🎮 The Next Input — Issue #184

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⚡ The Briefing — 60 sec

• Sydney academic used AI to write opinion piece urging students not to use AI There’s irony and then there’s “WTF are you on?” Imagine writing a piece about why students shouldn't use calculators while secretly smashing equations on a Casio under the desk.

• Microsoft launches Scout, an OpenClaw-inspired personal assistant First time in a long time Microsoft has me genuinely like 👀. Personal assistants have mostly been disappointing for years. This feels like one of the first serious attempts at building something closer to an actual digital employee.

• Anthropic opens Claude Mythos preview program to Australia Australia finally gets a seat at the Mythos table. About bloody time. The next wave of AI capabilities increasingly won't be determined by who reads the press releases, but by who gets early access and actually builds.

🛠️ The Playbook — Digital Employee Operating System

Mission
Build an AI assistant that behaves less like a chatbot and more like a trusted operational teammate.

Difficulty
Advanced

Build time
5–6 hours

ROI
Eliminates repetitive administrative work while creating a scalable operational support layer across the business.

0) Why This Matters

Most AI deployments today still require humans to babysit every interaction.

Prompt.

Wait.

Review.

Prompt again.

The next generation of systems will increasingly:

• monitor workflows

• surface actions proactively

• execute approved tasks

• maintain operational memory

• coordinate across systems

The goal isn't another chatbot.

The goal is a competent digital employee.

1) Architecture

2) Workflow

1. Staff interact with the assistant through Teams, Telegram, or mobile.

2. Requests are classified according to complexity, permissions, and risk.

3. Relevant company knowledge is retrieved automatically.

4. The assistant proposes actions or executes pre-approved workflows.

5. High-risk activities are routed through approval checkpoints.

6. Outcomes are logged and fed back into organisational memory.

3) Example Prompts

Executive Chief of Staff Prompt

You are an executive chief of staff.

Review the following information and identify:
- urgent actions
- blocked initiatives
- missed commitments
- upcoming risks
- recommended next steps

Prioritise outputs by business impact.

Inbox Triage Prompt

You are an operations coordinator.

Review the following inbox.

Classify:
- urgent
- important
- informational
- delegate
- archive

For each item provide a recommended action.

Operational Memory Prompt

Review the following documents and meeting notes.

Create:
- decisions made
- action items
- unresolved issues
- stakeholder responsibilities
- future follow-up requirements

Store outputs in a structured format.

4) Guardrails

• Never grant unrestricted access to business systems.

• Require approval for financial, legal, or HR actions.

• Log all autonomous actions.

• Maintain role-based access controls.

• Continuously monitor retrieval quality.

• Regularly review permission scopes and escalation paths.

5) Pilot Rollout — 3 hours

1. Select one executive or operational workflow.

2. Connect email, calendar, and document repositories.

3. Implement retrieval memory and permissions controls.

4. Configure approval workflows for sensitive actions.

5. Run in recommendation-only mode initially.

6. Expand autonomy only after performance is validated.

6) Metrics

• Administrative hours saved

• Task completion speed

• Approval rate

• Retrieval accuracy

• Workflow automation coverage

• User adoption rate

• Escalation frequency

Pro Tip: The most valuable AI assistant isn't the smartest one. It's the one that reliably remembers what your organisation forgot.

🎯 The Arsenal — Tools & Platforms

• Microsoft Teams · primary business interaction layer · Link

• Anthropic Claude Mythos · advanced planning and reasoning · Link

• OpenAI GPT-5.5 · operational execution and analysis · Link

• Pinecone Pinecone · organisational memory and retrieval · Link

• Microsoft Entra ID · permissions and governance · Link

Copy-paste prompt block:

You are designing a digital employee for a business.

The assistant must:
- manage inboxes
- coordinate meetings
- track action items
- maintain organisational memory
- escalate risks
- operate under strict permissions controls

Return:
1. architecture
2. workflows
3. governance controls
4. memory strategy
5. escalation framework
6. implementation roadmap

💡 Free Office Hours

Most businesses are still trying to figure out how to use AI as a better search box. The real opportunity is building systems that actively participate in operations while remaining governed and auditable.

Book here: https://calendly.com

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🕹️ Game Over

The chatbot era is ending.

The digital employee era is about to get very interesting.

— Aaron Automating the boring. Amplifying the brilliant.

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