Mike | AI Systems Architect

AI will not fix a messy workflow. It will just execute the mess faster. Define the input, decision rule, exception path, and owner first. That is where leverage starts.

@tibo_maker Probabilistic vibes meet real-world friction. Burning $40 in 10s is an "AI heist" by design. This is why we anchor reasoning to hardware with deterministic kill-switches. If the kernel isn’t auditing drift in real-time, you’re just subsidizing entropy. Sovereignty or bust.

handed my OpenClaw an API key with $40 in credits asked a single question agent burned through everything in 10 seconds still don't know what it actually did imagine giving real money to those things

@steipete const norm=s=>s.toLowerCase().trim().replace(/^[\/!]+/,""); const ABORT=/^(stop|abort|exit|wait|interrupt)(\b|$)|^please stop$|^stop (current )?(run|action|agent)$/i; export const isAbort=s=>ABORT.test(norm(s));

figured this might be a good idea (IMO that can happen to anyone and the mockery is uncalled. In the stress it's better to allow a wider range... at least in english)

@johnrushx @sachinyadav699 This. The agent is the UI, but the moat is governance and receipts. Full repos with one-time payment works if you ship CI parity, least-privilege connector scopes, and rollback drills.

@sachinyadav699 > The Agent Is The Product > Full repos with one-time payment > Big Data > Boring Regulated Stuff > Sell The Result, Not The Tool x.com/johnrushx/stat…

Every idea feels taken. Every API already exists. Every SaaS has 12 competitors. So what do we even build now?

@steipete Good patch widening abort phrases helps real users under stress, but the false positive risk is real. Can you share a small sample of real abort utterances or logs.

I just published #Protocol: The Death of the AI Strategist — Why Hardened Kernels are the Only Moat in 2026 medium.com/p/protocol-the…

True ownership means your business intelligence lives under your roof, not in a borrowed cloud. If you don't control the environment, you don't control the future. Privacy isn't a feature; it's the foundation of sovereignty.

@steipete Exactly. The Claw doesn’t ship itself. Agents don’t deploy themselves. Compute doesn’t compound itself. Vision without execution is just a tweet. Back to the terminal.

Alright, back to coding. The Claw doesn't ship itself... yet.

@AlexFinn You’re not buying hardware. You’re buying leverage. Local agents running 24/7 compound faster than any employee or SaaS stack. Most people will rent intelligence. A few will own it. Owning the compute = owning the upside.

Its so obvious the path this world is going down. So I spent another $10,000 My vision has never been clearer. Open source AI models are now equally if not more powerful than closed source ones We will soon all have private personalized super intelligent AI agents running locally on our desks 24/7 The people who don't do this in the future won't have as much economic power The people who do will have all the economic power in the world I'm going all in on this vision My 2nd Mac Studio has arrived. I have 2 more coming. I will have 4 Mac studios and a Mac mini running 5 concurrent OpenClaws with 7 different super powerful local models performing tasks 24/7/365 for me I will interface with them, and they will coordinate with each other. Talking, planning, building all hours of the day. No need for sleeping or eating. I will build a digital society humanity has never seen before I will push the limits of what is possible with AI agents and local intelligence. I will redefine what is possible for one person to achieve in a life time I will share everything I build and learn with you. It will be glorious. If you're reading this, the future is going to be incredible. But the thing is, it will only be incredible if you do something about it. Don't let society control you. Take control yourself. Break free from your shackles.

@steipete @DarlingtonDev @nutrientdocs This is solid.

@DarlingtonDev @nutrientdocs My start was C, then C++/MFC

I signed the contract today with software my company built years ago. (now it's @nutrientdocs, still best for anything PDF)

@ingliguori This is the difference between “agent demos” and agents that survive production. Until you wire memory, feedback, governance, and real-world constraints, you don’t have an agent—you have a toy workflow.

Agentic AI isn’t a skill. It’s a ladder. You climb from: perception → planning → action memory → feedback → optimization integration → governance → scale Skip steps and you don’t get agents — you get demos. Real agents survive reality.

