Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
I just watched @theo new video on why MCP sucks. So I thought I would explain why MCP actually doesn't suck.
Protocols only exist to connect two distinct systems in a standard way. An LLM can only perform actions through tool calling. Tool calling is the standard interface. If I'm writing an application that uses an LLM and wishes to do tool calling, I don't need MCP. The code that calls the LLM can just implement the tool calling interface and be done with it. This is essentially theos use case and probably why he doesnt articulate MCP well.
If you want the tool implementation to be independent of the code calling an LLM this is where a protocol comes in. Prior to MCP most approaches to independently distribute tools focus on language frameworks like langchain. No language independent way existed such that a LLM client in python could connect to a say a Java tool. But furthermore no standard way existed such that one could expose a tool publicly in a secure multi-tenant fashion. MCP solves this problem. And despite what @theo stated, MCP does define auth, it's one of the core features of the spec (yay OAuth 2.1, DCR,and DCIM 😭)
If you use MCP for 1 tool or 1000 tools, it still has value. The issue most people complain about today is that there are too many tools or poorly defined tools. This is an issue independent of MCP and where a lot of exciting work like code mode is being done to address it. But there's other progressive discovery methods that exist, such as the implementations of ChatGPT apps, which is based on MCP, or Claude skills. Code mode, or progressive discovery don't remove the need for MCP, they just provide a meta approach to deal with tool scalability issues but can still be implemented with MCP.
One could possibly make the argument that we just don't need to ship tools as systems of their own, but people are doing it and getting value out of it, so 🤷♂️
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
Replying to @GavinNewsom
📱 [Trump T1 Phone: “Patriotic Marketing” Disguised as Made-in-USA, But Actually Made in China]
Trump’s newly released “patriotic smartphone,” the T1, claims to be Made in the USA, but numerous details suggest it’s merely a rebranded Chinese Android phone:
⸻
🔍 Camera Layout:
The rear camera module of the T1 closely resembles that of the UMIDIGI A15 Ultra, a Chinese-brand phone. It features a 50MP main camera paired with two 2MP budget sensors—far below the flashy specs used in marketing.
🕳️ Front Camera Punch-Hole Position:
The 6.78” AMOLED screen features a centered punch-hole front camera, nearly identical to those found on mid-tier Chinese models like the UMIDIGI A15 Ultra and Doogee V30.
⚙️ Matching Specs:
T1 claims to offer 12GB RAM + 256GB storage, Android 15, Type-C port, and a 5000mAh battery—specs that mirror the UMIDIGI A15 Ultra. However, even the front camera seems to be a downgraded version.
🧾 Origin Red Flags:
There’s no transparent FCC registration or credible manufacturer information. The “Made in USA” label is likely limited to final packaging or casing assembly. Core components—motherboard, screen, battery—are almost certainly from China. Most probable OEMs include Chinese manufacturers like UMIDIGI (Shenzhen Youmi), DOOGEE (Shenzhen Doogee), or Infinix (Transsion Holdings). Once FCC filings are public, these links may be confirmed.
🇨🇳 Conclusion:
The carrier-locked version of the UMIDIGI A15 Ultra sells for around $249 overseas, while the Trump T1 is priced at $499. This is a low-end Chinese Android phone in disguise, repackaged to appear “American-made” and marketed to exploit nationalist sentiment and cash in on MAGA loyalty.
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham17 Sep 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
Videos are up for this year's DevOpsDays Birmingham, AL. Check them out: youtube.com/playlist?list=PL…
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham21 Mar 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
🔔 Update: DevOps Days Birmingham, AL rescheduled to Aug 19-21, 2024. Workshops on Aug 19 at Innovation Depot, Conference on Aug 20-21 at Red Mountain Theater. We apologize for any inconvenience and look forward to seeing you in August! #DevOps #EventUpdate #BirminghamAL
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
We're back. youtu.be/EpnKc5NTZ20
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
Join us for "All Your Base Are Belong to Us" - a casual tech meetup this Wednesday at Monday Night Social Club, 5:30-8:30 pm. No pressure, just tech talks & beer! Sponsored by @itacareers.
🍻 RSVP: meetup.com/base205/events/29…
#TechMeetup #BirminghamTech #Networking #CodeAndBeer
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
Replying to @eleventhturning
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham16 Jan 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
Exciting news! Lynker is now a Bronze Sponsor for #DevOpsDays Birmingham AL 2024!
As a leader in environmental security and science advisory, @LynkerTech brings invaluable insights to our event. Thrilled for this partnership!
More at: lynker.com/
#DevOpsDaysBham
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham8 Jan 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
🚀 Sponsor #DevOpsDays Birmingham AL 2024! 🚀
Boost your brand among #DevOps pros! Enjoy enhanced visibility, networking, and workshop opportunities. Our social media is 🔥 - perfect for amplifying your message.
📈 Join us: devopsdays.org/events/2024-b…
#TechSponsorship #devopsdays
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
Did you know that there are hundreds of tons of toxic sludge in unlined ponds across Alabama? Much of the coal ash sits in groundwater, leeching chemicals into the water supply. And utilities like Alabama Power? They think it should remain. insideclimatenews.org/news/0…
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham6 Jan 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
⏳ Just 1 day left to submit your #DevOpsDays Birmingham AL 2024 talk!
Share your #DevOps wisdom with an engaged audience. Hurry, the clock is ticking!
📅 Deadline: Tomorrow! 🔗 Submit now: talks.devopsdays.org/devopsd…
#DevOpsDaysBham #CFPDeadline
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham4 Jan 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
⏳ Only 4 Days Left! ⏳
#DevOpsDays Birmingham AL 2024 CFP ends Jan 7th. Share your #DevOps insights with a passionate crowd.
📆 Deadline: Jan 7 🔗 Submit: talks.devopsdays.org/devopsd…
Hurry, be part of our event!
#DevOpsDaysBham #CFPDeadline
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham2 Jan 2024
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
🌟 #DevOpsDays Birmingham AL 2024 is coming! 🚀
📅 Apr 17-18
📍 Red Mountain Theatre, Birmingham
🗣️ Expert talks, workshops, & more!
🔗 Full details in our PR: drive.google.com/file/d/1KO0…
Join us for #DevOps innovation & community building! #TechConference
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted

DevOpsDays - Birmingham, AL@DevOpsDaysBham28 Dec 2023
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
🚀 #DevOpsDaysBham 2024 Dates! 📅
Jan 1: Press Release
Jan 7: CFP Ends
Jan 31: Speakers Notified
Feb 1: Stipend Lottery
Mar 31: Lottery Winners
Apr 1: Sponsor Deadline
Apr 16: Workshop
Apr 17-18: Conference
👉 Details: devopsdays.org/birmingham-al
#DevOps #TechEvents
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
The folks @acornlabs wrote an awesome k8s-style api server called Mink. It can serve up resources in k8s api compliant fashion but backed by SQL, or even another k8s cluster.
I wanted aggregation. So I added it. Then wrote up a blog on how I did it.
eamonbauman.com/2023/12/16/a…
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
I just watched the roughly 45-minute footage of October 7th at a private screening in NYC. Here are my immediate thoughts minutes after watching it. 🧵
Mikhail Kozorovitskiy 🇺🇲 🇺🇦 retweeted
Ready to share your networking and #SONiC expertise? ONE Summit 2024's Call for Presentations is OPEN!
From 5G to using networking to transform your business, this is the event for you. The Call for Presentation ends on December 3. Submit your proposal: hubs.la/Q026_9vz0


















