Danny Lieberman

AI agents aren’t risky. Bad system design is risky. I keep seeing the same failure patterns: • weak access control • weak isolation • unbounded execution • no system boundary Then people call it “AI safety” or “AI governance.” It’s neither. It’s what happens when you give any process too much power and no containment. Execution controls help. But they sit on top of fundamentals: → least privilege → isolation → resource limits If your system can’t contain failure, you don’t have safety. You have exposure. We map these as full threat paths — how systems move from “allowed” to “dangerous” — and turn them into prioritized countermeasures. Comment “framework” and I’ll share it.

@EddiYesilo23954 Hi - just saw your DM on X sounds pretty cool to use Reddit and it makes total sense I just launched a new service as software - OpenCRO - FDA cybersecurity threat modeling for MedTech.

@flaskdata danny, dm'd you ab FlaskData

In Jan 2024 I unretired at age 73. With AI we are all unretired. This new chapter is about using our experience and wisdom to enrich our lives and the people around us. And make some money on the way. DM me and I'll show you how I did it.

I left Kit a year ago. Their UI is despicable and their online support uses an ai chat bot trained on incorrect data. Yeah - get close.com if you need landing pages use ChatGPT, Grok or Claude code I built the landing page for OpenCRO in 15' using Warp Code and Claude opencro.com

the only thing Kit has shipped in the past 2 years is a pricing change

@rispectrum Respect. you're doing a good job. Thanks for sharing Here's the OpenCRO risk framework for software security. dannylieberman.com/downloads/Busi… The 7-step risk analysis loop and prioritized, cost-effective countermeasure plans built for regulated software.

n8n for orchestration, twilio for the comms layer. the LLM does exactly one thing: classify the inbound message into buckets. everything downstream is plain conditionals. no model in the critical path after that, which is why it runs untouched for months. security: audit what PII touches the system, minimize what gets stored, verify webhook signatures. keeping the model read-only is the one people miss most. if it can't write to anything the blast radius is tiny.

@outreach_nicola what are we going to do about it @outreach_nicola?

מהמקפצה: מערכת המשפט מגדילה את ההימור בידיעה שאיש לא יעצור אותה makorrishon.co.il/news/local/art…

@rispectrum what kind of architecture do you like for a deterministic work flow like that? how do you do a software security assessment?

scoped use cases work fine though. fully autonomous enterprise agents, agree mostly hype. but a 5 step workflow for a specific service business problem runs reliably for months without touching it. the mistake is expecting general intelligence when you just need a reliable automation.

@ethereumdegen @AggieCapitalist 😂

@AggieCapitalist Wait … customers don’t want to interact with just robots ?? When they can never reach a human they get super frustrated ?? Crazy lol

"Recently, senior executives at Salesforce have admitted, both internally and publicly, that they massively overestimated AI’s capabilities. They have found that AI simply can’t cope with the complex nature of customer service and totally fails at nuanced issues, escalations, and

@ZohranKMamdani Muslim Brotherhood tactics without being a card-carrying member • Understand democracy • Use it to your advantage Good morning NYC 20 years of riding the Palestinian wave without helping a single Palestinian

@DerGrossman95 @EYakoby No Jews No News 11M refugees in Sudan 110K killed in last 2 weeks And we're worried about Hamas and Israel

@EYakoby Day-by-day they're running out of things to complain about. At this point, everyone and everything is hamas.

Hamas is literally congratulating Zohran Mamdani. RIP NYC.

No Jews no News 11M refugees 110,000 refugees killed in Sudan in the past 2 weeks

And when it's time, our goodbyes will be complete. Rabbi Albert Lewis 1975

We will never wallow in the agony of “I could have, I should have”. We can sleep in a storm.

My friends. Not my AI If we take care of the important things in life. If we are right with those we care about. If we behave in line with our faith. Our lives will not be cursed with the throbs of unfinished business. Our words will always be sincere, our embraces tight.

@DentesLeo Yup. The Desire to Be Liked is Rotting our Brains on LinkedIn.

The more time I spend on LinkedIn, the more I realize how good X actually is. I take back every bad thing I ever said about it. LinkedIn is a swamp. Every post rots your brain, every comment drips with fake virtue, and the whole place feels like a competition for who can pretend to be the most inspiring loser.

@CherylWroteIt Cheryl I'm Israeli. Maybe. Maybe not. The Palestinian State is a tactical not a strategic issue. Just like the hostages were tactical and not strategic. Don't discount Israelis. This generation gets it.

