... Blaze can now preview the future Shopify OAuth state lifecycle without storing anything yet. That includes: issuing a future state receipt binding state to tenant/workspace/store/operator context showing fingerprint-only receipts previewing one-time-use state consumption previewing replay rejection previewing expired state rejection previewing session mismatch rejection previewing rollback posture showing the future migration structure before it is created This is intentionally not live OAuth yet. No real Shopify tokens are stored. No authorization codes are stored. No raw OAuth ... ... hash signature hash session fingerprint tenant binding workspace binding Shopify store binding operator user binding expiry window consumed-at marker replay

... Blaze can now preview the future Shopify OAuth state lifecycle without storing anything yet. That includes: issuing a future state receipt binding state to tenant/workspace/store/operator context showing fingerprint-only receipts previewing one-time-use state consumption previewing replay rejection previewing expired state rejection previewing session mismatch rejection previewing rollback posture showing the future migration structure before it is created This is intentionally not live OAuth yet. No real Shopify tokens are stored. No authorization codes are stored. No raw OAuth ... ... hash signature hash session fingerprint tenant binding workspace binding Shopify store binding operator user binding expiry window consumed-at marker replay

... Python MCP server that gives any AI assistant (Claude, Codex, anything MCP-compatible) eyes and hands on your desktop. The 40 tools cover screenshots, clicking, typing, scrolling, OCR, accessibility tree queries on macOS, pywinauto on Windows, workflow recording and replay, and window watchers that fire when something changes on screen. Install (cloning works today, PyPI publish queued): git clone https://github.com/mihir-kanzari... cd openowl python3 -m venv .venv && source .venv/bin/activate pip install -e ".[macos]" Then point Claude Desktop ... ... means anyone who wants to audit it, fork it, or self-host can do that without paying me anything. It's alpha. Coordinate clicking on dense UIs misses sometimes. The vision-based finder is more reliable but slower. Workflow replay

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative. We made a deliberate choice not to cut corners on the AI layer because the AI layer is the product. Long-form content repurposing requires a model that can hold narrative across 800 words, match a brand voice consistently across ... ... different formats, and write something you'd actually publish not something you spend 20 minutes editing into shape. We tested the alternatives

... Today I m shipping RustAPI v0.1.300 with a new flagship feature: Replay (Time-Travel Debugging) a complete Record Replay

... detected My Solution: Linky uses AI (Claude/OpenAI + Playwright) to understand any website's structure and submit links intelligently. Key features: Works with ANY website you provide (not just a fixed list) Auto-adapts when sites update their UI "Action Replay" records successful submissions for zero-cost replay

... debugger to change settings. Want to increase rate limits? Need to rotate your Auth Key? Need 5 more webhook URLs instantly? Just update the config. The Actor hot-reloads in <10ms without dropping a single connection. 2. Deep Replay Search Ever missed a bug by 2 days? Our new /replay endpoint now paginates through gigabytes of history to find that ONE failed event from last Tuesday and replay

... have been building a lightweight browser game and something I keep thinking about is how much replayability matters when you are working with very small mechanics. Some games with only two or three actions somehow keep people coming back, while others with far more features lose attention fast. For those of you who have launched or tested small interactive products before, what do you think actually creates that loop that makes someone want to try one more round ...

... getting attention. What s an algorithm? A step-by-step way to solve a problem. Which means every algorithm has a job: Example (TikTok): the job is matchmaking - pairing a video with someone who ll care. Success = full completions + replays. Translation: design for finish-ability and rewatch-ability. Example (Instagram): there isn t one master algorithm. Feed, Explore, and Reels each have different goals. Reels cares about watch time and share-ability, so you need to think about % of view ... ... want more of, swipe past what you don t. Use tools: Not Interested, keyword filters, unfollow/mute. Cold-start on a mission: only engage with your ideal niche. If you re a founder/startup/creator: Design for the success signal (completion, shares, replays

... Thanks for sharing your amazing insights and that you dont love Pineapple on pizza, is a very important thing Comment from Serdar Aksoy(@serdaraksoy): Hey! I love what you re doing at PostHog especially the surveys and live session replays. Those have been super valuable when launching new features. That said, the analytics side can be a bit confusing at times. I really wish creating cohorts or tracking where users are coming from was easier. For example, in Google Analytics ... ... transparency and focus on building for developers first. Your approach to multi-product strategy is inspiring doubling down on what works rather than trying to reinvent the wheel. Curious, as you scale, how do you balance shipping new products vs