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Issue #054 · Today: one AI workflow to steal, one prompt to run, one skill to level up — 5 minutes to get better at AI at work. — The AI Rundown
The AI Rundown — AI moves + how to use them in your work
 
The AI Rundown
Issue #054  ·  Tue, Jul 7, 2026
The AI news that actually matters — in 5 minutes a day.
You don't need to be an AI engineer to get ahead with AI — you need to actually use it well at work. Every issue: one workflow to steal, one prompt to run, and one skill to level up. Read and try them in 5 minutes and you'll be better at AI than most of your colleagues. (Plus a quick scan of what's moving in AI, and a podcast worth watching.)
Read Issue #054 on the web → The full workflow, prompt, every role play & today's AI moves — open it in your browser, share it, keep the link.
▸ USE AI TODAY · a workflow to steal
Ask AI to grade its own answer and redo it as a 10
After any output you find just okay, reply: 'Rate that 1-10 against what a top expert would produce, explain the gap, then rewrite it as a 10.'
1.Get the first draft.
2.Send the rate-and-improve line.
3.Repeat once more if needed.
Why it works: Models settle for 'good enough' on the first pass. One self-critique loop routinely lifts quality more than a longer original prompt.
⌘ TODAY'S PROMPT · copy & paste  ·  Meetings
Turn a call transcript into a follow-up email + task list
You have a recording or transcript and owe people a follow-up.
From this transcript, produce two things: (1) a short follow-up email that thanks people, confirms what was agreed, and lists next steps; (2) a task list with owners and dates in table form. Keep the email under 120 words. Mark anything ambiguous as [confirm]. [paste transcript]
Why: The follow-up is where deals and projects keep momentum — this makes sending it a 2-minute job.
🔓 PRO · level it up
Add: 'Draft a second, gentle nudge version I can send in 3 days if I hear nothing.'
✦ GET BETTER AT AI
AI can state wrong facts confidently. For names, numbers, dates, and quotes, verify before you rely on them — ask it to cite the source, or check it yourself.
◦ Worth knowing in AI · 5 moves in full
#1 · FINANCE & LEADERSHIP
Nvidia GPU Debt Backstop Unleashes the AI Project Trinity: Capital,…
This shifts the planning picture — leaders who fold it into hiring, budget, and timing calls get ahead of peers still treating AI as a side story.
→ How to use this in your work
Pressure-test your planning assumptions against this. Even if it's not your job to trade on it, leaders who track the AI/macro picture make better hiring, budget, and timing calls than peers who don't.
#2 · EVERY OPERATOR
AI: A post-mortem on 'The Blip 2.0' at Anthropic. AI-RTZ #1140
On its own it's a signal, not a to-do — but the operators who track these compound a real edge over peers who tune AI out until it's forced on them.
→ How to use this in your work
Read this as a signal, not a to-do. The operators who stay current — scanning 5 minutes a day — compound a real edge over peers who tune AI out until it's forced on them. File it, watch the trend, revisit when it touches your work.
#3 · EVERY OPERATOR
Show HN: Access-aware text-to-SQL – stop LLM agents overfetching data
On its own it's a signal, not a to-do — but the operators who track these compound a real edge over peers who tune AI out until it's forced on them.
→ How to use this in your work
No action required today — but note it. The operators who keep a running map of where AI is moving spot the shift that touches their work weeks before the ones who wait to be told. Log it and move on.
Read the source →
#4 · EVERY OPERATOR
Persistent Control of Self-Evolving LLM Agents via Self-Reinforcing…
On its own it's a signal, not a to-do — but the operators who track these compound a real edge over peers who tune AI out until it's forced on them.
→ How to use this in your work
Treat this as context, not a task. The edge isn't reacting to any single item — it's compounding awareness so that when one of these finally lands in your lane, you already know the lay of the land.
Read the source →
#5 · EVERY OPERATOR
Show HN: Shadow Web – Cut 64–97% of web page tokens for LLM agents
On its own it's a signal, not a to-do — but the operators who track these compound a real edge over peers who tune AI out until it's forced on them.
→ How to use this in your work
File this under 'watch.' It doesn't change your day, but the pattern it's part of will — and the operators tracking the pattern adapt on their own timeline instead of scrambling on someone else's.
Read the source →
◆ YOUR ROLE TODAY · pick your seat
One AI move + one copy-paste prompt built for your role. Read the one that's yours — 30 seconds each.
▣ FOR THE CMO  ·  marketing & growth
Ranking for one keyword is a dead end; owning a topic is durable. AI can turn a single subject into a content cluster — one authoritative pillar plus the supporting pieces that link to it — so you build topical authority instead of one-off posts.
