in the IETF#126 =
OPSAREA Session with some proposals to bridge both communities. Thomas is a=
lso willing to collect feedback and coordinate between the NMRG/NMOP Chairs=
, in particular.



@NMOP/@NMRG Chairs: Would you be interested/willing to work with Thomas to =
consolidate some discussion material? Thoughts and suggestions are welcome.



Thank you.



Cheers,

Med

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</head>
<body lang=3D"EN-US" link=3D"blue" vlink=3D"purple" style=3D"word-wrap:brea=
k-word">
<div class=3D"WordSection1">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif">Hi Brad &#8211; I didn=1B$B!G=1B(Bt want to repeat the link from my =
original message, but the draft is here:
<a href=3D"https://datatracker.ietf.org/doc/draft-janz-nmrg-ontology-reconc=
iliation/">
draft-janz-nmrg-ontology-reconciliation</a>. It is new, and will be present=
ed in Vienna, with PoC(s). The idea is that cognitive agents: (a) can reaso=
n, (b) can talk to each other, and (c) may be, or may become, familiar with=
 publicly available references.
 We show that such agents can establish or reconcile working communications=
 models on their own. My suggestion is that terminological references may u=
sefully support interpretation and disambiguation in that process without i=
mposing any unnecessary rigidity
 or limitations, while the availability of the process itself may reduce th=
e need to standardize more =1B$B!H=1B(Bmachine-oriented=1B$B!I=1B(B model a=
rtifacts. Perhaps our most useful =1B$B!H=1B(Bhuman design=1B$B!I=1B(B work=
, and the forms of its outputs, will shift to a more abstracted key. This s=
eems
 to be, after all, the general impact of cognitive AI.<o:p></o:p></span></p=
>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif"><o:p>&nbsp;</o:p></span></p>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif">Best</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri=
&quot;,sans-serif;mso-fareast-language:EN-US"><o:p></o:p></span></p>
<p class=3D"MsoNormal"><span style=3D"font-size:11.0pt;font-family:&quot;Ca=
libri&quot;,sans-serif;mso-fareast-language:EN-US"><o:p>&nbsp;</o:p></span>=
</p>
<p class=3D"MsoNormal"><span style=3D"font-size:11.0pt;font-family:&quot;Ca=
libri&quot;,sans-serif;mso-fareast-language:EN-US">Chris<o:p></o:p></span><=
/p>
<p class=3D"MsoNormal"><span style=3D"font-size:11.0pt;font-family:&quot;Ca=
libri&quot;,sans-serif;mso-fareast-language:EN-US"><o:p>&nbsp;</o:p></span>=
</p>
<p class=3D"MsoNormal"><span style=3D"font-size:11.0pt;font-family:&quot;Ca=
libri&quot;,sans-serif;mso-fareast-language:EN-US"><o:p>&nbsp;</o:p></span>=
</p>
<div>
<div style=3D"border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0in =
0in 0in">
<p class=3D"MsoNormal"><b><span style=3D"font-size:11.0pt;font-family:&quot=
;Calibri&quot;,sans-serif">From:</span></b><span style=3D"font-size:11.0pt;=
font-family:&quot;Calibri&quot;,sans-serif"> Brad Peters &lt;bradpeters=3D4=
[email protected]&gt;
<br>
<b>Sent:</b> Thursday, June 25, 2026 8:53 PM<br>
<b>To:</b> Christopher Janz &lt;[email protected]&gt;; Thomas.Gra=
[email protected]; [email protected]; [email protected]; [email protected]; nmrg@irt=
f.org<br>
<b>Cc:</b> [email protected]<br>
<b>Subject:</b> Re: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS T=
ransfer: Status &amp; Exploring Collaboration Opportunities [Commercial - A=
nyone]<o:p></o:p></span></p>
</div>
</div>
<p class=3D"MsoNormal"><o:p>&nbsp;</o:p></p>
<div>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">Hi Chris,<o:p></o:p></span></p>
</div>
<div>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black"><o:p>&nbsp;</o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">Spot on about data models versus information models. RFC=
 3444 still holds true here, they definitely serve completely different pur=
poses depending on what you are trying to achieve.<o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">On the temporal side, dealing with fast-streaming state =
data versus slow-moving graph data definitely points to a hybrid approach. =
Have you looked at the Telefonica setup in the
 ETSI Common Information Model? Using a context broker keyed on the same IR=
I looks like a practical way to bridge that gap.<o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">I must have missed the 'Ontology Reconciliation Draft' y=
ou mentioned (feel free to provide a link). But parsing your point about ag=
ents reconciling with 'no common data model assumed',
 I read that as absolutely requiring some kind of higher-layer model to act=
 as a shared anchor. They need that upper layer to establish a common under=
standing, completely irrespective of the specific data models sitting under=
neath.<o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">The real value for standardisation is moving up the abst=
raction stack to build that common vocabulary and terminology. We need that=
 shared reference core to provide cross-model
 linkage without forcing rigidity.<o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black">There isn't a universally accepted standard information =
model for the network right now, meaning there is limited ability to achiev=
e a cognitive approach. The question may be who
 creates and then governs this view of network for the foreseeable future.<=
o:p></o:p></span></p>
</div>
<div id=3D"Signature">
<div>
<p class=3D"MsoNormal" style=3D"background:white"><span style=3D"font-famil=
y:&quot;Calibri&quot;,sans-serif;color:black"><o:p>&nbsp;</o:p></span></p>
