[HN Gopher] IBM Plunges After Anthropic's Latest Update Takes on...
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       IBM Plunges After Anthropic's Latest Update Takes on COBOL
        
       Author : gradus_ad
       Score  : 66 points
       Date   : 2026-02-23 21:11 UTC (1 hours ago)
        
 (HTM) web link (www.zerohedge.com)
 (TXT) w3m dump (www.zerohedge.com)
        
       | petcat wrote:
       | Surprised IBM and Oracle have not started on their own frontier
       | models. Or maybe they have?
        
         | irishcoffee wrote:
         | At the end of the title, you see this bit: (zerohedge.com) ?
         | 
         | Click it.
        
         | htrp wrote:
         | Granite is not very good
         | 
         | Oracle is trying (and mostly failing) at frontier model
         | training
        
       | htrp wrote:
       | "After all, if Dario Amodei had bought puts on IBM, and the
       | dozens of companies that have plunged more than double digits in
       | recent weeks, he would have made billions, certainly enough to
       | fund his company for months if not years. "
        
         | piker wrote:
         | Feels like a rip from Matt Levine who has been saying the same
         | thing for a while now.
        
           | sincerely wrote:
           | It's not so original an idea that we need to be worrying
           | about who came up with it, I think.
        
         | mosura wrote:
         | Next up:Epic and MUMPS
        
         | levocardia wrote:
         | Anthropic put out another blog post about modernizing/migrating
         | away from COBOL several months ago IIRC, it is surprising that
         | this was not priced in already
        
       | ENGNR wrote:
       | Banks remain with COBOL because it's unsexy and stable. And then
       | they say... let's just YOLO some vibe code into the next release
       | sight unseen! Logic checks out.
        
         | bpodgursky wrote:
         | Banks remain with COBOL because they have a fuckton of COBOL
         | code and 4 people can write it. There's nothing more to it.
         | 
         | Now, 4 million people can write it.
        
           | notepad0x90 wrote:
           | I don't think learning how to write COBOL was ever a problem.
           | Knowing that spaghetti codebase and how small changes in one
           | place cause calamity all over the place is. Those 4 people's
           | job is to avoid outages, not to write tons of code, or fix
           | tons of bugs.
        
           | mikepurvis wrote:
           | I would say more significantly, 4 million people can _read_
           | it. The changes required for any given quarter are probably
           | miniscule, but the tricky part is getting up to speed on all
           | those legacy patterns and architectural decisions.
           | 
           | A model being able to ingest the whole codebase (maybe even
           | its VCS history!) and take you through it is almost certainly
           | the most valuable part of all.
           | 
           | Not to mention the inevitable "now one-shot port that bad boy
           | to rust" discussion.
        
             | happycube wrote:
             | You also need "make no mistakes"
        
               | Jare wrote:
               | Run both systems side by side for 9 months. Banks have
               | patience.
        
           | SirFatty wrote:
           | It's got to be a lot more than 4. Global Shop (ERP) is
           | written in Visual COBOL.
        
           | a456463 wrote:
           | I would have you nnowhere near my production
        
             | a4isms wrote:
             | Or production for the bank with my savings.
        
         | themafia wrote:
         | They stick with COBOL because it runs well on the mainframe.
         | The mainframe and sysplex architecture gives them an absurd
         | level of stability and virtualization that I don't think the
         | rest of the market has nearly caught up to yet. Plus having a
         | powerful and rugged centralized controller for all of this is
         | very useful in the banking business model.
        
           | Betelbuddy wrote:
           | This is the reason. IBM Mainframe business grew 60%. The
           | modern mainframe is the best state of the art platform for
           | computing, in both reliability and efficiency.
        
       | ArmandoAP wrote:
       | Relevant to Colombia's payment infra fragility: Bancolombia
       | outage blocks transfers to Nequi/other banks since Feb 22 (IBM
       | machine failed in maintenance). ~70% of national txns (100M+
       | /6mo, 600K interbank/mo). Daily USD flows: $50M+ A la Mano +
       | Nequi peaks $100M+. Single-vendor risk in billion-scale retail
       | payments? Details:
       | https://www.bloomberglinea.com/latinoamerica/colombia/caidas...
        
       | chasd00 wrote:
       | Step 1. sell your shares Step 2. freak out retail investors Step
       | 3. buy the dip Step 4. back to Step 1.
       | 
       | this has been going on all Feb.
        
       | zozbot234 wrote:
       | COBOL is the perfect language for LLMs because it looks just like
       | the English text they were trained on to begin with.
        
         | cromka wrote:
         | It's quite the contrary, the less interpretative the language,
         | the better. And no, LLMs were not trained on English to begin
         | with. And they don't perform best in English.
        
           | artifaxx wrote:
           | Interesting, where do you think LLMs perform the best?
        
             | jgalt212 wrote:
             | SVGs that represent birds on foot powered conveyance
             | devices.
        
