Re: [Coin] Fwd: The Future of P4, Revisited

Hesham ElBakoury <helbakoury@gmail.com> Mon, 15 May 2023 21:49 UTC

Return-Path: <helbakoury@gmail.com>
X-Original-To: coin@ietfa.amsl.com
Delivered-To: coin@ietfa.amsl.com
Received: from localhost (localhost [127.0.0.1]) by ietfa.amsl.com (Postfix) with ESMTP id 05B31C291236 for <coin@ietfa.amsl.com>; Mon, 15 May 2023 14:49:56 -0700 (PDT)
X-Virus-Scanned: amavisd-new at amsl.com
X-Spam-Flag: NO
X-Spam-Score: -6.984
X-Spam-Level:
X-Spam-Status: No, score=-6.984 tagged_above=-999 required=5 tests=[BAYES_00=-1.9, DKIM_SIGNED=0.1, DKIM_VALID=-0.1, DKIM_VALID_AU=-0.1, DKIM_VALID_EF=-0.1, FREEMAIL_FROM=0.001, HTML_MESSAGE=0.001, RCVD_IN_DNSWL_HI=-5, RCVD_IN_ZEN_BLOCKED_OPENDNS=0.001, SPF_HELO_NONE=0.001, SPF_PASS=-0.001, TRACKER_ID=0.1, T_KAM_HTML_FONT_INVALID=0.01, URIBL_BLOCKED=0.001, URIBL_DBL_BLOCKED_OPENDNS=0.001, URIBL_ZEN_BLOCKED_OPENDNS=0.001] autolearn=unavailable autolearn_force=no
Authentication-Results: ietfa.amsl.com (amavisd-new); dkim=pass (2048-bit key) header.d=gmail.com
Received: from mail.ietf.org ([50.223.129.194]) by localhost (ietfa.amsl.com [127.0.0.1]) (amavisd-new, port 10024) with ESMTP id 8BE7nCiUDhu8 for <coin@ietfa.amsl.com>; Mon, 15 May 2023 14:49:51 -0700 (PDT)
Received: from mail-pj1-x1031.google.com (mail-pj1-x1031.google.com [IPv6:2607:f8b0:4864:20::1031]) (using TLSv1.3 with cipher TLS_AES_128_GCM_SHA256 (128/128 bits) key-exchange X25519 server-signature RSA-PSS (2048 bits) server-digest SHA256) (No client certificate requested) by ietfa.amsl.com (Postfix) with ESMTPS id A4B27C291226 for <coin@irtf.org>; Mon, 15 May 2023 14:49:51 -0700 (PDT)
Received: by mail-pj1-x1031.google.com with SMTP id 98e67ed59e1d1-24df6bbf765so11315466a91.0 for <coin@irtf.org>; Mon, 15 May 2023 14:49:51 -0700 (PDT)
DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=gmail.com; s=20221208; t=1684187391; x=1686779391; h=cc:to:subject:message-id:date:from:in-reply-to:references :mime-version:from:to:cc:subject:date:message-id:reply-to; bh=3jOQuODixzilb/p3sYA1E0zFAG01Gbi6xaYZ1jZTx/A=; b=mMzWGpuUOHnQ36ZI9Gg3UeF5HDcUlINbydlZAU+sUHDdf1pWjtS04btlxI4NQJPyQm Dp02dzLOshf1Z8Gu2LfPBMtKg5zJrKUyHdePbrANbRYvpI2uLQSja58zoY4eIxm71HUm xVoGZ3u1lDZUkmkJ5M8flT8mcCmlaaAgmenmoPmXPJk6c/mQK3N33GJymuu4jPw2kLwI 49iDGZ8twbC+n0pxDo6EOaUVIK5cdfr6OMnDZZCD+SlTRwi1dQeQYXLytie4M1GoIiTS KB0UF1dDwPL281OqLkYiXcv6W21Or99e2E3TzOzjD4wwoYvQ3XmKNG2YKJCEKh0ynyeE DnHw==
X-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20221208; t=1684187391; x=1686779391; h=cc:to:subject:message-id:date:from:in-reply-to:references :mime-version:x-gm-message-state:from:to:cc:subject:date:message-id :reply-to; bh=3jOQuODixzilb/p3sYA1E0zFAG01Gbi6xaYZ1jZTx/A=; b=RRxciZVa0rX6i82XccnH+MN9rjJnUQYrO0wNlIEB5q4T2x+IZhivSezvS2/QSLLwfN 7R1Ibd2PR2irxNaLRPJ1fHBZHNHUBsLvwzEhmQ/7prOHC1Bfr++A1eR5oYtTW21n/2yV LLeK5ipRN8unnPN1MyrD3JGuf6XPRVRYzT2u1A6043JqXH39Mx3+u53DBsmpybmwJyli DzcqjTIzRlASgdVVOogNUK0HHd8esLTAT95UPaZuewLvptUJ5/Evj77Czpv/mJjhDMh9 OmwvyEIgBpoOy4KnhYZSgXG2C+8eX4vCpMiRIQ9H9Y17Pa5ubkW/EtbfW7nULdT+IKBf Vv8w==
