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- 🎮 The Next Input — Issue #135
🎮 The Next Input — Issue #135
The Truth About "AI" Layoffs

⚡ The Briefing — 60 sec
All the important news from the ongoing India AI Summit I got you fam. India isn’t playing on the sidelines. The summit makes one thing clear: AI strategy is now national infrastructure.
AI “washing” and the quiet job-loss trend Very few people are actually in the room building this stuff. When someone who is says, “here’s what’s coming,” it’s worth listening.
Major AI rollout sparks backlash after sloppy implementation This is what happens when AI is deployed without discipline. Even large organisations can ship slop. The difference is — they pay for it publicly.
🛠️ The Playbook — The AI Reality Filter
Mission Separate AI signal from hype before making strategic or operational decisions.
Difficulty Advanced
Build time 2–3 hours
ROI Prevents overcommitment, reputational damage, and misallocated capital.
0) Why This Matters
Summits amplify ambition.
Headlines amplify fear.
Enterprises amplify mistakes.
The risk isn’t missing AI.
The risk is believing the wrong narrative about it.
You need a filter before you need a roadmap.
1) Architecture
Component | Tool | Purpose | Owner | Failure mode |
|---|---|---|---|---|
Claim extractor | GPT-5-mini | Isolate factual claims from headlines and PR | Analyst | Missing implicit assumptions |
Capability assessor | Claude 4.6 Sonnet | Evaluate technical feasibility | Tech Lead | Overestimating maturity |
Incentive scanner | Claude 4.5 Haiku | Identify who benefits from the narrative | Strategy | Ignoring financial incentives |
Evidence binder | Perplexity Pro | Ground claims in real deployments | Ops | Unverified comparisons |
Decision gate | Human exec review | Approve adoption or defer | Exec | Emotional decision-making |
2) Workflow
Extract claims: Strip the article or announcement into discrete assertions.
Assess feasibility: Evaluate technical and operational maturity.
Scan incentives: Identify commercial, political, or reputational drivers.
Ground in evidence: Compare against real-world deployments.
Score risk: Rate adoption risk (Low / Medium / High).
Decide deliberately: Adopt, pilot, or defer with documented reasoning.
3) Example Prompts
Claim Extraction
Extract all factual claims from this article.
Separate:
- verified facts
- forward-looking statements
- opinion or speculation
Return as a table.
Feasibility Check
For each forward-looking claim:
Assess technical feasibility in:
- 12 months
- 36 months
Provide reasoning.
Incentive Scan
Identify:
- financial incentives
- political incentives
- reputational incentives
Influencing this announcement.
Return structured output.
4) Guardrails
No adoption based on headline alone.
Forward-looking claims require feasibility scoring.
Public deployment requires documented risk assessment.
If incentives outweigh evidence, pause.
5) Pilot Rollout — 3 hours
Select one recent AI announcement.
Run claim extraction + feasibility check.
Identify incentive drivers.
Score adoption risk.
Present findings to leadership.
Document decision rationale.
6) Metrics
% of AI initiatives evaluated pre-adoption
Forecast accuracy vs reality
Capital allocated vs realised ROI
Public incident count
Leadership decision turnaround time
Pro Tip: If everyone is excited, slow down.
🎯 The Arsenal — Tools & Platforms
Claude 4.6 Sonnet · Feasibility and structured assessment · https://anthropic.com
GPT-5-mini · Claim extraction and structured parsing · https://openai.com
Perplexity Pro · Real-world deployment grounding · https://perplexity.ai
Notion · Decision log and risk documentation · https://notion.so
Copy-paste prompt block:
Before adopting this AI initiative:
Extract claims.
Assess feasibility.
Identify incentives.
If risk outweighs evidence, say so.
💡 Free Office Hours
Want help implementing this? Book a free 15-minute Office Hours slot — no sales pitch, just workflows solved.
🕹️ Game Over
Noise scales fast. Signal requires discipline.
— Aaron Automating the boring. Amplifying the brilliant.
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