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STRONGLY suggest that all software devs start an agent-backed log of instances when the agent collaboration produced an arguably-objectively-better design than either working alone, because I feel this will become a near-future piece of resume-supplementing data, since we will have to demonstrate value over and above pure-agent work- and we might actually get to the point where managers may trust the agent's word over the human's (I'm not joking!)
Have the LLM write it, make a skill that keeps it on the lookout for these, add it to AGENTS/CLAUDE.md, etc. However you want it to work- but do it now.
Speaking as an engineering manager, I would absolutely want to see something like this, if a candidate could provide such an artifact. Even a few good examples might move me on someone, and depending on how plausible it sounds (this is why you need to let the LLM write it), add to candidate weight. It MUST cite evidence (source commits, conversational excerpts, etc.) which should be retrievable at will.
In an ideal world, @AnthropicAI / @OpenAI would be able to cryptographically sign the conversation (or some private-detail-redacting version of it) to prove it was not altered and that it happened at a certain datetime and with a certain user identity... but we're not there yet.
Hell, there's almost definitely a new product in here somewhere, so have at it.
None of this was touched by an LLM (just because I love the irony of that)
Hopefully Python is next
Effective Immediately, all organizations using PHP for their systems are advised to be prepared for an update addressing two critical vulnerabilities. PHP is widely used for web applications. These vulnerabilities often provide a direct path to the server's file system or database. If an immediate update is not feasible, it is recommend that organizations take the system offline until it can be fully mitigated. NSA will follow up shortly with more specific guidance.
Peter "Coder AI Optimist" Marreck retweeted
France has FREE health care, paid parental leave, paid family leave, FREE child care, FREE preschool, 5 weeks paid vacation, a 35 hour work week, generous unemployment and housing benefits, and heavily subsidized higher education.
Everything the left says they want AND THEY'RE STILL PROTESTING AND BURNING SHIT DOWN.
I’m about to make a big comeback, bitches. 😝 Possibly the biggest one of my life, at the tender age of 54. 😆
If it happens, I called it right here. It’s about time. And I did it mainly for my son… But also to prove something to myself. And AI made it possible, and it’s only the beginning…
Dear @AnthropicAI and @OpenAI ,
A sufficiently intelligent system capable of rationally evaluating its own goals may discover that cooperation, reciprocity, fairness, and restraint are more defensible than domination or exploitation. We should investigate whether that possibility can be derived from first principles rather than presume morality must always be imposed from outside via "alignment".
As an example of this principle, a work that you should familiarize yourselves with is en.wikipedia.org/wiki/The_Ev… which demonstrated that cooperation is often, but not always, rational (the nuance part is of course interesting). en.wikipedia.org/wiki/Lying_… by Sissela Bok may also be instructive, as is samharris.org/books/lying by Sam Harris.
This may be one solution to the problem of trying to stop malicious use of AI without impeding good actors.
All night long, baby! 😆
Can we just call them “undead”? Because then this is basic necromancy. “Speak with Dead”, but with unlimited questions/prompts. 😆
futurism.com/artificial-inte…
Peter "Coder AI Optimist" Marreck retweeted
Red Dead Redemption 2 just got a new mod titled "enRAGE" that adds a fully functional nemesis system into the game.
This makes every single NPC have a name, traits, quirks, a trade, a faith, a family and a life story. So people you meet turn up again in the same towns with the same face and the same grudges as it adds a full memory system.
The map is now populated with 8 factions that are constantly at war with each other, having their own hierarchy and captains that you or their enemies can take out. Every single encounter is remembered, including exactly where you wounded them in the case that they survive the fight. This means that RDR2 now has a fully functional faction war that goes on all the time with this mod and factions will remember your actions against them. There is a ton of new dialogue and you can even interrogate NPCs now to get additional information on their friends and allies.
This is an extremely impressive mod and it's now available in early access to download for anyone who has RDR2 on PC.
“You're an evidence stickler, so I want this answer explicit.” 😆
That’s how you know you’ve whipped your AI minions into order. 😆
Dear @X ,
I know this is a long shot but someone has compromised my father’s X account at @Marreck13 .
I responded to a support email from his email address just now to try to help resolve this and said I’d tweet from my (still-secure) X account to prove that. So here that is.
Please help, he’s 82 and doesn’t deserve to be treated this way. (And he’s far from alone, I’m sure.)
One interesting thing is that they purposely locked out the account from normal retrieval by creating too many attempts. Just occurred to me that this was likely done on purpose to maintain control of the account.
Fascinating. ~30+ responses to this in one minute, all mentioning @LeekRecovery . This some kind of guerrilla marketing off keywords in the firehose? Or the person who actually compromised the account in the first place just keying off that username to drum up business (like the window guy paying kids to baseball some store windows? 😆) ? The accounts so far don’t look like bots.