           | ordersofmag wrote:
           | Please expand more on the idea that LLM's are not trained on
           | English to begin with. Not sure what you mean by this as
           | clearly many LLM's are trained on data that contains a lot of
           | English. For instance GPT-1 seems to have been trained on a
           | purely English corpus.
        
         | keyle wrote:
         | Context window required grows though.
        
         | Insanity wrote:
         | That's not how it works. Being trained a ton of human text
         | doesn't mean you can complete the next token for a program that
         | needs to be logically coherent.
         | 
         | Imagine all your data is Reddit threads and now I ask you what
         | follows "goto", how would Reddit help you?
         | 
         | The opposite is likely true - there isn't a ton of publicly
         | available cobol code compared to e.g React, so an LLM will
         | degrade.
        
       | ChrisArchitect wrote:
       | Blog post influencing this: https://claude.com/blog/how-ai-helps-
       | break-cost-barrier-cobo...
       | (https://news.ycombinator.com/item?id=47127565)
        
       | frogperson wrote:
       | LOL, anyone who thinks an LLM is smart enough to untangle 50+
       | years of cobol spaghetti has obviously never worked at a bank or
       | insurance or railroad or.....
        
         | llbbdd wrote:
         | Off the shelf, sure. On the other hand, I wonder if domains
         | that require the strictest rigor may have retained a high
         | degree of good change documentation and tests that could be
         | included in training.
        
         | Tanjreeve wrote:
         | What are you implying 5 years of experience as a Product
         | technical delivery architect influencer and some basic web
         | development skills don't transfer to writing critical software?
        
       | dlev_pika wrote:
       | Jesus Christ the comments on that Zero Hedge blog
        
         | jibal wrote:
         | The site is junk and the comments are racist.
        
       | sincerely wrote:
       | It's not even "Our product can write COBOL", it's "Our product
       | can analyze your COBOL codebase and generate a plan for migrating
       | to a new tech stack".
        
       | K0balt wrote:
       | Finally!!
       | 
       | I'm porting my whole codebase to cobol!
       | 
       | I write SAAS suites for archeological sites.
        
       | ks2048 wrote:
       | "Hundreds of billions of lines of COBOL run in production every
       | day, powering critical systems in finance, airlines, and
       | government."
       | 
       | That number sounds enormous. If the same code runs on 10,000
       | ATMs, are they counting that 10,000 times?
        
         | Tuna-Fish wrote:
         | No.
         | 
         | Cobol is an extremely verbose programming language, and it was
         | used in an era when the practice of programming was much less
         | developed. Calls into libraries were often not used, and
         | instead any re-used code was copied, essentially inlined by
         | hand. (With all the obvious problems that caused.)
         | 
         | The combination of automating complex processes, requiring
         | embarrassing amounts of code to do simple things, re-use by
         | copy and the fact that it was dominant in it's field for such a
         | long time (4 decades!), the amount of COBOL code that exists
         | out there is just staggering.
        
       | snowhale wrote:
       | the COBOL migration part is probably the least of IBM's moat tbh.
       | what's sticky is that the actual risk of a migration is 5%
       | technical and 95% organizational -- regulatory sign-offs, audit
       | trails, test coverage for systems that haven't had tests written
       | in 40 years. AI can generate the Rust/Java equivalent but it
       | can't own the migration project. that's still IBM consulting's
       | territory for a while.
        
       | sakopov wrote:
       | I think I've seen 2 initiatives to move off of AS/400 to a
       | something else in my lifetime and neither one completed. One was
       | at a bank another at an insurance company. Not to mention that a
       | typical COBOL programmer is more interested in retiring than
       | learning to vibe code. At this point I think the software stocks
       | have reached peak panic and hysteria. There is just no rhyme or
       | reason for sharp declines like this.
        
         | Insanity wrote:
         | Yeah it's exhausting. Part of me wants the bubble to pop but
         | another part realizes a lot of my stock is now tied up in it
         | lol
        
         | layer8 wrote:
         | It does seem like a good time to buy IBM stock.
        
       | brianjlogan wrote:
       | So curiously I wonder if it's not that Anthropic/Claude can do
       | this magically. More like can individuals at IBM who are heavy
       | hitters just leave and create their own company and effectively
       | provide these services because AI gives them the productivity to
       | do so?
        
       | JohnMakin wrote:
       | This seems to make the classic mistake that everyone makes when
       | they conflate two things as the same - programming and business
       | logic/knowledge (and I'd also throw in complex systems knowledge
       | there too).
       | 
       | Often, understanding the code or modifying it is the easy part!
       | I'm sure a decent amount of people on this website could master
       | COBOL sufficiently to go through these systems to make changes to
       | the code.
       | 
       | However, if I understand from my own career enough, knowing _why_
       | those things are there, how it all fits together in the much
       | broader (and vast) system, and the historical context behind all
       | of that, is what knowledge is being lost, not the ability to
       | literally write or understand COBOL.
        
         | paul7986 wrote:
         | Sure yet admin vs engineering in terms of jobs ... one is now
         | on the decline either slowly or quickly. Now it requires 1/4 to
         | 1/2 of the engineers once employed in the profession. I dont
         | see how that's a good thing for any economy.
        