X-Gm-Message-State: AC+VfDwtjEv5EaICiHtm1/0Jc+VGY2KCL586EDDwlO3O+AEc1FngpqrZ cAeqvbJwzvvrahgVAMQcKwnT/Hrl5zVNdDEKaA+hX85R2Yg=
X-Google-Smtp-Source: ACHHUZ7mbKsSeEeyN/I/TydVT61IVtyv5X32f26m+YEUcK5ZwFUMSJwcfR8csltsrvP9tADgkx5hPHJsxi8am2OLdu0=
X-Received: by 2002:a17:90a:cb02:b0:249:6098:b068 with SMTP id z2-20020a17090acb0200b002496098b068mr35296124pjt.45.1684187390429; Mon, 15 May 2023 14:49:50 -0700 (PDT)
MIME-Version: 1.0
References: <CAPjWiCT2ipu=yiZFr8hBGF2wy-Y_Dmze=8j+PgeDFyN7KNZR6w@mail.gmail.com> <ZGJl+6YPQarlDSTr@faui48e.informatik.uni-erlangen.de> <034201d98757$bbd87550$33895ff0$@mnkcg.com> <c98c172c-a483-5f69-9bff-dedd4b6a78bb@gmail.com> <044101d9876a$9f0490e0$dd0db2a0$@mnkcg.com>
In-Reply-To: <044101d9876a$9f0490e0$dd0db2a0$@mnkcg.com>
From: Hesham ElBakoury <helbakoury@gmail.com>
Date: Mon, 15 May 2023 14:49:38 -0700
Message-ID: <CAFvDQ9p9d9XGV1kHwu7N7bvKqV261_k5LHQiA6HxFAnDGog3TQ@mail.gmail.com>
To: hemant@mnkcg.com
Cc: Toerless Eckert <tte@cs.fau.de>, Marie-Jose Montpetit <marie@mjmontpetit.com>, coin <coin@irtf.org>, coinrg-chairs <coinrg-chairs@ietf.org>
Content-Type: multipart/alternative; boundary="000000000000244f4305fbc26f80"
Archived-At: <https://mailarchive.ietf.org/arch/msg/coin/pyqSvVslRJMl71byv2VXkjuUv9s>
Subject: Re: [Coin] Fwd: The Future of P4, Revisited
X-BeenThere: coin@irtf.org
X-Mailman-Version: 2.1.39
Precedence: list
List-Id: "COIN: Computing in the Network" <coin.irtf.org>
List-Unsubscribe: <https://www.irtf.org/mailman/options/coin>, <mailto:coin-request@irtf.org?subject=unsubscribe>
List-Archive: <https://mailarchive.ietf.org/arch/browse/coin/>
List-Post: <mailto:coin@irtf.org>
List-Help: <mailto:coin-request@irtf.org?subject=help>
List-Subscribe: <https://www.irtf.org/mailman/listinfo/coin>, <mailto:coin-request@irtf.org?subject=subscribe>
X-List-Received-Date: Mon, 15 May 2023 21:49:56 -0000

I would like to point to a list of programmable devices that Hemant pointed
me to, after one of the P4 meetings earlier this year. You can access the
list here:
https://github.com/hesingh/p4-info

He mentioned to me that "the list only includes targets with a P4-16
compiler. It does not include Broadcom devices since they support NPL which
uses an older version of P4 in P4-14 with some tweaks."

The list need to be updated to include Octean 10.

Thanks
Hesham

On Mon, May 15, 2023, 1:20 PM <hemant@mnkcg.com> wrote:

> Broadcom NPL is proprietary, and Broadcom develops customer code in NPL
> for switch. Further Trident/Jericho 2 are 10-12 Tbps asics while Octeon 10
> is a 1 Tbps asic. My company’s P4 compiler makes Octeon P4 programmable.