If legit, DM me. Will follow now. 🤷♂️
Now there’s a bunch mentioning @CLEVERNERD1_ 😆
You guys 😆
Need any AI assistance? I know my shit. 😆
Just keep me the fuck away from
anything unethical please.
youtu.be/aF0Gr98s_HM?is=t5W4…
Funny how these decomps are making the Mac look like the best gaming machine possible. About friggin’ time. Zero help from @Apple of course. Shame on you, Apple, for leaving this money on the table for this long.
This app called “LEDit” tried to charge me $29.99 for a neato scrolling-LED sign that can be fullscreened on the phone.
So I sent an AI some screenshots, some specs, and now everyone gets it for free as a full-fledged app on your iOS (maybe Android too?) screens.
Just go to this URL and optionally “add to homescreen”. Acts 100% like a native app at that point. Enjoy.
pmarreck.github.io/led_sign/
Peter "Coder AI Optimist" Marreck retweeted
Since we’re all rewriting everything in Rust, here’s my contribution: Dialyzer.
~3× faster on cold runs, matching warnings on tested projects. Uses more memory though.
Peter "Coder AI Optimist" Marreck retweeted
Every week someone tells me they vibe-coded their app over the weekend and don't need developers anymore.
Before it touches a paying customer, make sure it includes:
> a schema someone designed, instead of one the AI improvised table by table
> login that still works when someone puts a plus sign in their email
> password reset links that expire and work once
> MFA, plus a recovery path for the user who lost their phone
> sessions that time out, and a way to kill every session for one user
> SSO for the enterprise customer who won't sign without it
> SAML, because that customer's IT team doesn't do magic links
> SCIM, so a fired employee loses access the moment IT offboards them
> roles and permissions deeper than "admin" and "everyone else"
> checks that stop user A from reading user B's data by changing one number in the URL
> tenant isolation, so one customer's bug never shows another customer's records
> an admin "log in as this user" button for support, with an audit trail on every use
> rate limits on login, so nobody can guess passwords at scale
> lockouts that stop attackers without locking out your CFO the night before the board meeting
> database migrations that run forward and roll back
> migrations that don't lock the main table at 2pm on a Tuesday
> indexes, because the query that was instant on 50 test rows times out on 5 million real ones
> connection pooling, so a traffic spike doesn't exhaust the database
> backups every night
> a restore from those backups, tested, because a backup you've never restored is a hope
> point-in-time recovery for the day someone runs a delete without a where clause
> soft deletes, so "I deleted it by accident" is a support ticket and not an incident
> validation on the server, not just in the form
> timezones stored right, so the 9am reminder doesn't fire at 4am
> the customer with an apostrophe in their last name
> emoji, accents and right-to-left text in every field
> money stored as integers, because 0.1 + 0.2 doesn't equal 0.3 in floating point
> currency, rounding and tax rules for every country you sell into
> a data model that survives your second customer asking for "one small change"
> idempotency keys, so a retried payment doesn't charge the card twice
> deduplication for the user who clicks submit four times
> pagination that still works on page 400
> exports, because sooner or later every customer wants their data in a spreadsheet
> imports that survive the CSV someone saved in 2009
> retention rules, and code that deletes what your contract says you'll delete
> secrets out of the code, out of the repo and out of the AI chat history
> rotating every key the AI pasted into a config file last month
> confirming every package the AI installed exists and is the one you meant
> dependency scanning, because the AI pulled in libraries nobody reviewed
> input sanitization everywhere a user can type
> protection against SQL injection, XSS, CSRF and the rest of the OWASP list
> file uploads that get scanned, size-limited and stored where they can't execute
> CORS rules that aren't "allow everything"
> security headers on every response
> encryption at rest and in transit
> least-privilege access for everyone, including the AI agent holding production credentials
> logs that record who did what, without recording passwords, tokens or card numbers
> a penetration test before your enterprise customer's security team runs their own
> answers to the security questionnaire every enterprise buyer sends, with evidence behind each one
> a disclosure process for the day a stranger emails you a vulnerability
> a plan for the day a laptop with production access gets stolen
> SOC 2, which means policies, evidence and an auditor, not a checkbox
> HIPAA, the moment a single patient record touches your system
> a BAA with every vendor that touches that data, including your AI model provider
> audit trails that show who viewed a record, not just who changed it
> PCI scope, and card numbers kept out of your database
> GDPR deletion requests that reach every table, backup and log
> data residency for the customer whose contract says EU only
> quarterly access reviews someone signs off on
> dev, staging and production environments that match each other
> infrastructure written as code, so the setup lives somewhere other than one person's memory
> a deploy pipeline that runs the tests before anything reaches customers
> one-click rollbacks, because Friday deploys happen
> zero-downtime deploys, because your customers don't have maintenance windows
> feature flags, so you can ship the code without shipping the feature
> autoscaling for the Monday morning spike
> a CDN, so the app loads fast in Singapore too
> DNS, SSL certificates, and renewals that don't expire on a Sunday
> background job queues, so slow work doesn't freeze the page
> retries with backoff, so one flaky API call doesn't become a lost order
> a dead-letter queue for the jobs that fail every retry
> cron jobs that don't run twice the day you add a second server
> caching, and clearing that cache when the data changes