         | habinero wrote:
         | I call it the "how hard could it be" fallacy.
        
         | labrador wrote:
         | > knowing why those things are there
         | 
         | I'm pretty sure they're talking about converting COBOL to
         | Python or Go and that is the benefit. That doesn't require
         | knowing the architecture and system design. I'm not familiar
         | with COBOL and COBOL systems so I could be wrong... but Python
         | programmers who can then study the system are easy to find.
        
           | JohnMakin wrote:
           | This is fintech - I've not worked in banking specifically,
           | but fintech (or fintech adjacent) most of my career, and from
           | my POV these things can get insanely complicated in very
           | unintuitive ways because the financial world is messy and
           | complicated.
           | 
           | I've never worked on COBOL systems specifically, but just
           | going from my experience working on fintech problems in dense
           | legacy stacks of various languages (java is common), that are
           | extremely hard to understand at times, the language itself is
           | rarely if ever the problem.
           | 
           | "Just need to convert it to Go or Python" is kind of getting
           | at the fallacy I am trying to describe. The language isn't
           | the issue (IME). I do have my gripes about certain java
           | frameworks, personally, but the system doesn't get any easier
           | to understand from my POV as to simply rewrite it in another
           | language.
           | 
           | Even let's say it was this simple in the case of COBOL -
           | these are often extremely critical systems that cannot afford
           | to fail or be wrong very often, or at all, and have complex
           | system mechanisms around that to make it so that even trying
           | to migrate it to a new system/language would inevitably
           | involve understanding of the system and architecture.
        
         | ctoth wrote:
         | > knowing why those things are there, how it all fits together
         | in the much broader (and vast) system, and the historical
         | context behind all of that, is what knowledge is being lost
         | 
         | How big is your context window? How big is Claude's context
         | window? Which one is likely to get bigger?
        
           | re-thc wrote:
           | RAM had been sold out so...
        
       | vpribish wrote:
       | zerohedge is absolute trash, do not look to it for information.
        
       | jtrn wrote:
       | Code is less and less the scares resource.... Good documentation
       | is.
        
       | UncleOxidant wrote:
       | This makes no sense. If IBM supposedly gets a significant amount
       | of revenue from COBOL (a dubious proposition) then wouldn't this
       | actually help them as COBOL programmers are getting rarer and
       | rarer?
        
         | xienze wrote:
         | IBM makes a lot of money selling mainframes to companies that
         | have COBOL codebases dating back to the 70s or earlier. The
         | main reason said companies still buy mainframes to run said
         | COBOL programs is because it's too risky to try to port them to
         | more standardized, cheaper platforms. THEORETICALLY, a COBOL-
         | proficient Claude could make it feasible to port these old
         | COBOL codebases to something more modern that can run on bog-
         | standard x86 servers, and it's unlikely customers would buy
         | them from IBM.
         | 
         | IF, and it's a big if, Claude make it possible to migrate off
         | of COBOL, this would be a massive blow to IBM.
        
         | barchar wrote:
         | Plus it's not like there aren't cobol environments for more
         | commodity hardware. Hell GCC just got a new cobol frontend last
         | year!
        
       | CodingJeebus wrote:
       | I have a close relative at one of the biggest COBOL shops in the
       | US, and something tells me we're about to find out how we take
       | the stability of our payments infrastructure for granted.
       | 
       | Their company no problem grinding older developers into
       | retirement for the sake of padding their quarterly numbers, work-
       | life balance is hell there. They refuse to try to compete with
       | the modern developer market, senior level pay tops out around
       | $125k. Despite what you may have read about experienced COBOL
       | developer pay, know that is not the average experience. The
       | talent pool was not replenished because they did not want to pay,
       | overseas contracting firms also stopped training COBOL developers
       | because their contractors could earn more building modern infra
       | on AWS, so now they're between a rock and a hard place.
       | 
       | I have little doubt that we are going to see a massive payments
       | infra failure as a result of this. Not because the AI is
       | inherently bad, but because the promises of the tech combined
       | with terrible management practices will create the perfect
       | conditions for a catastrophe.
        
         | asciii wrote:
         | > how we take the stability of our payments infrastructure for
         | granted.
         | 
         | I was about to comment we should all closely watch those bank
         | statements and balances...
         | 
         | While I'm OK with the use of AI to understand the COBOL
         | codebase, I understand it's a single prompt away from
         | transformation and production. Just one executive approval away
         | ha.
        
       | ekjhgkejhgk wrote:
       | What's so difficult about COBOL anyway? How come in these
       | conversations there's never any examples?
        
       | ChrisArchitect wrote:
       | In the last month:
       | 
       | Feb 13: _IBM tripling entry-level jobs after finding the limits
       | of AI adoption_
       | 
       | https://news.ycombinator.com/item?id=47009327
       | 
       | Jan 28: _IBM Mainframe Business Jumps 67%_
       | 
       | https://news.ycombinator.com/item?id=46802376
        
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       (page generated 2026-02-23 23:01 UTC)