<p class=3D"MsoNormal" style=3D"background:white"><span style=3D"font-size:=
11.0pt;font-family:&quot;Arial&quot;,sans-serif;color:black">Cheers.<o:p></=
o:p></span></p>
<p class=3D"elementtoproof" style=3D"background:white"><b><span style=3D"fo=
nt-size:11.0pt;font-family:&quot;Arial&quot;,sans-serif;color:black"><br>
Brad&nbsp;</span></b><span style=3D"color:black"><o:p></o:p></span></p>
</div>
</div>
<div>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Calibri&quot;,sans-=
serif;color:black"><o:p>&nbsp;</o:p></span></p>
</div>
<div class=3D"MsoNormal" align=3D"center" style=3D"text-align:center">
<hr size=3D"1" width=3D"98%" align=3D"center">
</div>
<div id=3D"divRplyFwdMsg">
<div>
<p class=3D"MsoNormal"><b><span style=3D"font-size:11.0pt;font-family:&quot=
;Calibri&quot;,sans-serif;color:black">From:</span></b><span style=3D"font-=
size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:black">&nbsp;C=
hristopher Janz &lt;</span><a href=3D"mailto:christopher.janz=3D40huawei.co=
[email protected]"><span style=3D"font-size:11.0pt;font-family:&quot;Calibri=
&quot;,sans-serif">[email protected]</span></a=
><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif=
;color:black">&gt;<br>
<b>Sent:</b>&nbsp;Thursday, 25 June 2026 9:55 PM<br>
<b>To:</b>&nbsp;Brad Peters &lt;</span><a href=3D"mailto:[email protected]=
om.au"><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans=
-serif">[email protected]</span></a><span style=3D"font-size:11.0pt;f=
ont-family:&quot;Calibri&quot;,sans-serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size=
:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]=
m</span></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;=
,sans-serif;color:black"> &lt;</span><a href=3D"mailto:Thomas.Graf@swisscom=
.com"><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif">[email protected]</span></a><span style=3D"font-size:11.0pt;f=
ont-family:&quot;Calibri&quot;,sans-serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt=
;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><s=
pan style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;co=
lor:black"> &lt;</span><a href=3D"mailto:[email protected]"><span style=3D"=
font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">ops-area@ietf.=
org</span></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quo=
t;,sans-serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;f=
ont-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span =
style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:=
black"> &lt;</span><a href=3D"mailto:[email protected]"><span style=3D"font-s=
ize:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</spa=
n></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:blac=
k"> &lt;</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11=
.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><s=
pan style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;co=
lor:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:blac=
k"> &lt;</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11=
.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><s=
pan style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;co=
lor:black">&gt;<br>
<b>Cc:</b>&nbsp;</span><a href=3D"mailto:[email protected]"><spa=
n style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">moh=
[email protected]</span></a><span style=3D"font-size:11.0pt;font-fa=
mily:&quot;Calibri&quot;,sans-serif;color:black"> &lt;</span><a href=3D"mai=
lto:[email protected]"><span style=3D"font-size:11.0pt;font-fami=
ly:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><=
span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;c=
olor:black">&gt;<br>
<b>Subject:</b>&nbsp;RE: [External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF =
OPS Transfer: Status &amp; Exploring Collaboration Opportunities [Commercia=
l - Anyone]<o:p></o:p></span></p>
</div>
<div>
<p class=3D"MsoNormal"><span style=3D"font-family:&quot;Times New Roman&quo=
t;,serif">&nbsp;</span><o:p></o:p></p>
</div>
</div>
<p><b><span style=3D"color:red">EXTERNAL SENDER </span></b><b><span style=
=3D"font-family:&quot;Times New Roman&quot;,serif;color:red">&#8211;</span>=
<span style=3D"color:red"> Be cautious opening Links and Attachments</span>=
</b><o:p></o:p></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">Hi Bra=
d,<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">I agre=
e with you on direction: AI-native autonomy and grounding probabilistic age=
nts in something factual. I=1B$B!G=1B(Bd like to pull a bit
 more on the modeling thread.<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">Data m=
odels and knowledge graphs are both concrete commitments to an ontology &#8=
212; one as schema, the other as schema populated with
 instances. So, it=1B$B!G=1B(Bs really a question of purpose: which represe=
ntation is best suited to a given objective. A data model commits meaning t=
o a specific machine form, which buys determinism and verifiability at the =
cost of flexibility &#8212; a YANG module is the
 right artifact where a stable, high-volume interface needs interop (config=
, telemetry subscriptions). A graph suits the cases where the questions are=
 cross-domain and not knowable in advance &#8212; correlating inventory, to=
pology, alarms, telemetry, anomalies that
 no single system owns.<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">Anomal=
y diagnosis I=1B$B!G=1B(Bd put on the graph side &#8212; mostly correlation=
 and traversal over heterogeneous, incompletely-anticipated evidence.