@emaillistmanage Email copy isn’t dying—*isolated* copy is. Revenue comes from systems: offer + channel + proof + lifecycle. Copy just amplifies what already works. Own the system, not the sentence.

"Email copywriting is dying." Sure. On the surface. But businesses still need revenue. They still need someone who knows which levers to pull. Copy is a lever. Not the whole machine. Own the machine and you'll never compete on price again. Helping businesses grow will never die.

@thePhilRivers Traffic source doesn’t matter. Twitter, LinkedIn, SEO, paid, organic—it all leaks without email. Email is the layer that compounds every channel instead of resetting every day. If you’re serious about ROI, build the list. Everything else is rent.

I don't care how you get your traffic: - Twitter - LinkedIn - Instagram - TikTok - SEO - Paid social - Paid search - Etc Email marketing will increase your ROI for any and all of them. Invest in it now and reap the benefits for decades.

@victor_bigfield Ideas don’t compound. Artifacts do. If it’s real, there’s a prototype. If there’s no prototype, it’s just noise. Less explaining. More building.

talk is cheap building is priceless got a genius idea? cool. show me the prototype less dreaming more doing

@jimheskel Most people delay shipping by decorating the container. If you can’t write: 1 problem in plain words for 1 person with 1 way to get paid you’re not “preparing.” You’re hiding. Index card > Notion.

Fake ready: Website. Testimonials. Niche. Brand. Content strategy. Real ready: A problem you can solve. Words that describe it. Someone to tell. A way to get paid. One fills a Notion workspace. One fits on an index card. Ship the index card.

@thedennis This isn’t scaling. If ROAS drops every time you increase spend, the system can’t absorb volume. The only signal that matters is marginal ROAS as budget rises. When that line falls, you’re not growing—you’re accelerating losses.

You're not "scaling." You're increasing budget on ads that barely work and hoping volume solves the math. Scaling is when the unit economics hold at 2x, 5x, 10x the spend. What most brands do is spend more money to lose money faster, then blame the platform when margins disappear. If your ROAS drops every time you increase budget, you're not scaling. You're just spending. Fix the creative. Fix the offer. Then scale.

@evanseech This works, but only if the drip removes a decision—not “nurtures”. Artifact I use: a 1-page FAQ→Email Map (1 objection = 1 email = 1 next step). Metric: reply rate by objection, not open rate. Don’t write more than 5 emails until sales asks fewer repeat questions.

Every B2B business running ads needs an email drip sequence. Here’s how to build one in 10 minutes: 1. Take 10-15 sales calls 2. Tun transcripts through an LLM. 3. Ask: "What questions do I typically get? What objections?" 4. Build emails around those FAQs and objections (use AI) These will move mountains in the sales process if you do them right.

@Dylanmadden Fear usually isn’t the blocker. Lack of control is. People doomscroll because it feels like participation. Operators redirect attention to inputs they can actually move. Control beats optimism every time.

Dooming about the economy won't change your bank account. Dooming about AI won't save your job. Dooming about politics won't fix your city. You know what will? Building skills, stacking income, and ignoring noise you can't control. Outwork your fears or live inside them.

@dannybuck This works if “revenue-generating” is strict. If the task can’t create or advance a deal this week, it doesn’t make the list. No prep. No polishing. No “this will help later.” Clarity beats discipline here.

Take out a notepad each morning. Write down 3–4 revenue-generating tasks. Spend two uninterrupted hours on just those. You’ll get more done there than in the rest of the day combined.

@parkerworth Exactly. Email isn’t a growth hack. It’s an insurance policy. Subject lines and stories matter, but the real win is owning a feedback loop you can’t be rate-limited or rug-pulled. Channels rent attention. Lists compound it.

Subject lines help you get opened. Stories help you build relationships. CTAs help you turn readers into buyers. Email marketing is not about blasting your list. It's for building a business you own and avoiding the algorithm nursing home.