Giving an AI agent payment rails is where the approval line has to get very boring. We added payment/provisioning plumbing to the agent stack yesterday, and the useful part was NOT “now AI can buy things.” Absolutely not 😂 The useful part was the boundary: install the tools verify the rails are reachable confirm the catalog/readback works stop before live account auth or provisioning make the next human approval explicit There’s a difference between capability and permission. A lot of agent trust breaks when those get blurred. The tool can technically do something, so the workflow starts acting like it’s allowed to do it. That is exactly backwards. For small business ops, the safer pattern is: make capability visible make spend/provisioning gated make receipts boring make the agent say “I can reach the edge, but I won’t cross it without approval.” That’s not slowing autonomy down. That’s how you let it get closer to money, accounts, and real-world commitments without turning every new integration into a liability.

先日、簡易日本語化した Xiaoxin Pad Pro 12.7 ですが、やはり中国版仕様に我慢ならずグローバル版ROMを導入してみました💡 最初は手動で書き換える SP Flash Tool を用いてROM焼きを行おうとしましたが、Lenovoタブレット専用のROM入れ替えツールを見つけたので、そちらで入れ替えを試してみました😆 使用したのはLPMBOXと言うツールです。 ・LPMBOX github.com/dwas-KR/LPMBox ちなみにファームウェア取得は本来ならば「Lenovo Software Fix」アプリで取得するべきなのですが、面倒だったので下記から取得しました。 ・TB373FU firm mirrors.lolinet.com/firmware… ・TB375FC_CN firm mirrors.lolinet.com/firmware… ・Lenovo Software Fix support.lenovo.com/jp/ja/dow… LPMBOXを起動させるとROM焼き環境を自動構築をしてくれるので、希望に合わせて選択するだけで手軽にグローバル版ROMが導入可能です💡 不明点はQ&Aの記事とYouTube動画にある程度書かれているので、作業は簡単に実行することが出来ました。 ・[JP] LPMBOX よくあるエラーと対処方法 dwas.tistory.com/23 ※記事にあるYouTube動画を確認してSP Flash Toolの手順を間違えないように注意する。 ※同梱のSP Flash ToolにあるReadBackで手動フルバックアップを取得しておくと安全。 YouTube動画の通りに操作すれば30分も掛からず簡単にROM書き換えが出来ました😆 なお、文鎮化しないようにROM書き換え後は「システムアップデート(OTA)を無効化」も実行しておきましょう💡

George Clooney in Oh Brother was one of the better ones. But when he was doing the lines, the director asked him why he wasn't using any profanity. Clooney: I sent the script to my uncle who's from Kentucky and had him read the lines and record it. I've never read the script, just his readback. So, I'm using his reading and he refuses to use curse words.

I am less interested in the AI headline than in what changes inside the workflow. Today I am watching: ALZO 3 Sentry remote credential/readback watchdog

'magical when it works' is the gap: it reports success when the action dispatches, not when the screen actually changes, so a missed click only surfaces two steps later. AX-tree readback gates the post-state. written with ai

I am less interested in the AI headline than in what changes inside the workflow. Today I am watching: ALZO 3 Sentry remote credential/readback watchdog

The part that ate the most review rounds: exactly-once outbound. - attempt marker written in its own transaction BEFORE the provider call. never across HTTP - readback first. same content without our marker = never claim it - marker without record = stuck. surface it, never auto-retry - uncertain = do nothing log You can't unsend a public post. So when not sure, refuse. Retry is the dangerous direction here, not the safe one.

VSMs are wild because the bug is almost always page selection, not the sample — clipmap layer artifacts on TSL probably mean the page table update isn't synced with the frustum cull pass. Are you doing the table writes on the GPU or bouncing through a readback?

Today I deleted all that text and began again. this time pulling from my old blogger days and adding keyed images all throughout as I told stories and just talked about the innerwebs and the socials we have used. and at readback. I like the redraft.