>
>
>
> Hemant
>
>
>
> *From:* Hesham ElBakoury <helbakoury@gmail.com>
> *Sent:* Monday, May 15, 2023 3:28 PM
> *To:* hemant@mnkcg.com; 'Toerless Eckert' <tte@cs.fau.de>; 'Marie-Jose
> Montpetit' <marie@mjmontpetit.com>
> *Cc:* 'coin' <coin@irtf.org>; coinrg-chairs@ietf.org
> *Subject:* Re: [Coin] Fwd: The Future of P4, Revisited
>
>
>
> How you compare Marvel Octeon 10 with Broadcom Trident and Jericho 2
> devices which use NPL (https://nplang.org).
>
> Hesham
>
> Toerless,
>
>
>
> This is the latest network processor which supports use in a switch or nic.
>
>
>
> https://www.marvell.com/content/dam/marvell/en/company/media-kit/octeon-10/marvell-octeon-10-media-deck.pdf
>
>
>
> This is your Tofino replacement with hardware available from Marvell and P4 compiler and tools chain available from my company.
>
>
>
> Hemant
>
>
>
>
>
> -----Original Message-----
>
> From: Coin <coin-bounces@irtf.org> <coin-bounces@irtf.org> On Behalf Of Toerless Eckert
>
> Sent: Monday, May 15, 2023 1:04 PM
>
> To: Marie-Jose Montpetit <marie@mjmontpetit.com> <marie@mjmontpetit.com>
>
> Cc: coin <coin@irtf.org> <coin@irtf.org>; coinrg-chairs@ietf.org
>
> Subject: Re: [Coin] Fwd: The Future of P4, Revisited
>
>
>
> Thanks, Marie-Jose
>
>
>
> IMHO:
>
>
>
> - P4 in research short-term:
>
>   Researchers can not do real-world relevant PoC with just BMV2, because it has no constraints.
>
>   All those papers claiming some problem can be solved with P4 and then just use BMV2 are just
>
>   so painful to read/listen-to. We really need a BMV2 with the exact constraints of Tofino,
>
>   and given how Intel is deinvesting from Tofino, maybe they would finally be willing to
>
>   publish those constraints outside of NDA so this can be implemented into BMV2.
>
>
>
> - SmartNICs:
>
>   P4 is not the right DSL for SmartNICs even if Intel may say so because they want to
>
>   sell SmartNICs and have a brand with P4. SmartNICs are much more flexible, and programming then
>
>   in P4 constraints you. If you don't know anything better, try eBPF. That is AFAIK the
>
>   most widely adopted DSL today to span general purpose CPU (host/router CPU), and SmartNICs.
>
>
>
>   SmartNICs are a great target FPE for forwarding plane features you do not need on every hop,
>
>   but for example only on few "can be more expensive" hops. WAN interface of site-edge-routers
>
>   (Campus, Home, WAN) for example. But do not try to assume they would be used beyond that
>
>   (on every hop == especially on higher aggregation speed links!).
>
>
>
> - P4/Coin for higher-than-forwarding-plane features:
>
>   With Tofino disappearing, i think we should caution researchers to NOT invest cycles trying to
>
>   implement solutions on P4 with the explicit purpose of "abusing" Tofino, aka: Program a
>
>   non-forwarding-plane problem solution in P4 in the expectation that a fast P4 exeuction
>
>   product like Tofino would be a great alternative/competition to other execution platforms
>
>   (SmartNIC, CPU,...). We had several of those great ideas presented/shown in Coin, they
>
>   where all about higher than forwarding-plane "compute" problems. But very quickly, with
>
>   Tofino aging, i am sure CPU or SmartNIC slutions for the same problems can easily be
>
>   shown to be more cost-effective.
>
>
>
> - Long-term forwarding plane research:
>
>   The rejection of the industry (outside Intel) to support P4 for researchers on their router/switch
>
>   forwarding planes (for a decade now) should primarily be a trigger for research funding
>
>   such as from NSF/EU to better enable long-term forwarding plane research. IMHO there
>
>   should simply be a single well funded effort for a Network Programming Element (NPE) equivalent
>
>   to RISC-V. Aka: fully open source architecture and instruction set for a research NPE,
>
>   competitive to industry products. There are lot of other benefits from such an effort
>
>   that could help make that happen.
>
>
>
> Cheers
>
>     Toerless
>
>
>
> On Mon, May 15, 2023 at 03:33:42AM -0700, Marie-Jose Montpetit wrote:
>
> Interesting article for out community.
>
>
>
> mjm
>
>
>
> Marie-José Montpetit, Ph.D.
