🎮 The Next Input — Issue #122

In partnership with

⚡ The Briefing — 60 sec

• Tesla invests $2B into Elon Musk’s xAI
  Why not just drop $2B of his own? Never mind. When companies start funding their CEO’s other companies, you know the lines are gone.

• South Korea passes the world’s first comprehensive AI regulation laws
  We won’t get it right the first time—but starting is the correct move. Waiting for perfect rules is how you end up with none.

• Amazon “accidentally” announces layoffs
  There’s no accidentally about it. This is AI-era cost discipline showing its teeth.

🛠️ The Playbook — The AI Impact & Workforce Reality Stack

Mission Map where AI creates leverage, where it removes roles, and where humans still matter—before leadership makes blunt cuts.
Difficulty Advanced
Build time 3–4 hours
ROI Prevents blind layoffs, protects institutional knowledge, and redirects talent to higher-leverage work.

0) Why This Matters

Capital is consolidating, regulation is landing, and layoffs are no longer “market cycles”—they’re structural.
The mistake companies keep making is cutting roles before understanding which work AI can actually replace versus what still requires judgment.

This stack forces clarity before decisions.

1) Architecture

2) Workflow

1. Inventory roles: For each role, list top 10 recurring tasks (not job titles).

2. Decompose tasks: GPT-5-mini classifies tasks as:

   • automatable

   • AI-assisted

   • human-critical

3. Capability match: Claude 4.5 Sonnet evaluates how AI would assist or replace each task.

4. Regulatory check: Any task touching money, people, or compliance is flagged.

5. Decision gate:

   • If ≥60% automatable → redesign role.

   • If 30–60% → augment + upskill.

   • If <30% → protect.

6. Transition plan: Redeploy people before removing headcount.

3) Example Prompts

Task Classification (GPT-5-mini)

Given this role and task list,
classify each task as:
- automatable
- AI-assisted
- human-critical
Explain briefly.

Capability Evaluation (Claude 4.5 Sonnet)

For each task marked automatable or assisted,
describe:
- how AI would perform it
- risks or limitations
- what human oversight remains

Eval Prompt (Claude 4.5 Haiku)

Evaluate this assessment for:
- overconfidence
- missing human judgment
- regulatory blind spots
Return PASS / FLAG with fixes.

4) Guardrails

• Never cut roles based on titles alone.

• Human judgment tasks are protected by default.

• Regulatory and safety work slows automation intentionally.

• Every reduction must have a redeployment option documented.

5) Pilot Rollout — 4 hours

1. Select 5 roles under “AI risk.”

2. Decompose tasks honestly (no résumé fluff).

3. Run capability + risk evaluation.

4. Review findings with people + legal teams.

5. Redesign 2 roles instead of cutting them.

6. Measure output and morale impact.

6) Metrics

• Roles redesigned vs eliminated

• Task automation accuracy (manual review)

• Output per employee before → after

• Institutional knowledge loss (target = zero)

• Regretted layoffs (target = zero)

Pro Tip: Cutting people is easy. Replacing judgment after it’s gone is expensive.

🎯 The Arsenal — Tools & Platforms

• Notion · Role and transition planning workspace · https://notion.so

• GPT-5-mini · Task decomposition and classification · https://openai.com

• Claude 4.5 Sonnet · Capability and risk evaluation · https://anthropic.com

• Open Policy Agent · Encode regulatory and workforce rules · https://www.openpolicyagent.org

Copy-paste prompt block:

Assess this role honestly.
Break work into tasks.
Identify what AI can do, what it can’t, and what must stay human.
Recommend redesign before removal.

💡 Free Office Hours

Want help implementing anything? Book a free 15-minute Office Hours slot—no sales pitch, just workflows solved.

→ https://calendly.com/aaron-cylentis/the-next-input-office-hours

Coupon Extensions Hate Us (And You’ll Love Why)

Coupon Protection partners with DTC brands like Quince, Blueland, Vessi and more to stop coupon extensions from auto-applying unwanted codes in your checkout.

Overpaid commissions to affiliates and influencers add up fast – Take back your margin.

After months of using KeepCart, Mando says “It has paid for itself multiple times over.”

Now it’s your turn to see how much more profit you can keep.

Try it 2 months free – No risk, Cancel anytime.

🕹️ Game Over

AI doesn’t just change work—it exposes lazy decisions.

— Aaron Automating the boring. Amplifying the brilliant.

Subscribe: https://cylentisai.beehiiv.com/subscribe