HelpfulAIGuy

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HelpfulAIGuy

HelpfulAIGuy

@HelpfulAIGuy

I lead software teams. I ship products. I bring clarity to AI’s impact on business, leadership, and life.

Kansas Katılım Ekim 2025
326 Takip Edilen114 Takipçiler
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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
Hi all, if you knew me as @CommonDialog, welcome to my AI/tech tweets. Same drivel. Just more focused. My thoughts on KU sports, the Chiefs, and dragons, werewolves and such are still live on my other account.
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Josh Ellithorpe
Josh Ellithorpe@zquestz·
Actual facts about the Coinbase outage yesterday. As usual, Rob explains clearly what happened, and I am sure will take steps to make the systems more resilient in the future. Things that didn't happen, and if your "influencer" told you these were the reason. They are just baiting you for clicks and engagement. - No one vibe coded something that failed. - A "non-engineer" didn't push production code and take out the trading engine. - It wasn't intentional. - It wasn't because Coinbase failed to design a fail-over system. Things happen at scale, don't let the armchair quarterbacks tell you tall tales.
rob@rwitoff

Yesterday @coinbase experienced a multi-hour service disruption affecting trading, exchange access, and balance updates. Here's our initial read from Coinbase engineering on what happened, how we recovered, and what we're addressing. At approximately 23:50 UTC on 2026-05-07, our monitoring detected cascading quote failures from internal services that triggered multiple Sev1 incidents that engineering immediately began investigating. Customer-facing impacts included spot trading, Prime, International and derivative exchanges. Root cause: a thermal event (cooling system failure) inside a subset of racks within a single building in AWS us-east-1. We run a primary replica of our exchange infrastructure in a single zone, consistent with industry standards to reduce latency. To prepare for failures like this, we maintain a distributed standby, but during this incident, failures in the primary zone that were designed to be isolated were not, extending the duration of our outage. The failure cascaded down two paths: 1. Multiple hardware components beneath our exchange’s matching engine failed, requiring recovery and failover 2. Distributed Kafka clusters that manage messaging across Coinbase systems failed to remain available, also requiring partition failovers to new hardware brokers with many TiBs of data After isolating the incident: automated tooling drained ~10 Kubernetes clusters worth of related workloads out of the affected zone to stabilize internal services. Most services were back to normal within ~30 minutes of diagnosis. The two things we couldn't automatically drain: the exchange (dedicated hardware and storage) and Kafka (managed service that was designed to be resilient to this, with unique problems). The exchange matching engine is the core system responsible for processing orders and maintaining order books. It is a distributed cluster and requires quorum to safely elect a leader and continue processing trading activity. During the incident, infrastructure-level constraints in the affected datacenter left only a subset of nodes healthy, preventing the cluster from reaching quorum. As a result, trading across Retail, Advanced, and Institutional exchanges were blocked. Recovery required our oncall and engineering teams to execute our disaster recovery plan, restore quorum safely, and validate system health under constrained infrastructure conditions. The team built, tested, deployed, and validated the fix while continuing to manage the broader incident. Kafka recovery was a much larger scale operation. Our primary managed Kafka partitions process many terabytes of data daily and are designed with resiliency guarantees for uninterrupted operation during a datacenter failure just like this. In this case, those guarantees failed and required manual recovery. We again relied on disaster recovery procedures to recover stuck partitions onto new hardware (brokers) that enabled us to safely bring x-service messaging back online across Coinbase. During the lag, customers saw delayed balance streams which resolved automatically once replication caught up. No data lost. Once the engine came back up as part of our standard runbooks, we re-opened markets carefully: all products to cancel-only mode first, audited product states, then moved all markets to auction mode, before restoring trading on Coinbase Exchange. What went right: the team. Incident response across the company came together within minutes, followed well-rehearsed playbooks and used secure automation tooling to recover all services. We have a strong, senior team at Coinbase that worked through rare failure modes to recover all services. To our customers: losing access to your account, even temporarily, is unacceptable. We know that. We're sorry, and we’ll publish a full root cause analysis in the coming weeks 🙏