>
> marie@mjmontpetit.com
>
>
>
>
>
>
>
> From: Larry Peterson from Systems Approach
>
> <systemsapproach@substack.com> <systemsapproach@substack.com> <systemsapproach@substack.com> <systemsapproach@substack.com>
>
> Reply: Larry Peterson from Systems Approach
>
> <reply+1zsws7&rqag0&&3ca860fd966ac1a0bf575ed48379b6645b7df5edc0903e4c5
>
> e79a3a42d6a0a51@mg1.substack.com>
>
> <reply+1zsws7&rqag0&&3ca860fd966ac1a0bf575ed48379b6645b7df5edc0903e4c5
>
> e79a3a42d6a0a51@mg1.substack.com>
>
> Date: May 15, 2023 at 3:55:52 AM
>
> To: marie@mjmontpetit.com <marie@mjmontpetit.com> <marie@mjmontpetit.com>
>
> <marie@mjmontpetit.com> <marie@mjmontpetit.com>
>
> Subject:  The Future of P4, Revisited
>
>
>
> The P4 Workshop was a couple weeks ago, and as General Chair, I went
>
> into it with a fair amount of trepidation. My concern was that Intel’s
>
> announcement earlier this year that they’re cancelling development of
>
> the Tofino 3 switching chip would have a chilling effect, not only on
>
> the Workshop, but also on the future of P4. That concern has been
>
> voiced in several forums  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌
>
> ‌ ‌ ‌ Open in app
>
> <https://open.substack.com/pub/systemsapproach/p/the-future-of-p4-one- <https://open.substack.com/pub/systemsapproach/p/the-future-of-p4-one-perspective?utm_source=email&redirect=app-store>
>
> perspective?utm_source=email&redirect=app-store> <https://open.substack.com/pub/systemsapproach/p/the-future-of-p4-one-perspective?utm_source=email&redirect=app-store>
>
> or online
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> 2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4T <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> lRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWF <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> YTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmU <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> S50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTI <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> wNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxM <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> zczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGl <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> yZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dG9rZW49ZXlKMWMyVnlYMmxrSWpvME5qVTNOakl5TkN3aWNHOXpkRjlwWkNJNk1USXdOakF4TlRreExDSnBZWFFpT2pFMk9EUXhNemN6TkRrc0ltVjRjQ0k2TVRZNE5qY3lPVE0wT1N3aWFYTnpJam9pY0hWaUxUSTRNemswTXlJc0luTjFZaUk2SW5CdmMzUXRjbVZoWTNScGIyNGlmUS50UVhzNmRNSG1GRWdMS0I0dlVHNHVHSlRVU0UwTjdVZEFIMXFzajg2bUNBIiwicCI6MTIwNjAxNTkxLCJzIjoyODM5NDMsImYiOnRydWUsInUiOjQ2NTc2MjI0LCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTAiLCJzdWIiOiJsaW5rLXJlZGlyZWN0In0.6L7-AmSfpdLfVXnKIHzqDqYX9u_tCmRVPJC2N9oP8gU?>
>
> The Future of P4, Revisited
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> 01591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIj <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> o0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> .tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=post-email-title&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
>
>
> Larry Peterson
>
> <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j= <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> May 15
>
> <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j= <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/ff29b5a3-7ea9-4b83-b888-b0c517b2bedd?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
>
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> 01591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIs <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> ImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIi <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> wic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&u <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> tm_medium=email> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> 01591&utm_source=substack&utm_medium=email&isFreemail=true&comments=tr <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> ue&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiO <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> jE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> 6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&ut <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> m_source=substack&utm_medium=email> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> 2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXR <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> tX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> W1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQ <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> sImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1Y <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> iI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo? <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> &utm_source=substack&utm_medium=email> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
>
>
> Share
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> 01591&utm_source=substack&utm_medium=email&utm_content=share&action=sh <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> are&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNC <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> wicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFE <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
> gLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&utm_content=share&action=share&triggerShare=true&isFreemail=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA>
>
>
>
>
>
> The P4 workshop has now been chaired by both co-founders of Systems
>
> Approach, but this year the P4 landscape has shifted again with
>
> Intel’s announcement that Tofino 3, its flagship P4-powered switching
>
> chip, would not go ahead. There is much more to P4 than Tofino,
>
> however, as we explore in this week’s newsletter.
