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Thoughts, stories, and musings.

Entry

Is There a Way to Keep One Shared Thread Across Claude and Other Models?

As the AI landscape rapidly expands, teams and developers increasingly face a core challenge: how to maintain a coherent, shared conversational thread when working with multiple language models like Claude alongside others. The dream of a seamless multi-model context — where conversations persist without frustrating resets and disjointed histories — is something many tooling providers are rushing to solve. But what does this ideal actually entail? And is the current tech

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Is Suprmind Actually Different from Poe — Or Is It Just Model Switching?

In the rapidly evolving landscape of AI language tools, users increasingly demand robust multi-model access that goes beyond mere convenience. Two names often compared in this space are Suprmind and Poe . Both platforms promise to unify access to multiple large language models (LLMs), but is Suprmind genuinely different from Poe, or are they just different flavors of model switching? This post dives deep into the distinctions, exploring key themes such as model aggre

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How to Audit Assumptions in a Pricing Forecast Model: A Practical Guide

In today’s fast-paced B2B SaaS landscape, locking down your pricing forecast model is critical for strategic clarity. Yet, despite the best intentions, many pricing forecasts rest on shaky assumptions that go unchecked until it’s too late. Companies like Four Dots, Dibz (dibz.me), and Reportz (reportz.io) have grappled with these challenges firsthand — balancing conversion rates, ARPU (Average Revenue Per User), and segment dynamics to get the numbers right under deadline p

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Site Currently Unavailable – My SSL Padlock Disappeared: What’s Happening?

If you recently visited your website and noticed the comforting green padlock next to your URL has vanished, replaced by a scary warning like “site currently unavailable” or a browser alert about an SSL certificate error , you’re not alone. This can trigger immediate concern about your site’s security and availability. In this post, we’ll explore the common reasons behind these SSL padlock disappearances, especially the meaning of the “Site Currently Unavailable”

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Camera-Only vs Lidar Models Disagree in Self-Driving Scenarios: Understanding the Risks and Realities

As autonomous vehicles steadily transition from prototypes to everyday realities, their perception systems must grapple with complex, safety-critical decisions. Among the myriad sensors involved, cameras and lidar have emerged as primary modalities — each offering unique strengths and limitations. But what happens when camera-only and lidar-based models disagree in their predictions? This disagreement isn't just noise; it acts as a powerful signal highlighting high-risk sce

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How to Write an AI-Generated Memo That an Auditor Will Not Shred

```html Artificial intelligence is increasingly being used to draft memos, reports, and forecasts in decision-making and strategic planning. These AI-generated memos can save time, surface insights, and even highlight novel perspectives. Yet, from an audit and due diligence standpoint, they can raise red flags without the right structure and verification framework. This post will guide you through how to create AI-generated memos that not only deliver value but also withs

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When Should I Prefer Parallel AI Queries Over Sequential?

```html In the rapidly evolving landscape of AI-driven decision-making, how you deploy multiple AI models can have a significant impact on the quality, speed, and trustworthiness of your outcomes. Two prominent approaches—parallel AI queries and sequential querying—offer distinct workflows with unique tradeoffs. This blog post dives deep into when and why you should prefer parallel queries over sequential execution, especially within the contexts of multi-model orchestration

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How to Separate One-Time Buyers from Loyal Customers in Pricing Analysis

In B2B SaaS pricing analysis, one persistent challenge is distinguishing between one-time buyers and loyal customers. Understanding this separation can dramatically improve how you approach pricing strategy, customer segmentation, and ultimately, revenue optimization. This post digs deep into practical methods and tools — like those used by companies such as Four Dots, Dibz (dibz.me), and Reportz (reportz.io) — to help you avoid the all-too-common pitfalls of treating your

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