Austin C
@fromaustinc
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co-founder of @morphic_lab | mba @YaleSOM | co-pres of @yaleblockchain
New Haven
Joined November 2023
A recent survey said 78% of employees are using personal AI tools at work. If that's you: • Never include client names • Use placeholder data • Create an "AI sandbox" folder • Focus on frameworks, not specifics Your IT department knows, just make it safe instead.
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Summary - The 3 Levels: Level 1: RACE Framework (you're now here) Level 2: Self-evaluation loops Level 3: Reverse engineering Start with Level 1 today. (Follow for more AI techniques that actually work)
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After AI responds, ask: "Rate your answer 1-10 and tell me what's missing" Then YOU rate it: "I'd give this a 6 - needs more specific examples" The AI learns YOUR standards. Every prompt after gets better. This alone 10x'd my results.
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Advanced technique 0.1% know: End every prompt with: "Identify 3 weaknesses in your response" AI tells you what's wrong. Say "Fix those issues" Perfect output in 2 steps, not 10. But my real secret sauce 👀→
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Here's a tip that nobody talks about: Add "think step by step" to ANY prompt. Just those 4 words improve accuracy by 40%. I've tested this on dozens of prompts. It works every single time. But here's what really blew my mind →
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❌ What most people write: "Help with sales pitch" ✅ Using RACE: Role: "You are a top B2B sales strategist at Salesforce" Action: "Create a pitch for enterprise software" Context: "Decision maker is skeptical CTO, budget meeting tomorrow" Execute: "3 bullets, focus on ROI"
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Most people type "help me write an email" and get garbage back. Power users get 3x better results with four words: R - Role A - Action C - Context E - Execute Let me show you the difference this makes →
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I just watched someone turn a 2-hour task into 10 minutes using AI. The difference? They used a simple framework that 99% of people don't know. It works with ChatGPT, Claude, Gemini - any AI. Here's the RACE framework that changes everything:
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78% of employees are using personal AI tools at work. If that's you: - Never include client names - Use placeholder data - Create an "AI sandbox" folder - Focus on frameworks, not specifics Your IT department knows. Make it safe instead.
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Stop writing vague prompts. Start using RACE: Role – “You are a financial analyst…” Action – “Analyze Q4 revenue trends…” Context – “For board slides, focus on margins…” Execute – “3 bullets, max 100 words.” Include “think step by step” at the end → instant accuracy boost.
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Blockchain isn’t always essential to your AI stack. ✅ Use it when: -Agents need shared, tamper-proof memory -You want verifiable logs/provenance -A2A payments or marketplaces matter -DID or permissioning is key 🚫 Avoid it for: -Closed models -Fully trusted internal workflows
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quality > quantity had a great experience at IC3’s 10 year anniversary talking to prominent researchers and leading innovators!
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Enjoying all these sessions on defi, rwa. zk and all the research topics! thanks for the invite, @initc3org
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IC3 Camp (Day 1) recap: Manuel Vidigueira, research engineer at @Chainlink, presented “Simple and Secure State Synchronization" He argued that archiving full state is costly and makes rehashing impractical, especially since there's no way to incrementally verify changes. To
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When autonomous agents go mainstream, we’ll all get more free time. The real question is: how will we use it? Most will scroll more, brainrot faster. Few will build, create, and reinvent themselves. The gap between these two groups will become even wider.
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I’ve usually been the one asking the q’s…how the tables have turned. First panel conversation at the AI & Finance Conference! thanks for the invite @JamielSheikh!
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Hot take: Today’s “autonomous agents” are just hyped up Zapier automations. No reasoning, no trust...just fancy to-do lists on autopilot.
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