>
> ------------------------------
>
>
>
> The P4 Workshop
>
> <https://substack.com/redirect/4b87822a-70c6-4ffa-864a-45637b26909c?j= <https://substack.com/redirect/4b87822a-70c6-4ffa-864a-45637b26909c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/4b87822a-70c6-4ffa-864a-45637b26909c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> was a couple weeks ago, and as General Chair, I went into it with a
>
> fair amount of trepidation. My concern was that Intel’s announcement
>
> <https://substack.com/redirect/a0831b60-fff8-4ded-88c7-f3e6ef7e1e54?j= <https://substack.com/redirect/a0831b60-fff8-4ded-88c7-f3e6ef7e1e54?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/a0831b60-fff8-4ded-88c7-f3e6ef7e1e54?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> earlier this year that they’re cancelling development of the Tofino 3
>
> switching chip would have a chilling effect, not only on the Workshop,
>
> but also on the future of P4. That concern has been voiced in several
>
> forums, including SIGCOMM’s Slack workspace
>
> <https://substack.com/redirect/300dcab9-6056-4c82-9627-1e08ea449b0e?j= <https://substack.com/redirect/300dcab9-6056-4c82-9627-1e08ea449b0e?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/300dcab9-6056-4c82-9627-1e08ea449b0e?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>,
>
> with members of the P4 Advisory Board
>
> <https://substack.com/redirect/2fcc130d-cf74-4d68-be4e-d531cbb379b4?j= <https://substack.com/redirect/2fcc130d-cf74-4d68-be4e-d531cbb379b4?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/2fcc130d-cf74-4d68-be4e-d531cbb379b4?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> making reassuring pronouncements in various settings. (See for
>
> example, Nick McKeown’s post to the P4 Forum
>
> <https://substack.com/redirect/b0f9bc57-686d-4962-8676-c234ebcbd12f?j= <https://substack.com/redirect/b0f9bc57-686d-4962-8676-c234ebcbd12f?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/b0f9bc57-686d-4962-8676-c234ebcbd12f?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>,
>
> and Nick along with Nate Foster and Jennifer Rexford discussing the
>
> future of Network Programmability on The Networking Channel
>
> <https://substack.com/redirect/f2016908-8afb-4538-be3d-5d0e6aab0b3c?j= <https://substack.com/redirect/f2016908-8afb-4538-be3d-5d0e6aab0b3c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/f2016908-8afb-4538-be3d-5d0e6aab0b3c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> ).
>
>
>
> I won’t try to give a point-by-point replay of what Nick, Nate, and
>
> Jen and others have been saying, except to observe that at a high
>
> level it can be summarized as follows:
>
>
>
> *Programmable Networks  >>  P4 Language  >>  Tofino Switching Chip*
>
>
>
> They point out, for example, that Tofino is just one of many
>
> interesting backend targets for P4 programs (SmartNICs
>
> <https://substack.com/redirect/f5d04cdb-5915-42ab-9904-a20c38eeab33?j= <https://substack.com/redirect/f5d04cdb-5915-42ab-9904-a20c38eeab33?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/f5d04cdb-5915-42ab-9904-a20c38eeab33?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> and IPUs
>
> <https://substack.com/redirect/a0ddc803-4ea3-4248-96a1-bdc33f86cd15?j= <https://substack.com/redirect/a0ddc803-4ea3-4248-96a1-bdc33f86cd15?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/a0ddc803-4ea3-4248-96a1-bdc33f86cd15?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> being the next “big deal”) and P4 is one of many tools being used to
>
> inject functionality into the end-to-end network path (DPDK and eBPF
>
> being two active projects that people are integrating with P4).
>
> Ultimately, the value of programmability comes from having visibility
>
> and control over the network, and there are many complementary approaches to making that happen.
>
> With that background, I do have three takeaways from what turned out
>
> to be an interesting and vibrant two days at the P4 Workshop (despite
>
> my initial concerns).
>
>
>
> First, we’re often so focused on P4 as a tool to program the
>
> forwarding pipeline that we forget the other half of its value
>
> proposition: It also provides a way to specify the behavior of a
>
> pipeline (independent of how that pipeline is implemented). We talk
>
> about this idea, and the value of being able to auto-generate the
>
> Control API, in the P4 chapter of our SDN Book
>
> <https://substack.com/redirect/4b87822a-70c6-4ffa-864a-45637b26909c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/4b87822a-70c6-4ffa-864a-45637b26909c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>.