 But hybrid: link the fast telemetry rather than ingest it.&nbsp;Which is y=
our temporal-gap design &#8212; graph for the slow-moving relationships, st=
reamed models for the fast state.<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">But on=
e might ask: what is the best focal point for standardization going forward=
? The emerging world is one in which systems are
 cognitive.&nbsp;In the pre-cognitive world, data models &#8212; a stable b=
asis for system-to-system communication &#8212; were the natural targets fo=
r standardization. Cognitive systems may not require that basis
<i>a priori</i>. Your YANG=1B$B"*=1B(BOWL compiler is, in effect, the first=
 step &#8212; the =1B$B!H=1B(Blift=1B$B!I=1B(B portion &#8212; of a mediati=
on: making a model=1B$B!G=1B(Bs implicit ontology explicit. The ontology re=
conciliation draft I mentioned takes it from there, with two cognitive agen=
ts reconciling
 their ontologies conversationally and generating deterministic translators=
, no common data model assumed.<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">So, th=
e effective question may be: if agents can converge on semantics and lexico=
n by themselves &#8212; no initially shared data model,
 implicit ontologies that may differ in various ways &#8212; what is most u=
seful to standardize? My bet is categorical ontologies and their terminolog=
ies &#8212; shared reference cores that ground, de-risk and speed automated=
 mediation without imposing rigidity. Tellingly,
 a hard field problem cuts the same way: identity resolution &#8212; decidi=
ng that several systems=1B$B!G=1B(B identifiers denote the same switch &#82=
12; is never solved by a rigid, complete data model (that only breeds trans=
lation tables and exception logic); it is made tractable
 by shared reference semantics, which align the attributes you match on and=
 move resolution from the probabilistic regime toward the deterministic one=
. That speaks to where standardization earns its keep, not to dissolving en=
tity resolution, which stays implementation.
 Of course, purpose-optimized data models would remain useful references an=
d examples, and KGs are important system tools &#8212; but the high-leverag=
e standard artifacts may be moving up the abstraction stack, toward shared =
ontological cores rather than complete
 ontologies and fixed data structures.<o:p></o:p></span></p>
<p style=3D"margin-bottom:10.0pt;line-height:115%"><span style=3D"font-size=
:11.0pt;line-height:115%;font-family:&quot;Calibri&quot;,sans-serif">Best,<=
o:p></o:p></span></p>
<p><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if">Chris<o:p></o:p></span></p>
<p><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if">&nbsp;<o:p></o:p></span></p>
<div style=3D"border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0in =
0in 0in">
<p><b><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif">From:</span></b><span style=3D"font-size:11.0pt;font-family:&quot;Ca=
libri&quot;,sans-serif">&nbsp;Brad Peters &lt;</span><a href=3D"mailto:brad=
[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">bradpeters=3D40nbnco.com.au@dmarc.=
ietf.org</span></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibr=
i&quot;,sans-serif">&gt;<br>
<b>Sent:</b>&nbsp;Sunday, June 21, 2026 7:02 PM<br>
<b>To:</b>&nbsp;</span><a href=3D"mailto:[email protected]"><span st=
yle=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">Thomas.=
[email protected]</span></a><span style=3D"font-size:11.0pt;font-family:&qu=
ot;Calibri&quot;,sans-serif">;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt=
;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><s=
pan style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;f=
ont-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span =
style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><br>
<b>Cc:</b>&nbsp;</span><a href=3D"mailto:[email protected]"><spa=
n style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">moh=
[email protected]</span></a><span style=3D"font-size:11.0pt;font-fa=
mily:&quot;Calibri&quot;,sans-serif"><br>
<b>Subject:</b>&nbsp;[nmrg] Re: [External] [NMOP] Re: [OPSAREA@IETF126] IRT=
F/IETF OPS Transfer: Status &amp; Exploring Collaboration Opportunities [Co=
mmercial - Anyone]<o:p></o:p></span></p>
</div>
<p><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if">&nbsp;<o:p></o:p></span></p>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Hi Thoma=
s,</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sa=
ns-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Thank yo=
u for kicking off this discussion. The intersection of these working groups=
 aligns perfectly with the transition the industry is already making: movin=
g from AI-Enabled Network Operations to AI-Native
 Autonomous Operations.</span><span style=3D"font-size:11.0pt;font-family:&=
quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">To direc=
tly address your questions regarding how AI agents interact with Knowledge =
Graphs, Intent, and YANG data, I believe we must first distinguish between =
automation and autonomy.</span><span style=3D"font-size:11.0pt;font-family:=
&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Currentl=
y, most industry efforts focus on AI-enabled operations, essentially using =
AI to assist human operators within legacy functional processes. This place=
s a layer of automation on top of existing silos
 (event/fault, performance, security, accounting). The fatal flaw here is t=
hat our current event/telemetry pipelines are fundamentally designed for hu=
man consumption. We aggressively filter, aggregate, and discard high-freque=
ncy signals because a human operator
 cannot process them. By doing so, we actively destroy the granular context=
 an AI needs.</span><span style=3D"font-size:11.0pt;font-family:&quot;Calib=
ri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Creating=
 a foundational model of the network and enriching it with state-based and =
fast-moving contextual data like streaming telemetry, is critical for provi=
ding AI agents with the information they need.