⌘ Build a topic-cluster content plan · copy & paste
You are an SEO content strategist. For the core topic below, design a content cluster: one pillar piece (the definitive overview) and 6-8 supporting articles that each answer a specific question a buyer actually searches. For each, give the working title, the search intent it serves, and how it links back to the pillar. Flag the 2 pieces to write first for the fastest authority gain, and any subtopic too competitive to bother with. [state the core topic + your audience]
Why: Search and AI answer engines reward the site that owns a topic, not one lucky post.
▤ FOR THE CFO  ·  finance & operations economics
An audit or due-diligence request is calm if your house is in order and a fire drill if it isn't. AI can turn the likely question list into a readiness checklist — the documents, reconciliations, and explanations to have ready before anyone asks.
⌘ Get audit / due-diligence ready · copy & paste
You are preparing us for an audit or investor due diligence. For the scope below, produce a readiness checklist: the documents and schedules a reviewer will request, the reconciliations that must tie out, the accounting judgments they'll question (and the memo to have ready for each), and the 3 areas most likely to raise a follow-up. Rank by what to fix first and flag anything that currently lives only in one person's head. [describe the scope / what's being reviewed]
Why: Diligence goes smoothly for the CFO who prepared the answers before the questions arrived.
▧ FOR THE CSO  ·  strategy & planning
AI collapses the time from question to framework. Describe a decision and it will structure it — options, criteria, tradeoffs — so your team debates the substance instead of arguing about how to argue.
⌘ Structure a messy decision fast · copy & paste
You are a decision architect. For the decision below, produce: a clear statement of what we're actually deciding, 3-4 real options (including 'do nothing'), the 4 criteria that matter most, a simple scored comparison, and your recommendation with the biggest reason it could be wrong. [describe the decision]
Why: Gives the room a shared map so the meeting reaches a decision, not a loop.
▨ FOR THE CTO  ·  product & technology
Legacy and unfamiliar code is now readable on demand. AI can explain a system you inherited, so onboarding and 'why does this exist?' archaeology stop eating your week.
⌘ Understand code you didn't write · copy & paste
You are a patient staff engineer. Explain the code below: what it does in plain English, the non-obvious assumptions it makes, where it's fragile, and the 2 things I should be careful about before I change it. Then give me a one-paragraph summary I could put in a README. [paste code]
Why: Turns 'nobody knows how this works' into a documented system.
▩ FOR THE COO  ·  operations & execution
The 2026 ops question isn't whether to automate but which steps to hand off. AI can scan a process and flag the automation candidates — the repetitive, rule-based, high-volume steps — while marking the judgment steps that should stay human.
⌘ Find the automation candidates in a process · copy & paste
You are an automation analyst. From the process below, classify each step: automate now (repetitive, rule-based, high-volume), keep human (judgment, relationship, exception-handling), or human-in-the-loop (AI drafts, human approves). For the top 3 automation candidates, give the expected time saved and the one risk to control. Flag any step where full automation would be a mistake. [describe the process step by step]
Why: Automating a judgment step causes the mess; this tells you where the safe wins are.
🔭 Where the signals converge
Where independent intelligence streams — macro podcasters, our email-intel desk, AI-lab feeds — line up on the SAME read, cross-checked against our own live trading algo. The one AI brief that shows you where unrelated operators agree.
AI as an INFLATIONARY / capex-supercycle force (not just deflationary productivity) [MEDIUM · email intel + podcasts agree]
AI capex & compute economics — hyperscaler buildout / 'the AI trade' [MEDIUM · email intel + podcasts agree]
The cross-source read: Cross-source tape today: 2 of 10 convergent themes lean defensive/structural-risk. Highest-conviction edge: 'Mega-cap tech distribution / late-cycle topping' (3-layer agreement, incl. our own algo model). Convergence = where independent operators agree; that's the higher-conviction read for brief/newsletter/algo than any single source.
Where they split: Direction tally across convergent themes: 2/10 lean defensive/structural-risk — the CONVERGENT sub-themes are more informative than aggregate inbox sentiment (which is typically split).
▶️ Pro audio
Narrated audio is rolling out
Every issue read end-to-end, plus a private podcast feed for Apple Podcasts, Spotify, or Overcast — landing in your Pro subscription soon.
▶ Watch this week · stay an AI expert
a16z Podcast
with Andreessen Horowitz · YouTube
Cross-industry view of how AI is reshaping sectors from healthcare to legal to logistics — useful when you want to see what's coming to YOUR industry before it arrives.
Watch on YouTube →
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