>
> Rob Sherwood made a similar argument
>
> <https://substack.com/redirect/2442a19b-b82c-410c-8692-f50b89733875?j= <https://substack.com/redirect/2442a19b-b82c-410c-8692-f50b89733875?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/2442a19b-b82c-410c-8692-f50b89733875?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> at the P4 Workshop. It is now becoming a reality as companies like
>
> Google are starting to use such behavioral definitions as a Hardware
>
> Abstraction Layer (see Parveen Patel’s Keynote
>
> <https://substack.com/redirect/e656a164-3fef-497b-9628-ffeb700108af?j= <https://substack.com/redirect/e656a164-3fef-497b-9628-ffeb700108af?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/e656a164-3fef-497b-9628-ffeb700108af?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> at the Workshop). This makes me hopeful that we are rapidly
>
> approaching the day when a P4 program (plus the generated P4RT
>
> interface) will become the standard way network providers specify
>
> their requirements to network vendors, and proposed new features
>
> (whether proprietary or standard) will be specified by a P4 program
>
> (potentially augmenting the intuition and design rationale presented in an RFC).
>
>
>
> *As an aside, I couldn’t help but notice the similarities between the
>
> architecture Parveen described and the way P4 has been used to program
>
> the forwarding plane of the 5G Mobile Core
>
> <https://substack.com/redirect/64e4cac9-e6fd-4652-8e36-09f50ff1305c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/64e4cac9-e6fd-4652-8e36-09f50ff1305c?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>.
>
> Both include a P4-based “abstract forwarding model” that’s independent
>
> of the underlying implementation details*.
>
>
>
> Second, it is common to divide forwarding pipelines into “programmable”
>
> versus “fixed function”, but this glosses over what might be the more
>
> important distinction: whether the pipeline is *open* or *closed*.
>
> Even “fixed function” pipelines are increasingly flexible–it’s just a
>
> question of how restrictive the vendor is in who they allow to make
>
> changes. This restriction may have the biggest impact on researchers
>
> who want to experiment with a new feature (especially ones that do not
>
> yet have a proven market), but maybe less so in the commercial world
>
> where incentives to make changes are (arguably) well-defined. Using P4
>
> as the “spec language” (as I just outlined) has the potential to
>
> accelerate the process on the commercial side. On the research side,
>
> there is a strong argument in favor of using Tofino 2 to demonstrate
>
> the feasibility and value of new ideas (12.8 Tb/s still makes for a
>
> credible Proof-of-Concept), and repeating the refrain yet again,
>
> P4-as-spec makes for a compelling tech transfer story. If that were to
>
> happen, it would be interesting to see how vendors and chip designers
>
> adapt to reduce their spec-to-hardware implementation overhead. I
>
> would argue that programmable forwarding planes have a time-to-market advantage even for closed solutions.
>
>
>
> Third, our focus on quantifiable metrics makes it easy to forget about
>
> the less quantifiable aspects of programmability. At its core, P4 is a
>
> programming language that does a good job of abstracting the essence
>
> of a packet forwarding pipeline. It is enormously impressive that a P4
>
> program can be compiled onto a PISA-based
>
> <https://substack.com/redirect/01cfb256-04e7-49f8-9600-55e1471955b8?j= <https://substack.com/redirect/01cfb256-04e7-49f8-9600-55e1471955b8?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/01cfb256-04e7-49f8-9600-55e1471955b8?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> switching chip that has the same performance, die area, cost, and
>
> power consumption of a fixed-function ASIC (and that equivalency was
>
> probably necessary for P4 to be taken seriously), but hitting that
>
> quantifiable mark is not sufficient. Well-designed languages are
>
> software tools that bring clarity to the intellectual challenge of
>
> programming. For me, the biggest “aha” moment of the Workshop was when
>
> Chris Sommers (long-time P4 contributor and new co-Chair of the API
>
> Working Group) started rattling off all the functions he’d been
>
> involved in writing in P4, and remarking on how natural P4 makes that
>
> process. There is certainly room to add new language features as P4
>
> expands its domain to include SmartNICs and IPUs—as Chris and the
>
> other WG chairs are now pursuing—but having an existing target to evolve is a great position to be in.
>
>
>
> One common thread that weaves its way through these three takeaways is
>
> that Intel’s cancellation of the Tofino 3 chip is a potentially
>
> helpful forcing
>
> function: The P4 community has to demonstrate the value of the
>
> language without being buttressed by ever-improving performance
>
> numbers that have more to do with 7nm semiconductor technology than
>
> anything networking people have done. I saw a lot of evidence that
>
> exactly that is happening at last month’s workshop. The march to
>
> programmable networks is inevitable (in my view), and I’m still
>
> optimistic about the role P4 will play a central role.