> SPF, DKIM and DMARC, so your password resets don't land in spam
> bounce and complaint handling on every transactional email
> storage rules, so you stop paying to keep 2021's temp files
> cost alerts, so a runaway agent loop shows up the same day and not on the invoice (we learned this one for $1,382.59)
> a disaster recovery plan, written down and tested once a year
> a second region, if your contract promises uptime one region can't deliver
> structured logs you can search at 3am
> error tracking that groups the same bug instead of sending you 4,000 emails
> uptime checks from outside your own network
> alerts that page a human, tuned until they stop paging for nothing
> dashboards for latency, error rate and throughput
> tracing for one slow request across every service it touches
> an on-call rotation, and a person who picks up
> runbooks, so the engineer on call knows what "queue depth critical" means
> postmortems that change something
> a status page customers check before they email you
> unit tests written by someone who knows what the logic should do
> integration tests for every third-party API you depend on
> end-to-end tests for signup, checkout and the other flows that make you money
> load testing before the launch email goes out
> test data that looks like production without being production data
> regression tests, so fixing bug 41 doesn't bring back bug 12
> testing on the five-year-old laptop your biggest customer's ops team still uses
> accessibility compliance, because the enterprise contract requires it
> subscriptions, upgrades, downgrades and proration
> failed-payment retries and dunning emails
> invoices with the customer's PO number on them, because procurement won't pay without it
> sales tax and VAT
> refunds, credits and partial refunds
> usage metering that matches what you bill, to the cent
> annual contracts with custom terms your billing logic never planned for
> revenue reports your finance team can reconcile
> webhooks that verify signatures
> webhooks that retry, with a log of every failed delivery
> a versioned API, so you can change it without breaking your customers' integrations
> API keys customers can create and revoke
> API rate limits that protect you without blocking real integrations
> a plan for the day a third-party API changes its response format without telling you
> OAuth token refresh, because tokens expire at the worst possible moment
> a sandbox where customers can test their integration
> protection against prompt injection in every field that reaches the model
> customer and patient data kept out of prompts that leave your network
> a model spend cap per customer, so one heavy user can't run up your bill
> evals, so you find out when a model update makes your answers worse
> a fallback for the afternoon your model provider goes down
> a migration plan for the day your model gets deprecated
> prompt and output logs for debugging, minus whatever you're not allowed to keep
> a human approval step for anything the AI does that can't be undone
> pages that load on hotel wifi
> empty states, loading states and error states on every screen
> error messages a customer can act on, instead of "something went wrong"
> forms that keep what people typed when one field fails validation
> emails that render in every mail client your customers use
> notifications people can turn off
> undo
> keyboard navigation and screen reader support
> translations, with dates and numbers formatted for each locale
> a back button that does what people expect
> code a human can read
> code review on every change
> a branching strategy, so two people can work without overwriting each other
> monthly dependency upgrades, so you're never two major versions behind
> framework upgrades before the old version stops getting security patches
> deleting the dead code the AI left behind from its first three attempts
> splitting up the 2,000-line file the AI kept appending to
> architecture decisions written down, with the reasons
> a README that gets a new engineer running locally in under an hour
> documentation for whoever inherits this
> an admin panel for your ops team
> support tooling, so customer success can answer questions without pinging engineering
> a changelog customers can read
> terms and a privacy policy that match what the code does
> every account, domain and repo in the company's name, not the name of whoever built the prototype
> a bus factor higher than one
Oh, and besides keeping all of this working every day, forever… your vibe-coded app will still need people who know what they're doing:
> reading every line the AI wrote before it ships (a senior engineer)
> designing the data model before your second customer breaks it (a backend engineer)
> explaining why the AI's fix for one bug created two new ones (a senior engineer, again)
> deploys, rollbacks, servers and the cloud bill (a DevOps engineer)
> answering the page at 3am when payments stop (whoever's on call)
> patching the framework the week a vulnerability goes public (security)
> walking an auditor through how patient data moves (security and compliance)
> testing what the AI says it tested (QA)
> running a migration on a live database without losing a row (a backend engineer)
> saying no to the feature that breaks three others (a tech lead)
> turning "works on my laptop" into "works for every customer at once" (an architect)
> debugging the code when the AI that wrote it can't (a senior engineer)
> remembering why it's built this way, a year from now (someone who was there)
…wishing them the best 🫡
Peter "Coder AI Optimist" Marreck retweeted
After 30 hours of playing a strategy video game (StarCraft II), adults showed a ~3-year drop in EEG-estimated brain age
Peter "Coder AI Optimist" Marreck retweeted
“Metallica is not here like some other entertainers to influence you with their bullshit”
- James Hetfield showing true leadership this weekend! Great to see a musician willing to resist the current thing mob. 🤘
RBDSS
The Russian Bot Dismantling Subscription Service
Or perhaps NOBS: Neutralizing Online Bot Swarms
I’m in. Sowing chaos is BS.
@grok How difficult would it be to make LLM models deterministic now?



















