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Posts by Ethan

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Computer is Now Your Personal CFO Perplexity links to accounts through Plaid for personalized debt plans, retirement dashboards, and cash flow forecasts.

Perplexity + Plaid just expanded to bank accounts, credit cards & loans. Plaid calls it "intelligent finance" — AI layered on personal data for real answers.

Ask Linc has been building exactly this: Plaid, SnapTrade, RentCast, macro data — one conversation about your full financial picture.

10 hours ago 0 0 0 0
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We used to run Ask Linc on one AI model. We switched to two — and the difference was immediate.

Claude for reasoning. Gemini for structured data. Here's why we made the call: blog.asklinc.com/why-we-switc...

#Claude #Gemini #AI #LLM #IntelligentFinance #PersonalFinance #FinSky

1 day ago 1 0 0 0
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Ask Linc stress-tests your retirement plan against every major market downturn since 1870.

Not random simulations — actual history. Sequence-of-returns risk, inflation, the full picture.

How it works: blog.asklinc.com/stress-testi...

#AI #IntelligentFinance #FinSky #PersonalFinance #retirement

3 days ago 0 0 0 0
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LLMs are great reasoners. But terrible calculators.

Ask Linc keeps them separated: deterministic engines do the math, LLMs handle the reasoning. No hallucinated numbers.

Full walkthrough: blog.asklinc.com/inside-the-a...

#AIEngineering #Fintech #finsky #buildinpublic #LLM #Claude #gemini

1 week ago 2 1 0 0
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Market data tells you what's happening in the world. Your holdings tell you what it means for you.

We added Snaptrade, Tiingo, and FMP to Ask Linc to build a personal analysis layer on top of the macro context we already had.

blog.asklinc.com/macro-to-per...

#Fintech #finsky #personalfinance

1 week ago 1 0 1 0
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AI Model Routing Architecture for Financial Apps | Ask Linc See how Ask Linc routes queries between Claude and Gemini using a deterministic calculation engine — a technical deep-dive into our multi-model AI architecture.

We don't use one AI model. We use two — and route each query to the right one.

Claude for reasoning. Gemini for structured data. A deterministic engine so numbers are never made up.

How we built it: blog.asklinc.com/how-we-built...

#AIEngineering #BuildInPublic #finsky #personalfinance #ai

2 weeks ago 4 1 1 0
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How Ask Linc Protects Your Financial Data | Ask Linc Learn exactly how Ask Linc keeps your banking, investment, and property data private — including our dual-layer anonymization system, AES-256-GCM encryption, and read-only account access.

How does Ask Linc protect your financial data?

🔒 Bank credentials never reach our servers
🔒 Raw data is isolated from the AI model
🔒 Encrypted in transit + at rest
🔒 Delete everything, anytime

Full breakdown: blog.asklinc.com/how-ask-linc...

#finsky #ai #personalfinance #dataprivacy

2 weeks ago 0 0 0 0
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Why AI Apps Should Stop Using a Single Model Single-model AI apps have hidden weaknesses. Discover why modern AI products use multi-model architectures and intelligent model routing.

Most AI apps still use one model for everything.
That architecture is already breaking.

No model is best at reasoning, structured analysis, speed, and cost at the same time.

The future isn’t single-model AI.
It’s model-routed systems.

Read why this shift is happening 👇🏻 #ai #finance #finsky

3 weeks ago 0 0 0 0
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Financial Planning for Millennials: How to Build Wealth in an AI-Driven World Financial planning for millennials is evolving. Learn a modern approach to financial planning, wealth building, and financial independence.

The biggest mistake millennials make today isn’t overspending.
It’s flying blind.

Budgeting apps show you where money went.
Modern financial planning should show you what happens next.

That’s the shift from tracking → financial modeling.
#finsky #econsky #finance

blog.asklinc.com/financial-pl...

3 weeks ago 2 1 0 0
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The 4% Rule for Early Retirement: Does It Still Work in 2026? See how an AI retirement modeling tool can stress-test your withdrawal rate in real time.

The 4% rule might be the most overconfident rule in personal finance.

Save 25× your spending. Withdraw 4%. Retire.

But it assumes a 30-year retirement and 1990s market conditions. If you want to retire earlier, that math gets shaky fast.

The 4% rule is a useful heuristic - not a strategy. #finsky

1 month ago 0 0 0 0
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The Future of Personal Finance Is AI-Native From AI retirement modeling to real-time portfolio diagnostics, personal finance is shifting from dashboards to intelligent, conversational systems.

Personal finance is shifting from manual tracking to intelligent automation.

It’s AI-powered financial systems that:
- Understand your full financial picture
- Simulate complex life decisions
- Anticipate financial risk
- Answer open-ended financial questions

#finsky #econsky #ai #fintech

1 month ago 1 0 0 0
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Conversational AI in Fintech: From Dashboards to Dialogue AI-powered financial tools are replacing spreadsheets and static dashboards with real-time, conversational intelligence.

Fintech used to mean better dashboards. Now it means conversation.

Conversational AI is fundamentally changing how people interact with their money. This is the shift from financial software to AI financial advisors.

And it’s accelerating. #finsky #fintech

blog.asklinc.com/conversation...

1 month ago 0 0 0 0