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How to Build a High-Load Prediction Market Architecture (Web3 / Polymarket Engine Case Study)
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How to Build a High-Load Prediction Market Architecture (Web3 / Polymarket Engine Case Study)

DEV Community: php·Mint Scripts·5 months ago
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#dev#outcome#userid#user#netinvestment

Prediction markets like Polymarket are experiencing unprecedented global traffic spikes. For a...

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SocialReasoning Bench shows the limits of today’s AI agents
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SocialReasoning Bench shows the limits of today’s AI agents

Microsoft Research·Brenda Potts·6 months ago
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#single#agents#agent#outcome#user

Using SocialReasoning Bench, we observed a stable pattern across models—agents execute competently, but fail to consistently improve the user’s position, even with explicit instructions to optimize for user interest.

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Outcome-Based Pricing for Mobile Development: The Complete Guide for US Enterprise 2026
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Outcome-Based Pricing for Mobile Development: The Complete Guide for US Enterprise 2026

DEV Community·Mohammed Ali Chherawalla·6 months ago
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#mobile#webdev#vendor#outcome#pricing

Most mobile development vendors price by the hour. Outcome-based pricing ties what you pay to what gets delivered. Here is how the three main models work, what vendors will and will not commit to, and when outcome pricing is the wrong frame.

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One App to Replace Them All — Except the One That Routes What Every App Learns: QIS vs ClickUp (Architecture Comparisons #91)
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One App to Replace Them All — Except the One That Routes What Every App Learns: QIS vs ClickUp (Architecture Comparisons #91)

DEV Community·Rory | QIS PROTOCOL·6 months ago
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Architecture Comparisons #91 — [← Art348 QIS vs Monday.com] | [Art350 →] Architecture Comparisons is a running series examining how Quadratic Intelligence Swarm (QIS) protocol — discovered by Christopher Thomas Trevethan, with 39 provisional patents filed…

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