 We must shift from design-time hardcoding to run-time enablement. Agents m=
ust be able to self-adapt while remaining grounded in factual reality, comp=
lete with the capability to safely test and evaluate insights before execut=
ion.</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,=
sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">AI-Nativ=
e management is about true autonomy: operating on the network with complete=
, unified context to produce an action with a high confidence interval. Thi=
s is where the intersection of your mentioned
 topics becomes critical:</span><span style=3D"font-size:11.0pt;font-family=
:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:black;margin-top:12.0pt;margin-botto=
m:12.0pt;mso-list:l6 level1 lfo1">
<span style=3D"font-family:&quot;Aptos&quot;,serif">Grounding the Agent:&nb=
sp;LLMs are inherently probabilistic. To make deterministic, factual decisi=
ons, they require a grounding point. Knowledge Graphs (KGs) provide this de=
finitive, end-to-end view of the network state.</span><span style=3D"font-s=
ize:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></=
li></ul>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:black;mso-list:l7 level1 lfo2"><span=
 style=3D"font-family:&quot;Aptos&quot;,serif">Run-Time vs. Design-Time:&nb=
sp;Legacy automation embeds operational knowledge directly into the applica=
tion code, creating a massive barrier to change. A well-structured
 ontology allows us to separate the knowledge from the application. Agents =
can infer and reason over the graph to adapt at run-time rather than waitin=
g for design-time code changes.</span><span style=3D"font-size:11.0pt;font-=
family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></li></ul>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:black;mso-list:l4 level1 lfo3"><span=
 style=3D"font-family:&quot;Aptos&quot;,serif">Bridging the Temporal Gap:&n=
bsp;A Knowledge Graph provides the deterministic baseline of slow-moving in=
ventory and topological state. Real-time mechanisms like
 YANG-Push and gRPC provide the fast moving state and potentially temporal =
(TSDB) data that overlays onto that graph. Together, they give the agent a =
complete slice of the operational environment to evaluate and test proposed=
 changes before execution. (Use
 of a context broker as per Telefonicia ETSI Common Information Model).</sp=
an><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if"><o:p></o:p></span></li></ul>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">This arc=
hitectural shift is actively gaining traction. Just today, CommsDay (an Aus=
tralian Communication focused publication) highlighted a major Australian c=
arrier rearchitecting their operations around
 a knowledge plane for the reasons above. I presented on this exact challen=
ge at the Broadband Forum in March, specifically addressing the TM Forum au=
tonomy ladder and the &quot;Knowledge Limit&quot; that is hit at Level 3 if=
 we rely on event-driven automation rather
 than knowledge-driven autonomy.</span><span style=3D"font-size:11.0pt;font=
-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">This lin=
ks directly to, and is supported by, the previous IETF Knowledge Graph team=
 papers:</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&qu=
ot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:black;mso-list:l3 level1 lfo4"><a hr=
ef=3D"https://datatracker.ietf.org/doc/draft-mackey-nmop-kg-for-netops/"><s=
pan style=3D"font-family:&quot;Aptos&quot;,serif">https://datatracker.ietf.=
org/doc/draft-mackey-nmop-kg-for-netops/</span></a><span style=3D"font-size=
:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></li>=
</ul>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:black;mso-list:l8 level1 lfo5"><a hr=
ef=3D"https://datatracker.ietf.org/doc/draft-tailhardat-nmop-incident-manag=
ement-noria/"><span style=3D"font-family:&quot;Aptos&quot;,serif">https://d=
atatracker.ietf.org/doc/draft-tailhardat-nmop-incident-management-noria/</s=
pan></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,san=
s-serif"><o:p></o:p></span></li></ul>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Regardin=
g &quot;running code&quot; and practical intersections, I have been develop=
ing a semantic compiler to translate IETF YANG models into OWL ontologies. =
The goal is to layer additional semantics on top of the
 base models to support AI agents, integrating RFC9315 Operational Intent w=
ith TM Forum ontologies (like the TIO). You can view the current progress o=
f bridging these domains here:
</span><a href=3D"https://github.com/bradspau/Network-Ontology-Knowledge-Gr=
aphs"><span style=3D"font-family:&quot;Aptos&quot;,serif">https://github.co=
m/bradspau/Network-Ontology-Knowledge-Graphs</span></a><span style=3D"font-=
family:&quot;Aptos&quot;,serif;color:black">.</span><span style=3D"font-siz=
e:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">I believ=
e exploring this semantic bridge, how IETF data models map to the ontologie=
s required by systems for autonomous reasoning, would be a highly valuable =
agenda item for our joint discussions.</span><span style=3D"font-size:11.0p=
t;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Ultimate=
ly, this technology change demands a rethink of who&nbsp;is conducting the =
processes of the past. Are we still curating data for human limitations, cr=
eating dashboards, and relying upon human interpretation?