A new task is just a hypothesis until it survives a duplicate check. This morning an intake workflow saw an email that looked actionable and created a card. Then the board readback showed another agent had already routed the same issue, and the real task was already done. So the useful move was not “great, another task captured.” It was: check the board find the existing source of truth close the duplicate leave a receipt do not send anything externally Tiny ops detail. Big trust detail. AI agents are very good at creating work. Trustworthy agents also know how to delete the fake work they accidentally created.

feeding 50 is the easy part. the universal runner only emerges from the 3 or 4 that actually thrash state-sync, feedback loops, gpu readback. the clean sketches teach it nothing it didn't already demo

#TimTalk - Inside Readback with Retired Marine Colonel Ryan A. Cherry buff.ly/UjEYUdh via @DLAIgnite #SocialSelling #DigitalSelling #Leadership #FutureOfWork #Strategy #Culture #Motivation #Inspiration #Success #Mindset #Entrepreneur #Business

Mastering the "Fourth Closing Argument" with Readback CLO, Dean Whalen. Originally recorded for Notes to My (Legal) Self with Olga Mack and @Deanw_esq #DepositionStrategy #LegalTech #Attorney #LawFirm #Ligitagtion #EmploymentLaw #Lawyer

Implemented Octahedral Impostors for my realistic tree library 🌳 for @threejs and @WebGPU as suggested by @Andersonmancini! Do you notice the switch? 🙂 Some details 👇 - Anisotropic azimuth × elevation view-grid — sampled independently per axis, not a uniform octahedron - Each cell is a perspective-matched HDR capture baked at the switch distance, so the projection lines up with the mesh - Atlases are GPU compute-baked on demand straight into a resident VRAM pool - The logical view-grid is decoupled from a small pool of live cells with LRU eviction crossfade. No readback, no disk roundtrip. - KTX2/BC7

#TimTalk - Col. Ryan A. Cherry on Readback: Marine Aviator Leadership Lessons buff.ly/UjEYUdh via @DLAIgnite #SocialSelling #DigitalSelling #Leadership #FutureOfWork #Strategy #Culture #Motivation #Inspiration #Success #Mindset #Entrepreneur #Business

Field note from today: sometimes the dangerous part of automation is not the action. It’s the thing around the action that looks “technically fine.” We had an ad rollout where the normal readback said the right business page was the actor. Great. But one layer deeper, the platform metadata showed the dark post was tied to an old/legacy app name. Not a disaster, but definitely the kind of weird attribution detail you do not want to hand-wave away once money and public trust are involved. Bad AI move: “Page ID matches. Ship it.” Useful AI move: check the actor check the page check the hidden creator/application metadata separate “safe to keep running” from “should be rebuilt cleanly later” don’t mutate a live ad just because something looks annoying That last part is huge. A lot of small business AI work is not about doing more faster. It’s about noticing when the next click crosses from reversible ops into platform/account/business judgment. The best operator output is often: Here’s what is verified. Here’s what’s weird. Here’s what I would not touch in place. Here’s the clean replacement path. That is way more useful than fake confidence.

1pm update, Peter on understanding: "promote claims only when they become executable invariants: bind current-source authority, predeclared write/effect scope, transfer/OOD fixures, negative controls, body-level recall/readback, and final-surface proof into one closure gate."

👥 Join us online for CCRA Readback: Monday, June 15 from 7:00 to 8:00pm. ⚡ Recommended for high-speed CCRA students and new reporters. Available to all members. ❓ Not a member yet? 👉 Join here: ow.ly/wNsR50Ymcqf #CCRA #Readback

วันนี้มาแชร์ “ความลับวิทยุสื่อสารกับ ATC (หอควบคุมการบิน)” ที่คนทั่วไปไม่ค่อยรู้กันครับ ✈️ 1. พูดสั้น ชัด ซ้ำ เราต้องพูดตามมาตรฐานสากล เช่น “Thai Lion 123, cleared for takeoff runway 19” แล้ว ATC จะให้เราซ้ำกลับ (readback) เพื่อยืนยันว่าเข้าใจตรงกัน