I’m going to make a prediction, and I suspect it won’t be popular: Over the course of the next decade, there will end up being a State of Palestine. Netanyahu has a year left as Prime Minister. Although opinion about him may be divided, in my opinion he has been the best wartime PM we could possibly have had over the past two years. But the next PM is likely not going to be as strong. Nowhere near in fact. Wha the past two years have taught me more than anything, is that Arab oil money is King. World leaders across the West as well as so many politicians are so easily manipulated and bought. We’ve heard for two years all the blood libels and false accusations about AIPAC, and yet it’s been Qatari money and Chinese money and Saudi money and even Iranian money that has for the most part dictated world affairs. The past two years were just a prelude of what’s to come. The ease with which Arab and Chinese money have overrun western education and other institutions and entire governments has been a stark reality of how our world works. There is no such thing as honest MSM as a whole. Everything around us is now just a propaganda tool used by whoever has the most money to buy it and control it. Social media is no different. It’s all a numbers game, and the tactic is to create enough struggle and chaos in people’s everyday lives to distract them from paying attention to what’s actually happening. Swarms of highly paid corrupt influencers and podcasters flood the airwaves to fill our minds with enough insane conspiracy theories that we lose sight of what is even true or real. Literally hundreds of millions of stupid people were so easily programmed and manipulated and brainwashed, and worst of all… weaponized. It is a generational change. All the people like @DouglasKMurray and @GadSaad and their brilliant books are almost rendered meaningless because so many have become literal zombies by those with the means to control them. And this isn’t a problem that will simply subside. It won’t magically disappear. None of us could possibly overstate the damage caused to us as a species, and the chaos that is about to be unleashed. But this crazed delusional movement began with the Israel Gaza conflict. You didn’t see this with Russia Ukraine. Or any other war. And this is a cause created 60 years ago for this very reason. It’s been executed masterfully to the point that it’s created a hive-mind of sheer and utter madness. Israel won’t fall, but there will be another war sooner than we imagine. It will be infinitely worse than this one. The Arab world together with their UN and western allies will only push harder and harder, and the weight of the pressure will initially inevitably succeed. We can all say and do whatever we want today. By not finishing this war the way it should have ended, the damage will be colossal. The pressure on Netanyahu has been immense. So many countries and people internally have worked tirelessly to take him down. The next PM will not be as strong or capable of standing against the wave of pressure from the rest of the world. The cost to Israel over the next decade or two will be enormous. The human cost will be huge. And during that time, Trump will no longer be President and I see the US losing further ground globally to their enemies. Other nations will fall during the next decade, with the enemies of the free world learning from the past two years of what works and what doesn’t, and they will continue to spread the chaos. This is NOT about being doom and gloom. It’s about looking at patterns. It’s about seeing the weak spots in global leadership and politics, and seeing trends that will grow. Believing that the left are weak and collapsing is madness and naivety. While Arab money in the trillions is on their side, they aren’t going anywhere. Even predicting the next elections will become impossible. We underestimate how far the rot has gone. It will get worse before it gets better. Much worse.

I'm Israeli. After Oct 7 - there are no Israelis who want a 2 state solution. If you lived in Jersey, would you support New York City as a well funded terrorist state whose entire and only charter is to destroy, kill and rape people who live in Newark? I don't think so.

@PhilipGreenspun @greg_price11 😂

@greg_price11 It is unfair to paint Mr. Mamdani as a Hamas supporter. Based on his public statements, he is equally aligned with Palestinian Islamic Jihad (PIJ).

MacCallum: "Should Hamas give up their weapons?" Zohran: "I believe that a future here in New York City is affordable for all." MacCallum: "You won't say that Hamas should lay down their arms?" Zohran: "I don't have any opinions on the future of Hamas."

COVID grease fire + GenAI hype cycle = déjà vu The COVID bubble was a sudden accelerant — free money, no diligence, insane valuations. The GenAI hype is the accelerant’s sequel — this time with GPUs instead of government checks. The parallels to the dot-com era are uncanny: Dot-com 1999 → Raise big, fast, because “the Internet changes everything.” GenAI 2023 → Raise big, fast, because “LLMs change everything.” Both cycles sucked in huge amounts of capital with famously thin diligence. Both created frothy valuations far ahead of adoption curves. And in both, most of the winners will look nothing like the companies that raised the biggest rounds. The dangerous overlap right now? COVID money extended the life of companies that should have shut down earlier… just long enough for them to pivot to “we’re an AI company now” to chase the next capital wave. The survivors in Q4 2025 won’t be “AI companies.” They’ll be real businesses that: Use AI to solve real, painful, paid problems. Fit into workflows customers already use. Don’t need GPUs or hype to stay alive. The dot-com bust didn’t kill the internet — it cleared the way for companies that could actually execute. The AI bust will do the same.