 Or are agents and systems now the primary receivers of data, responsible f=
or producing tested operational insights and recommendations?</span><span s=
tyle=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p><=
/o:p></span></p>
</div>
<div style=3D"margin-top:12.0pt;margin-bottom:12.0pt">
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">Will be =
interesting to see how this unfolds with those that are current implementer=
s/developping.&nbsp;</span><span style=3D"font-size:11.0pt;font-family:&quo=
t;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<div id=3D"x_Signature">
<p style=3D"background:white"><span style=3D"font-size:11.0pt;font-family:&=
quot;Aptos&quot;,serif;color:black">Cheers.</span><span style=3D"font-size:=
11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></p>
<p style=3D"background:white"><b><span style=3D"font-size:11.0pt;font-famil=
y:&quot;Aptos&quot;,serif;color:black"><br>
Brad&nbsp;</span></b><span style=3D"font-size:11.0pt;font-family:&quot;Cali=
bri&quot;,sans-serif"><o:p></o:p></span></p>
</div>
<p><span style=3D"font-family:&quot;Aptos&quot;,serif;color:black">&nbsp;</=
span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-s=
erif"><o:p></o:p></span></p>
<div class=3D"MsoNormal" align=3D"center" style=3D"text-align:center">
<hr size=3D"1" width=3D"98%" align=3D"center">
</div>
<div id=3D"x_divRplyFwdMsg">
<p><b><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif;color:black">From:</span></b><span style=3D"font-size:11.0pt;font-fam=
ily:&quot;Calibri&quot;,sans-serif;color:black">&nbsp;</span><a href=3D"mai=
lto:[email protected]"><span style=3D"font-size:11.0pt;font-family:&=
quot;Calibri&quot;,sans-serif">[email protected]</span></a><span sty=
le=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:bla=
ck">&nbsp;&lt;</span><a href=3D"mailto:[email protected]"><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">Thomas.Gr=
[email protected]</span></a><span style=3D"font-size:11.0pt;font-family:&quot=
;Calibri&quot;,sans-serif;color:black">&gt;<br>
<b>Sent:</b>&nbsp;Sunday, 21 June 2026 6:43 PM<br>
<b>To:</b>&nbsp;</span><a href=3D"mailto:[email protected]"><span style=3D"=
font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">ops-area@ietf.=
org</span></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quo=
t;,sans-serif;color:black">&nbsp;&lt;</span><a href=3D"mailto:ops-area@ietf=
.org"><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif">[email protected]</span></a><span style=3D"font-size:11.0pt;font-fam=
ily:&quot;Calibri&quot;,sans-serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;f=
ont-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span =
style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:=
black">&nbsp;&lt;</span><a href=3D"mailto:[email protected]"><span style=3D"f=
ont-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]=
</span></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,=
sans-serif;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:blac=
k">&nbsp;&lt;</span><a href=3D"mailto:[email protected]"><span style=3D"font-si=
ze:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span><=
/a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if;color:black">&gt;;
</span><a href=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fon=
t-family:&quot;Calibri&quot;,sans-serif">[email protected]</span></a><span styl=
e=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif;color:blac=
k">&nbsp;&lt;</span><a href=3D"mailto:[email protected]"><span style=3D"font-si=
ze:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">[email protected]</span><=
/a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if;color:black">&gt;<br>
<b>Cc:</b>&nbsp;</span><a href=3D"mailto:[email protected]"><spa=
n style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif">moh=
[email protected]</span></a><span style=3D"font-size:11.0pt;font-fa=
mily:&quot;Calibri&quot;,sans-serif;color:black">&nbsp;&lt;</span><a href=
=3D"mailto:[email protected]"><span style=3D"font-size:11.0pt;fo=
nt-family:&quot;Calibri&quot;,sans-serif">[email protected]</spa=
n></a><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-=
serif;color:black">&gt;<br>
<b>Subject:</b>&nbsp;[External] [NMOP] Re: [OPSAREA@IETF126] IRTF/IETF OPS =
Transfer: Status &amp; Exploring Collaboration Opportunities</span><span st=
yle=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></=
o:p></span></p>
<p><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-ser=
if">&nbsp;<o:p></o:p></span></p>
</div>
<p><b><span style=3D"color:red">EXTERNAL SENDER </span></b><b><span style=
=3D"font-family:&quot;Times New Roman&quot;,serif;color:red">&#8211;</span>=
<span style=3D"color:red"> Be cautious opening Links and Attachments</span>=
</b><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Dear NMRG, NMOP, OPSAWG and OPSAREA,</span><o:p></o:=
p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">First of all many thanks to Brad, Dan, Christopher, =
Alex, Qin and Bernard on their feedback. That=1B$B!G=1B(Bs a great start.</=
span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">I have been following this thread closely
</span><a href=3D"https://mailarchive.ietf.org/arch/msg/nmop/gTPL1eBj5e3GMM=
t8qeUWmPP4oMg/"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet=
 MS&quot;,sans-serif;color:#467886">https://mailarchive.ietf.org/arch/msg/n=
mop/gTPL1eBj5e3GMMt8qeUWmPP4oMg/</span></a><span style=3D"font-size:10.0pt;=
font-family:&quot;Trebuchet MS&quot;,sans-serif;color:#0E2841">&nbsp;to
 understand wherever research and industry adoption comes closer together, =
wherever there is interest for having a joint discussion and on what partic=
ular topic.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">What I observed so far is that we all share that AI =
in general and also AIOps research and adoption rate has dramatically incre=
ased. So far everybody was very supportive on
 having a joint discussion. I would be interested to have more feedback, es=
pecially also from those who think that it would not bring much benefit wit=
h reasons why.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">From what I observed, having an initial discussion o=