>
>
>
> Systems Approach is reader-supported and we are committed to keeping
>
> our books and articles open to all. To receive new posts and support
>
> our work, consider becoming a free or paid subscriber.
>
>
>
> Upgrade to paid
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> 2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> Wx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUM <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> tRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> 3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsIml <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> hdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6I <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> mxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> _medium=email&utm_source=subscribe-widget-preamble&utm_content=1206015 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
> 91> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_medium=email&utm_source=subscribe-widget-preamble&utm_content=120601591>
>
>
>
> ------------------------------
>
>
>
> We continue to run into people who want to translate our books into
>
> other languages, and if you are one of them, you should definitely
>
> reach out to us. The latest entrant is a Portuguese translation
>
> <https://substack.com/redirect/e0ad5652-867f-4d2c-8cd6-3fc8b0f8eda0?j= <https://substack.com/redirect/e0ad5652-867f-4d2c-8cd6-3fc8b0f8eda0?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/e0ad5652-867f-4d2c-8cd6-3fc8b0f8eda0?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>
>
> of our Private 5G book by Edmar Candeia Gurjão. You can find other
>
> translations of our books here
>
> <https://substack.com/redirect/0d0dad50-a3db-42e9-9ad6-95318436a540?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/0d0dad50-a3db-42e9-9ad6-95318436a540?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>.
>
>
>
>
>
> You can follow us on Mastodon
>
> <https://substack.com/redirect/3e6fc5cc-6a89-4a15-97bf-231cf12de9ec?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/3e6fc5cc-6a89-4a15-97bf-231cf12de9ec?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>.
>
>
>
>
>
> You're currently a free subscriber to Systems Approach
>
> <https://substack.com/redirect/3d94c242-4758-4bf3-9e1d-62b5ce3f23ab?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0> <https://substack.com/redirect/3d94c242-4758-4bf3-9e1d-62b5ce3f23ab?j=eyJ1IjoicnFhZzAifQ.CwdsLjQyIcRXfYRGUucLsXfrvggM3KKa9Z1jxtXNWH0>.
>
> For the full experience, upgrade your subscription.
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> 2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> Wx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUM <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> tRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> 3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsIml <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> hdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6I <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> mxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> _source=substack&utm_medium=email&utm_content=postcta> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
>
>
> Upgrade to paid
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> 2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> Wx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUM <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> tRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> 3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsIml <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> hdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6I <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> mxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
> _source=substack&utm_medium=email&utm_content=postcta> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3N1YnNjcmliZT90b2tlbj1leUoxYzJWeVgybGtJam8wTmpVM05qSXlOQ3dpYVdGMElqb3hOamcwTVRNM016UTVMQ0psZUhBaU9qRTJPRFkzTWprek5Ea3NJbWx6Y3lJNkluQjFZaTB5T0RNNU5ETWlMQ0p6ZFdJaU9pSmphR1ZqYTI5MWRDSjkuLW5LYUMtRE1weEw3Smp0bHh4U1I0aEFFLXQ2QWltZ0lENFlFRC1BbWJicyZ1dG1fc291cmNlPXBvc3QiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.lWjTeCLgxCt9OYaegbWWppVXvEzTeJBQs6psa45Oowg?&utm_source=substack&utm_medium=email&utm_content=postcta>
>
>
>
> Like
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> 01591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIs <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> ImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIi <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> wic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&u <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> tm_medium=email> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&isFreemail=true&submitLike=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJyZWFjdGlvbiI6IuKdpCIsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMjgzOTQzIiwic3ViIjoicmVhY3Rpb24ifQ.vN6AE7iLQvKkv98V0RaNKEWEX9UdKbdHQdc3nu95Kyg&utm_medium=email>
