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- 🎮 The Next Input — Issue #195
🎮 The Next Input — Issue #195
The 28.8 Million AI Heist

Playbooks for a smarter work-day.
⚡ The Briefing — 60 sec
OpenAI unveils its first custom chip built by Broadcom Frontier Lab wars just got... crunchy? Terrible potato chip puns aside, OpenAI is not fucking around. Building custom silicon is a statement: "We're playing the long game now."
Anthropic says: stop distilling my stuff, Alibaba The AI gold rush has officially entered the "Oi, stop copying my homework" phase. Model distillation is becoming one of the next major battlegrounds between frontier labs.
Global AI Fellowship debuts in Western Australia We love to see it. More investment in AI talent is exactly what Australia needs if we want to compete on something more meaningful than importing everyone else's technology.
🛠️ The Playbook — AI Competitive Advantage Stack
Mission
Build AI capabilities that create durable competitive advantages instead of temporary productivity boosts.
Difficulty
Advanced
Build time
4–6 hours
ROI
Creates defensible operational IP while reducing long-term dependency on external platforms.
0) Why This Matters
The AI conversation is changing.
We're moving from:
"Which model should we use?"
to
"What unique capability are we actually building?"
The frontier labs are investing in:
chips
infrastructure
talent
proprietary models
research
Businesses should be asking the same question at their own scale:
What can't our competitors copy overnight?
1) Architecture
Component | Tool | Purpose | Owner | Failure mode |
|---|---|---|---|---|
Knowledge layer | Pinecone Pinecone | Proprietary organisational memory | Operations | Knowledge drift |
AI reasoning | OpenAI GPT-5.5 / Claude | Workflow execution | Staff | Vendor dependency |
Workflow engine | LangGraph | Business process orchestration | Engineering | Process fragmentation |
Governance | Microsoft Entra ID | Identity and permissions | Security | Excessive access |
Analytics | Grafana | Operational measurement | Leadership | Poor visibility |
Audit layer | PostgreSQL | Decision traceability | Compliance | Missing history |
2) Workflow
Identify knowledge that creates competitive advantage.
Capture and structure proprietary organisational expertise.
Build AI workflows around unique internal processes.
Protect sensitive information with governance controls.
Continuously improve workflows using operational feedback.
Measure business outcomes rather than model performance alone.
3) Example Prompts
Competitive Moat Prompt
You are an AI strategy consultant.
Analyse my business.
Identify:
- proprietary knowledge
- operational advantages
- repeatable workflows
- defensible capabilities
- AI opportunities competitors cannot easily replicate
Rank opportunities by long-term strategic value.
Infrastructure Prompt
Review the following AI architecture.
Identify:
- vendor dependencies
- scalability limitations
- infrastructure risks
- governance weaknesses
- opportunities to create defensible IP
Recommend improvements.
Capability Roadmap Prompt
Design a three-year AI capability roadmap.
Focus on:
- proprietary knowledge
- operational leverage
- governance
- scalability
- competitive differentiation
Prioritise initiatives by business impact.
4) Guardrails
Protect proprietary organisational knowledge.
Avoid unnecessary vendor lock-in.
Separate business logic from model providers.
Continuously audit governance controls.
Measure operational value rather than AI novelty.
Invest in internal capability alongside external tooling.
5) Pilot Rollout — 3 hours
Identify one business capability competitors struggle to replicate.
Document associated workflows and expertise.
Build an AI-assisted version of that process.
Apply governance and access controls.
Measure business impact over two weeks.
Expand successful patterns into adjacent workflows.
6) Metrics
Operational time saved
Knowledge capture rate
Workflow adoption
Competitive differentiation score
AI utilisation
Governance compliance
Business ROI
Pro Tip: AI itself probably isn't your moat. What you build on top of AI almost certainly is.
🎯 The Arsenal — Tools & Platforms
Pinecone Pinecone · proprietary knowledge retrieval · Link
OpenAI GPT-5.5 · reasoning and workflow execution · Link
Anthropic Claude · long-context analysis and planning · Link
Grafana Labs Grafana · operational analytics and monitoring · Link
Microsoft Entra ID · governance and identity management · Link
Copy-paste prompt block:
You are an AI competitive strategy advisor.
Assess my business and identify where AI can create durable competitive advantages.
Evaluate:
- proprietary knowledge
- workflow differentiation
- vendor dependency
- governance maturity
- operational leverage
- scalability
Return:
1. competitive moat assessment
2. highest-value AI opportunities
3. implementation roadmap
4. governance recommendations
5. strategic risks
6. measurable success metrics
💡 Free Office Hours
The organisations creating the most value with AI aren't simply buying better models. They're combining those models with unique processes, proprietary knowledge, and disciplined execution.
Book here: https://calendly.com
Free Weekly AI Sessions for Experienced Software Engineers.
Every Wednesday at 5 PM CT, Gauntlet AI professors teach a live, hands-on AI engineering session — completely free. If you're nontechnical, this isn't for you. New topic every week, built for engineers who want to build, not just watch. See upcoming sessions.
🕹️ Game Over
Everyone can rent intelligence.
Not everyone can build an advantage with it.
— Aaron Automating the boring. Amplifying the brilliant.
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