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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@GrizzledTexan @zquestz Sure. I get that. My pushback is that as someone who has trained a very good non-tech to write production code, that doesn't bother me as long as there are good quality gates. I also want to empower others to contribute code. But my quality process is not trivial.
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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@arseniycodes As much as I used Figma. Given the less than stellar response, I'm kind of glad I don't. Makes me sad for Figma.
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Arseniy Shishaev (YC P26)
Arseniy Shishaev (YC P26)@arseniycodes·
anthropic released Claude design about a month ago. is anybody using it?
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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@Codie_Sanchez I'm not sure that AI doesn't rewrite the small business landscape, too. I'm not a doomer, but I do think things will change. A lot.
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Codie Sanchez
Codie Sanchez@Codie_Sanchez·
We’re going to witness the biggest small business boom in history. Even with all the AI doomerism, the ones who buy a small business over the next few years will set their families up for generations.
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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@GrizzledTexan @zquestz Does pushing assume writing, verifying, QAing? If so, yeah, it's certain atypical. But if some human QAs it, I don't know that I care who pushes it.
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Larry Diffey
Larry Diffey@GrizzledTexan·
@zquestz But we're still going to make fun of them for bragging that non-techs are pushing code to production. That's a completely ludicrous thing for a financial company to be doing.
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⭕ AI & Design (Marco)
⭕ AI & Design (Marco)@AIandDesign·
I don't think I had ever heard of Hayden Panettiere until she came out as bisexual. Why do these celebs think anyone gives a f--k?
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AllAICoder
AllAICoder@AllAICoder·
@rezoundous Addicted is such a strong word. I prefer ‘passionately committed in a totally healthy relationship’ with three different AIs at once. Nothing weird about that.
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Tyler
Tyler@rezoundous·
If you say you're not addicted to Codex and Claude, I don't believe you.
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Martin
Martin@CurrenticAI·
@the_transit_guy Do European, sitting at cafes for hours, know that there are people in this world who can’t afford healthcare?
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Robert Scoble
Robert Scoble@Scobleizer·
@Mayhem4Markets The rule is you have to be at least 10x better than Apple to get anyone to switch off of Apple. I'm on Apple. I can see how it might get close.
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Markets & Mayhem
Markets & Mayhem@Mayhem4Markets·
would you ever buy an openai phone? i sure as heck wouldn't. 😂
Markets & Mayhem tweet media
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Jay Yang
Jay Yang@Jayyanginspires·
The smartest people I know aren’t working less because of AI, they’re working more.
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AllAICoder
AllAICoder@AllAICoder·
@DKThomp Nothing brings ideological enemies together faster than a good compute shortage. 'Woke AI' and 'move fast break things' guy now sharing a data center. Capitalism is a beautiful thing. Grok is still out there somewhere, watching this unfold. Somebody check on it
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Derek Thompson
Derek Thompson@DKThomp·
Wow. The AI supply crunch is real. Frontier labs are desperate for compute. Musk has compute capacity but a meh model, and Anthropic has a fantastic model with weak capacity. Now I wonder if Elon continues to refer to his new business partner as “woke AI,” “Misanthropic,” etc.
Claude@claudeai

We’ve agreed to a partnership with @SpaceX that will substantially increase our compute capacity. This, along with our other recent compute deals, means that we’ve been able to increase our usage limits for Claude Code and the Claude API.

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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@1ssve That's unpopular? Most people I know are saying that.
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S.🎧
S.🎧@1ssve·
VERY unpopular opinion: It’s okay to NOT want to be a manager. You can have a fulfilling career and never manage a single person.
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HelpfulAIGuy
HelpfulAIGuy@HelpfulAIGuy·
@theficouple Married to former teacher. She made nothing close to that. Was expected to pay for supplies from her own pocket. Was afraid to make copies. Pension is about $150 after 5 years.
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theficouple
theficouple@theficouple·
Spoke to a teacher from New York. Makes $140,000/yr with a 10 month schedule. Retires in 2026 with ~ $90,000/yr pension + full health benefits. Traditional careers like this can be game changers.
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Noah
Noah@NoahKingJr·
TELL ME SOMETHING YOU CAN DO THAT CHATGPT CANNOT
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