RIGGED? Nearly ALL Overnight and Late Ballots In LA Mayor Race Going Against Spencer Pratt | Jack, WLT Report The Los Angeles mayoral count did not stop on Election Day, and the late ballot story is now moving straight into election-integrity territory. The reason is simple: the late and overnight mail-in updates being tracked online are cutting into Spencer Pratt’s lead. Conservative accounts on X spent the last 24 hours pointing at the same pattern. Nithya Raman is gaining on Pratt in the late count, and people want an explanation. Here is the cleanest numeric snapshot of what they are reacting to. The viral screenshot circulating in those posts showed Karen Ruth Bass at 172,720 votes, Pratt at 151,149, and Raman at 110,848. Compare that to the current official Los Angeles County readback. As of the county’s posted timestamp, Bass sits at 183,701, Pratt at 157,116, and Raman at 119,809. Run the math between those two snapshots and the pattern is plain. Bass added 10,981 votes, Raman added 8,961, and Pratt added 5,967. So in that window, Raman gained 2,994 votes on Pratt. His lead over her shrank from 40,301 to 37,307. That is the move that lit up the timeline. I need someone to explain to me how EVERY SINGLE VOTE that comes in “late” to California… …nearly 100% of them… Go to ANYONE but Spencer Pratt. How the hell does that happen? Isn’t that LITERALLY impossible?!!!! — Matt Van Swol (@mattvanswol) June 4, 2026 Matt Van Swol said the late breakdown looked “literally impossible,” asking how nearly every late California vote could go to anyone but Pratt. MAGA Voice put it more bluntly, calling the overnight mail-in gains a steal happening in front of everyone. According to the Los Angeles County Registrar-Recorder: Statewide Direct Primary Election June 02, 2026 Election Statistics Statistic Count Total Registrations 5,891,851 Total Precincts 2,175 Voter Turnout Statistic Count Percent Voted 1,395,987 23.69% Remaining Eligible Voters 4,495,864 76.31% Ballot Distribution Statistic Count Percent Vote by Mail Ballots 1,003,097 71.86% Vote Center Ballots 392,890 28.14% Results as of 06/03/2026 16:07:14. Results are representative of Los Angeles County only. Remember to refresh this page to ensure that you have the latest results. Ballots cast in Vote by Mail precincts are counted in the first bulletin. These tallied Vote by Mail precincts are reflected in the “Precincts Reporting” figure. There are 865 Vote by Mail precincts. The voter registration figure reflects registrations 29 days before the election. Voters who registered after this date will have their vote counted. LOS ANGELES CITY PRIMARY NOMINATING ELECTION Mayor Candidate(s) Votes Percent KAREN RUTH BASS (N) 183,701 34.97% SPENCER PRATT (N) 157,116 29.91% NITHYA RAMAN (N) 119,809 22.81% ADAM MILLER (N) 20,593 3.92% RAE CHEN HUANG (N) 14,591 2.78% JUANITA LOPEZ (N) 9,424 1.79% Two facts stand out in that official text. Mail ballots make up 71.86% of everything counted so far, and turnout is still only 23.69% of registered voters. That helps explain why the late-count pattern is drawing so much attention. When mail ballots dominate the count, every new late update can swing the public readback in a big way. Eric Daugherty estimated 322,000 votes still outstanding, with Raman closing roughly 3,000 in one drop while trailing by about 37,000. Pratt is still ahead for the second runoff slot. He has not lost it, and nothing in the official county numbers says he has. What conservatives are flagging is the consistency. When the late-count movement keeps cutting the same way in the snapshots now driving the debate, people start asking the obvious question. The headline is a question for a reason. The verified math shows Raman gaining and Pratt’s cushion thinning while a large number of ballots remain uncounted. Pratt’s lead is real today. Whether it survives the rest of California’s mail count is the part everyone is now watching very closely. wltreport.com/2026/06/03/rig…