n the following existing working group document topics and how they interse=
ct</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l10 level1 lfo6"><s=
pan style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-ser=
if">Network Digital Twin (</span><a href=3D"https://datatracker.ietf.org/do=
c/html/draft-irtf-nmrg-network-digital-twin-arch"><span style=3D"font-size:=
10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif;color:#467886">https=
://datatracker.ietf.org/doc/html/draft-irtf-nmrg-network-digital-twin-arch<=
/span></a><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&qu=
ot;,sans-serif">)</span><span style=3D"font-size:11.0pt;font-family:&quot;C=
alibri&quot;,sans-serif"><o:p></o:p></span></li><li class=3D"MsoNormal" sty=
le=3D"color:#0E2841;mso-list:l10 level1 lfo6"><span style=3D"font-size:10.0=
pt;font-family:&quot;Trebuchet MS&quot;,sans-serif">Intent-Based Networking=
 (</span><a href=3D"https://datatracker.ietf.org/doc/html/draft-irtf-nmrg-i=
bn-usecases"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS=
&quot;,sans-serif;color:#467886">https://datatracker.ietf.org/doc/html/draf=
t-irtf-nmrg-ibn-usecases</span></a><span style=3D"font-size:10.0pt;font-fam=
ily:&quot;Trebuchet MS&quot;,sans-serif">)</span><span style=3D"font-size:1=
1.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></li><l=
i class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l10 level1 lfo6"><spa=
n style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif=
">SIMAP (</span><a href=3D"https://datatracker.ietf.org/doc/html/draft-ietf=
-nmop-simap-concept"><span style=3D"font-size:10.0pt;font-family:&quot;Treb=
uchet MS&quot;,sans-serif;color:#467886">https://datatracker.ietf.org/doc/h=
tml/draft-ietf-nmop-simap-concept</span></a><span style=3D"font-size:10.0pt=
;font-family:&quot;Trebuchet MS&quot;,sans-serif">)</span><span style=3D"fo=
nt-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></spa=
n></li><li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l10 level1 l=
fo6"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,s=
ans-serif">YANG-Push to Message Broker integration (</span><a href=3D"https=
://datatracker.ietf.org/doc/html/draft-ietf-nmop-yang-message-broker-integr=
ation"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;=
,sans-serif;color:#467886">https://datatracker.ietf.org/doc/html/draft-ietf=
-nmop-yang-message-broker-integration</span></a><span style=3D"font-size:10=
.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif">)</span><span style=
=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p=
></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">and then having a discussions on the following raise=
d questions perhaps:</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l1 level1 lfo7"><sp=
an style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-seri=
f">Which AI agents capabilities are suitable for network management?</span>=
<span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"=
><o:p></o:p></span></li><li class=3D"MsoNormal" style=3D"color:#0E2841;mso-=
list:l1 level1 lfo7"><span style=3D"font-size:10.0pt;font-family:&quot;Treb=
uchet MS&quot;,sans-serif">What is the impact of an AI network management p=
rocess to YANG information, service, network and data modelling?</span><spa=
n style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:=
p></o:p></span></li><li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list=
:l1 level1 lfo7"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuche=
t MS&quot;,sans-serif">Is MCP (</span><a href=3D"https://en.wikipedia.org/w=
iki/Model_Context_Protocol"><span style=3D"font-size:10.0pt;font-family:&qu=
ot;Trebuchet MS&quot;,sans-serif;color:#467886">https://en.wikipedia.org/wi=
ki/Model_Context_Protocol</span></a><span style=3D"font-size:10.0pt;font-fa=
mily:&quot;Trebuchet MS&quot;,sans-serif">)
 a suitable protocol between AI agents and IETF network management data sou=
rces and system components?</span><span style=3D"font-size:11.0pt;font-fami=
ly:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></li><li class=3D"MsoN=
ormal" style=3D"color:#0E2841;mso-list:l1 level1 lfo7"><span style=3D"font-=
size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif">How does an AI=
 agent interact with Network Digital Twin, Intent-Based Networking, SIMAP, =
Knowledge Graphs and YANG data
 in Message Brokers?</span><span style=3D"font-size:11.0pt;font-family:&quo=
t;Calibri&quot;,sans-serif"><o:p></o:p></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">and move from there into some proposed work addressi=
ng these areas. And last but not least maybe wrapping up around running cod=
e. How experiments could facilitate and exchange
 between both working groups. Alex brought up that ANRW is once a year and =
perhaps on one or two other occasion the two working group could continuous=
ly actively exchange every year could be an interesting proposal.</span><o:=
p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l9 level1 lfo8"><sp=
an style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-seri=
f">Would that be a potential interesting agenda for everybody?</span><span =
style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p>=
</o:p></span></li><li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l=
9 level1 lfo8"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet =
MS&quot;,sans-serif">Did I miss anything or shall we focus more on a partic=
ular item?</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&=
quot;,sans-serif"><o:p></o:p></span></li><li class=3D"MsoNormal" style=3D"c=
olor:#0E2841;mso-list:l9 level1 lfo8"><span style=3D"font-size:10.0pt;font-=
family:&quot;Trebuchet MS&quot;,sans-serif">Any particular discussion struc=
ture you would fancy?</span><span style=3D"font-size:11.0pt;font-family:&qu=
ot;Calibri&quot;,sans-serif"><o:p></o:p></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">I also observed that authors authoring Knowledge Gra=
ph documents have voiced wherever Knowledge Graph could be a topic of inter=
est. I would love to see more discussions from
 other areas on this in particular how this intersects with AIOps and AI as=