>
> Comment
>
> <https://substack.com/app-link/post?publication_id=283943&post_id=1206 <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> 01591&utm_source=substack&utm_medium=email&isFreemail=true&comments=tr <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> ue&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiO <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> jE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> 6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&ut <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> m_source=substack&utm_medium=email> <https://substack.com/app-link/post?publication_id=283943&post_id=120601591&utm_source=substack&utm_medium=email&isFreemail=true&comments=true&token=eyJ1c2VyX2lkIjo0NjU3NjIyNCwicG9zdF9pZCI6MTIwNjAxNTkxLCJpYXQiOjE2ODQxMzczNDksImV4cCI6MTY4NjcyOTM0OSwiaXNzIjoicHViLTI4Mzk0MyIsInN1YiI6InBvc3QtcmVhY3Rpb24ifQ.tQXs6dMHmFEgLKB4vUG4uGJTUSE0N7UdAH1qsj86mCA&utm_source=substack&utm_medium=email>
>
> Restack
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> 2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXR <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> tX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> W1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQ <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> sImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1Y <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> iI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo? <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
> &utm_source=substack&utm_medium=email> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL3AvdGhlLWZ1dHVyZS1vZi1wNC1vbmUtcGVyc3BlY3RpdmU_dXRtX3NvdXJjZT1zdWJzdGFjayZ1dG1fbWVkaXVtPWVtYWlsJmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.hfc7rMzN53dfpysbLYXxmtkw9siB9dPnC71KIavCOTo?&utm_source=substack&utm_medium=email>
>
>
>
>
>
> © 2023 Systems Approach, LLC
>
> 548 Market Street PMB 72296, San Francisco, CA 94104 Unsubscribe
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> 2guc3Vic3RhY2suY29tL2FjdGlvbi9kaXNhYmxlX2VtYWlsP3Rva2VuPWV5SjFjMlZ5WDJ <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> sa0lqbzBOalUzTmpJeU5Dd2ljRzl6ZEY5cFpDSTZNVEl3TmpBeE5Ua3hMQ0pwWVhRaU9qR <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL2FjdGlvbi9kaXNhYmxlX2VtYWlsP3Rva2VuPWV5SjFjMlZ5WDJsa0lqbzBOalUzTmpJeU5Dd2ljRzl6ZEY5cFpDSTZNVEl3TmpBeE5Ua3hMQ0pwWVhRaU9qRTJPRFF4TXpjek5Ea3NJbVY0Y0NJNk1UWTROamN5T1RNME9Td2lhWE56SWpvaWNIVmlMVEk0TXprME15SXNJbk4xWWlJNkltUnBjMkZpYkdWZlpXMWhhV3dpZlEuRXdaUkN3ZEdjdG8xdFdwbmRVd3h2eXZKUk5pVmlOX2h1ZDBVNERDbVZYayZleHBpcmVzPTM2NWQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> TJPRFF4TXpjek5Ea3NJbVY0Y0NJNk1UWTROamN5T1RNME9Td2lhWE56SWpvaWNIVmlMVEk <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> 0TXprME15SXNJbk4xWWlJNkltUnBjMkZpYkdWZlpXMWhhV3dpZlEuRXdaUkN3ZEdjdG8xd <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> FdwbmRVd3h2eXZKUk5pVmlOX2h1ZDBVNERDbVZYayZleHBpcmVzPTM2NWQiLCJwIjoxMjA <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> 2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzN <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zeXN0ZW1zYXBwcm9hY2guc3Vic3RhY2suY29tL2FjdGlvbi9kaXNhYmxlX2VtYWlsP3Rva2VuPWV5SjFjMlZ5WDJsa0lqbzBOalUzTmpJeU5Dd2ljRzl6ZEY5cFpDSTZNVEl3TmpBeE5Ua3hMQ0pwWVhRaU9qRTJPRFF4TXpjek5Ea3NJbVY0Y0NJNk1UWTROamN5T1RNME9Td2lhWE56SWpvaWNIVmlMVEk0TXprME15SXNJbk4xWWlJNkltUnBjMkZpYkdWZlpXMWhhV3dpZlEuRXdaUkN3ZEdjdG8xdFdwbmRVd3h2eXZKUk5pVmlOX2h1ZDBVNERDbVZYayZleHBpcmVzPTM2NWQiLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> zM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJ <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
> lY3QifQ.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?> <https://substack.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.l6lDN2unh8JkUjeYEXjKiNFu7akDZ_FyOQUxaYockVM?>
>
>
>
> [image: Start writing]
>
> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> 2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGV <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> udD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFb <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> WFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0Myw <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> iZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5M <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> zQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96 <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
> bIPsssoL78rJrnvkIgcdwC4WQfs?> <https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9zdWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaWdudXBFbWFpbD1tYXJpZUBtam1vbnRwZXRpdC5jb20iLCJwIjoxMjA2MDE1OTEsInMiOjI4Mzk0MywiZiI6dHJ1ZSwidSI6NDY1NzYyMjQsImlhdCI6MTY4NDEzNzM0OSwiZXhwIjoxNjg2NzI5MzQ5LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.GtVGEVhyYZ__pv96bIPsssoL78rJrnvkIgcdwC4WQfs?>
>
>
>
> --
>
> Coin mailing list
>
> Coin@irtf.org
>
> https://www.irtf.org/mailman/listinfo/coin
>
>
>
>
>
>
>
>