🌊 $POD Token Splash is now live with a 10,000 USDT prize pool. Deposit, trade, and ride the momentum while rewards are still flowing ⚡ Some traders watch the wave. Others catch it. 💧 Enter here: #LBank# #POD# #Crypto#

ICYMI NEW POD We Cover: 🔸 The trader’s mindset 🔸 Using LLMs to trade 🔸 Is Warsh actually hawkish? 🔸 Dollar-yen intervention 🔸 Bitcoin’s lost narrative & more! @donnelly_brent @fejau_inc TIMESTAMPS: 00:00 Intro 02:00 Trading Outside The Box 06:38 Trading Psychology And Risk 12:46 AI As A Trading Tool 19:33 How LLMs Shape Markets 25:19 Kevin Warsh And The New Fed 33:37 The Yen Intervention Playbook 41:40 Is Government Debt Sustainable? 43:00 Has Bitcoin Lost Its Narrative?

Harness Engineering Practices P17. Dry Run by Default and Blast Radius Preview 🎯 Point "Restarting 40 pods" should be presented before execution, not discovered after. Preview side effects before they happen. 📝 Overview Actions with side effects first show a preview of their effects (which files, which lines, which pods), then pass through a gate or human confirmation before execution. Default to dry run (show results without executing), and execute only after explicit approval. 🔍 Explanation Knowing "what the agent will do" in advance is foundational to safety. Diff previews, lists of affected services, pod restart counts, message contents — presenting these before execution enables informed human judgment. In incident response especially, presenting remediation blast radius and rollback plans together, then executing with monitoring post-approval, is an effective pattern. Making dry run the default structurally eliminates "accidental execution" risks. 🛠 How to Practice - Implement "preview mode" for all side-effecting operations, displaying impact scope before execution - Include quantitative info in dry run output: number of affected files, pods, changed lines, etc. - Make dry run mandatory for irreversible operations; keep it optional for reversible ones to maintain efficiency - Record dry run vs. actual execution discrepancies and continuously improve dry run accuracy 💼 Use Cases - Incident response: present blast radius and rollback plan for remediation actions upfront - Pair programming: display agent edits as diff previews before applying - Migration: canary-apply changes to a subset first and verify before full rollout ⚠ Pitfalls Dry runs aren't always accurate — environmental differences can cause failures at execution time that didn't appear in dry run. If dry runs become reflexively skipped, they lose meaning. Combine with P15 (revocability): execute reversible operations without dry run, require dry run only for irreversible operations. #HarnessEngineering# #AIAgent#

New #TRMTalks#: Join @ARedbord and the @Unchained_pod’s @DEXintheCityPod crew — @TuongvyLe12 (@veda_labs), Jessi Brooks (@RibbitCapital), and @kkirkbos — for a conversation on why the CFTC suddenly matters, why North Korea's USD 600 million in hacks is a national security story, and why privacy brings institutions on-chain. Tune in now 👉

“You cannot imagine a business doing commerce onchain where everybody can just go into Block Explorer and see how much revenue they're getting, how much they're paying their suppliers, what the salaries are, right?" - @ilblackdragon on @Unchained_pod

i always find it funny when someone offers to pay me to come on my pod obviously the correct response is "absolutely not" but also i have to eat, and you're offering me money to ask you increasingly invasive questions for an hour always tempted, but delayed gratification is undefeated

🔥YOU ARE DEBT SLAVE CATTLE AND MSTR IS YOUR ROCKET SHIP TO FREEDOM🔥 You were born in the fiat barn. They tagged your ear with a credit score, fed you seed oils and subscription bundles, taught you to call debt “building credit,” and convinced you that retirement means dying slowly in a Home Depot polo while your 401k gets harvested by men named Brad with quarter-zips and expense ratios. You are supposed to be grateful for 3% raises in a 9% inflation world. You are supposed to clap when your bank gives you 0.04% interest and charges you $35 because you were poor at the wrong nanosecond. You are supposed to believe your house is wealth, even though it owns your weekends, your spine, your marriage, your gutters, and your ability to leave town without asking Zillow for emotional permission. Then Saylor shows up looking like the final boss of corporate treasury management, takes the fiat slaughterhouse public, straps Bitcoin to the balance sheet, and starts reverse-engineering an escape pod out of convertible debt, preferred stock, common equity, and pure weaponized autism. The cattle are confused. “Isn’t leverage risky?” Brother, your entire life is leverage. You have a mortgage, a car note, taxes, insurance, medical bills, daycare, and a refrigerator that can financially assassinate you if the compressor makes a weird noise. MSTR is what happens when someone points the debt cannon at the money printer instead of your rib cage. This is a flare fired from the roof of the slaughterhouse. Stack Bitcoin. Understand MSTR. Stop mooing. FOREVER.