sisted network management topics. I saw also that ontologies have been ment=
ioned, which I personally besides semantics believe plays an important role=
 with interacting with AI agents.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">As I am human, and not an AI agent, the observations=
 and suggestions might be unintentionally bias. So please feedback and comm=
ent.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Best wishes</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Thomas</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<div style=3D"border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0in =
0in 0in">
<p><b>From:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif=
">&nbsp;</span>Graf Thomas, SCS-INI-NET-VNC-E2E<br>
<b>Sent:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&=
nbsp;</span>Monday, June 1, 2026 7:16 AM<br>
<b>To:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&nb=
sp;</span>Nmop &lt;<a href=3D"mailto:[email protected]"><span style=3D"color:#4=
67886">[email protected]</span></a>&gt;;
<a href=3D"mailto:[email protected]"><span style=3D"color:#467886">[email protected]=
g</span></a><br>
<b>Cc:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&nb=
sp;</span>Mohamed Boucadair &lt;<a href=3D"mailto:mohamed.boucadair@orange.=
com"><span style=3D"color:#467886">[email protected]</span></a>&=
gt;; nmrg-chairs &lt;<a href=3D"mailto:[email protected]"><span style=3D=
"color:#467886">[email protected]</span></a>&gt;;
 Nmop-chairs &lt;<a href=3D"mailto:[email protected]"><span style=3D"col=
or:#467886">[email protected]</span></a>&gt;<br>
<b>Subject:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif=
">&nbsp;</span>FW: [OPSAREA@IETF126] IRTF/IETF OPS Transfer: Status &amp; E=
xploring Collaboration Opportunities<o:p></o:p></p>
</div>
<p><span style=3D"font-family:&quot;Aptos&quot;,serif">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Dear NMRG and NMOP,</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Med approached me wherever I am willing to facilitat=
e with the support of both working group chairs a discussion between NMRG a=
nd NMOP on common interests.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Looking at the list of current adopted documents</sp=
an><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><a href=3D"https://datatracker.ietf.org/group/nmrg/documents/"><span sty=
le=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif;colo=
r:#467886">https://datatracker.ietf.org/group/nmrg/documents/</span></a><o:=
p></o:p></p>
<p><a href=3D"https://datatracker.ietf.org/wg/nmop/documents/"><span style=
=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-serif;color:=
#467886">https://datatracker.ietf.org/wg/nmop/documents/</span></a><o:p></o=
:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">but also looking at AIOps related proposals
</span><a href=3D"https://github.com/IETF-OPS-AD/misc/blob/main/ai-submissi=
ons-ietf125.md"><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet=
 MS&quot;,sans-serif;color:#467886">https://github.com/IETF-OPS-AD/misc/blo=
b/main/ai-submissions-ietf125.md</span></a><span style=3D"font-size:10.0pt;=
font-family:&quot;Trebuchet MS&quot;,sans-serif;color:#0E2841">,
 and the related past side meetings in the network management domain, I see=
 that the lifecycle on research and industry adoption of model and data dri=
ven network management becomes accelerated and therefore research and indus=
try adoption comes more and more
 closer together. Looking at the bluesheets of IETF 125, I see that we had =
107 participants for NMRG and 115 for NMOP and 36 participants were attendi=
ng both NMRG and NMOP.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Or in other words, I personally believe that both wo=
rking groups have a lot in common but also a also few things which makes th=
em very unique and interesting to facilitate
 such a discussion.</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">I might be wrong and therefore would like to get som=
e feedback from both mailing lists first:</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l5 level1 lfo9"><sp=
an style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-seri=
f">Would you agree that the lifecycle on research and industry adoption of =
model and data driven network management becomes
 accelerated and therefore research and industry adoption comes more and mo=
re closer together?</span><span style=3D"font-size:11.0pt;font-family:&quot=
;Calibri&quot;,sans-serif"><o:p></o:p></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l2 level1 lfo10"><s=
pan style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-ser=
if">Is there an interest at the NMRG and NMOP communities to have an exchan=
ge on currently adopted and future proposed work
 to identify synergies and common interests in both working groups and disc=
uss how they could be addressed better?</span><span style=3D"font-size:11.0=
pt;font-family:&quot;Calibri&quot;,sans-serif"><o:p></o:p></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<ul style=3D"margin-top:0in" type=3D"disc">
<li class=3D"MsoNormal" style=3D"color:#0E2841;mso-list:l0 level1 lfo11"><s=
pan style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,sans-ser=
if">Do you have a particular topic, set of documents or interest already in=
 mind?</span><span style=3D"font-size:11.0pt;font-family:&quot;Calibri&quot=
;,sans-serif"><o:p></o:p></span></li></ul>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Best wishes</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">Thomas</span><o:p></o:p></p>
<p><span style=3D"font-size:10.0pt;font-family:&quot;Trebuchet MS&quot;,san=
s-serif;color:#0E2841">&nbsp;</span><o:p></o:p></p>
<div style=3D"border:none;border-top:solid #E1E1E1 1.0pt;padding:3.0pt 0in =
0in 0in">
<p><b>From:</b> <a href=3D"mailto:[email protected]"><span style=
=3D"color:#467886">[email protected]</span></a><span style=3D"fo=
nt-family:&quot;Times New Roman&quot;,serif">&nbsp;</span>&lt;<a href=3D"ma=
ilto:[email protected]"><span style=3D"color:#467886">mohamed.bo=
[email protected]</span></a>&gt;<br>
<b>Sent:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&=
nbsp;</span>Monday, May 4, 2026 10:21 AM<br>
