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If you want to export a Perplexity thread to Markdown or save a Perplexity conversation as a .md file, you are out of luck. Copy-paste keeps the answer text and drops every source the answer cited, which is the whole point of using Perplexity in the first place. Convolvger 0.7.0 fixes that. It is my Python CLI that turns public AI chat share links into clean Markdown plus a full-fidelity JSON archive. No browser automation, no cookies, no API keys. This release adds Perplexity as the eighth p...

When people compare DeFi liquidity pools, the first number they usually look at is APY. That makes sense, since a higher APY appears to mean higher returns, but it’s ultimately a backwards-looking metric: it shows how a pool has performed over a given period, not what liquidity providers (LPs) should expect to earn in the future. In practice, two pools with similar APYs can produce very different outcomes for LPs, and in some cases, a pool with a lower headline yield can end up delivering bet...

Introduction When webhooks are received from third-party systems, technical challenges arise quickly. This article shows how to solve them with the Strategy Pattern in Spring Boot and how a second Strategy Pattern ("Sub-Strategy") represents the event level. The code in this article comes from a real project and is reduced to the essentials. I left out configuration, error handling, the actual persistence and further details to focus on the integration of the pattern. The starting point i...

When deploying autonomous agents into production, the biggest architectural trap is relying on open-ended loops for non-linear workflows. While unstructured loops work well in quick demos, they introduce massive brittleness and unpredictable failure modes in enterprise environments. The Problem with Open-Ended Loops In standard multi-agent setups, allowing an agent to freely determine its next execution step often results in: Prompt Clutter and Drift: As the agent interacts with to...

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Swap the label names on a typed decision model's definitions and it flips up to 77% of its answers with zero format errors. Test your own LLM classifier.

Single handedly built an entire enterprise platform alone after hours.

A search through 6,000 exposed Claude chats uncovered a disturbing story of AI chatbots reinforcing one man's decades-old medical beliefs.

The psychology of decision-making suggests that the real problem might not be having too many options at all.