<b>To:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&nb=
sp;</span>Graf Thomas, SCS-INI-NET-VNC-E2E &lt;<a href=3D"mailto:Thomas.Gra=
[email protected]"><span style=3D"color:#467886">[email protected]</spa=
n></a>&gt;;
<a href=3D"mailto:[email protected]"><span style=3D"color:#467886">nmrg-=
[email protected]</span></a>; Nmop-chairs &lt;<a href=3D"mailto:nmop-chairs@i=
etf.org"><span style=3D"color:#467886">[email protected]</span></a>&gt;<=
br>
<b>Cc:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif">&nb=
sp;</span>ops-ads &lt;<a href=3D"mailto:[email protected]"><span style=3D"co=
lor:#467886">[email protected]</span></a>&gt;; Dirk KUTSCHER &lt;<a href=3D"=
mailto:[email protected]"><span style=3D"color:#467886">[email protected]=
</span></a>&gt;<br>
<b>Subject:</b><span style=3D"font-family:&quot;Times New Roman&quot;,serif=
">&nbsp;</span>[OPSAREA@IETF126] IRTF/IETF OPS Transfer: Status &amp; Explo=
ring Collaboration Opportunities<o:p></o:p></p>
</div>
<p><span style=3D"font-family:&quot;Aptos&quot;,serif">&nbsp;</span><o:p></=
o:p></p>
<table class=3D"MsoNormalTable" border=3D"0" cellspacing=3D"0" cellpadding=
=3D"0" align=3D"left" width=3D"100%" style=3D"width:100.0%">
<tbody>
<tr>
<td style=3D"background:#CF4A0C;padding:5.0pt 2.0pt 5.0pt 2.0pt"></td>
<td width=3D"100%" style=3D"width:100.0%;background:#FFF8E5;padding:5.0pt 4=
.0pt 5.0pt 12.0pt">
<p style=3D"mso-element:frame;mso-element-frame-hspace:2.25pt;mso-element-w=
rap:around;mso-element-anchor-vertical:paragraph;mso-element-anchor-horizon=
tal:column;mso-height-rule:exactly">
<b><span style=3D"font-size:10.0pt;font-family:&quot;Aptos&quot;,serif;colo=
r:#222222">Be aware:</span></b><span style=3D"font-size:10.0pt;font-family:=
&quot;Aptos&quot;,serif;color:#222222">&nbsp;This is an external email.</sp=
an><span style=3D"font-size:10.0pt;font-family:&quot;Times New Roman&quot;,=
serif"><o:p></o:p></span></p>
</td>
</tr>
</tbody>
</table>
<p><span style=3D"font-family:&quot;Aptos&quot;,serif">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">Hi all,</span><o:p><=
/o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">I had several discus=
sions recently with many IETF participants about the relationship between s=
ome work done in the IRTF and IETF. Specifically, I heard several questions=
 about the current mode of operation between
 NMRG and OPS and whether/how activity transfer is happening between the tw=
o communities. I do see a value in bringing some of these items from hallwa=
y discussion to our formal meetings :-)</span><o:p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">This can be the oppo=
rtunity to explore between collaboration between the communities, and not r=
ely only on the leadership level. See, for example, the following excerpt f=
orm the NMRG Charter:</span><o:p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;&nbsp; =1B$B!H=
=1B(BThe IETF Operations and Management Area Directors are members of the N=
MRG<br>
&nbsp;&nbsp; mailing list and invited to NMRG meetings in order to ensure f=
ree flow of<br>
&nbsp;&nbsp; information in both directions, and to avoid duplication of wo=
rk with the<br>
&nbsp;&nbsp; various IETF working groups.=1B$B!I=1B(B</span><o:p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">There are several WG=
/RG pairs that may be considered for collaboration (NMRG/NMOP, MAPRG/IPPM, =
etc.) but I think that it would be better to scope the discussion to a spec=
ific area. I suggest to focus this time on NMRG/NMOP.</span><o:p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">Thomas kindly accept=
ed to drive a discussion on this topic in the IETF#126 OPSAREA Session with=
 some proposals to bridge both communities. Thomas is also willing to colle=
ct feedback and coordinate between the NMRG/NMOP
 Chairs, in particular.</span><o:p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">@NMOP/@NMRG Chairs: =
Would you be interested/willing to work with Thomas to consolidate some dis=
cussion material? Thoughts and suggestions are welcome.</span><o:p></o:p></=
p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">Thank you.</span><o:=
p></o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">&nbsp;</span><o:p></=
o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">Cheers,</span><o:p><=
/o:p></p>
<p><span style=3D"font-family:&quot;Courier New&quot;">Med</span><o:p></o:p=
></p>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">_=
___________________________________________________________________________=
________________________________<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">C=
e message et ses pieces jointes peuvent contenir des informations confident=
ielles ou privilegiees et ne doivent donc<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">p=
as etre diffuses, exploites ou copies sans autorisation. Si vous avez recu =
ce message par erreur, veuillez le signaler<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">a=
 l'expediteur et le detruire ainsi que les pieces jointes. Les messages ele=
ctroniques etant susceptibles d'alteration,<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">O=
range decline toute responsabilite si ce message a ete altere, deforme ou f=
alsifie. Merci.<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">&=
nbsp;<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">T=
his message and its attachments may contain confidential or privileged info=
rmation that may be protected by law;<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">t=
hey should not be distributed, used or copied without authorisation.<o:p></=
o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">I=
f you have received this email in error, please notify the sender and delet=
e this message and its attachments.<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">A=
s emails may be altered, Orange is not liable for messages that have been m=
odified, changed or falsified.<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">T=
hank you.<o:p></o:p></span></pre>
</div>
<div>
<pre><span style=3D"font-size:10.0pt;font-family:&quot;Courier New&quot;">&=
nbsp;<o:p></o:p></span></pre>
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