The Problem: Blockchain Forensics Needs Vision, Not Just Text Graph renderings of blockchain transactions carry topology signals that serialize badly into token sequences. A hub node surrounded by 47 short-lived leaf wallets looks like a table of addresses and amounts in text form — recognizable only if you already know the pattern. Rendered as an … Read more
The Problem: Blockchain Security Needs Visual Reasoning, Not Just Embeddings Graph visualizations of blockchain transactions contain structural signals that are essentially invisible to embedding-based classifiers. A peel-chain mixer produces a distinctive fan-out pattern — one input, many outputs at near-identical amounts — that shows up immediately as a visual motif but gets washed out when … Read more
The Problem Speakr Is Solving (And Who It’s Actually For) Cloud transcription pricing has a nasty compounding effect: you don’t notice it until you’re processing a backlog of three-hour interview recordings and the monthly invoice arrives. AssemblyAI and Deepgram both bill per audio-minute, which sounds reasonable until your podcast archive hits four figures in hours, … Read more
The Problem: Your AI Coding Assistant Lives in a Walled Garden The hallucination that wastes the most time isn’t a wrong algorithm — it’s a wrong tool call. Your LLM confidently writes prisma db pull –schema=./prisma/schema.prisma against a database that’s actually on a non-standard port behind a tunnel, or generates a Docker Compose service block … Read more
The Problem: LLMs Are Terrible at Surgical File Edits The first time an LLM helpfully rewrote my entire nginx.conf because I asked it to add a single proxy_pass directive, I didn’t notice until the site started returning 502s. The model had quietly dropped two map blocks, reordered the server contexts, and normalized all my tab … Read more
The Attack Surface Nobody Audited Until Now Most people treating their AI coding assistant as a smarter autocomplete have not thought carefully about what it can actually do on their machine. Cursor, Gemini CLI, and similar agentic tools operate with filesystem read access, shell execution, and in many configurations the ability to stage and push … Read more
The Moment I Realized I Had a Problem I was doing a technical phone screen — no IDE, just a shared Google Doc — and I needed to write a reduce() call to group an array of objects by a key. I’ve written that exact pattern probably 300 times across different codebases. My fingers went … Read more
The Moment I Realized I’d Forgotten How to Write a Regex Six months into daily Copilot use, I hit a 2-hour train journey (no signal, not a flight, but the metaphor holds) and needed to write a regex to parse some log timestamps. Basic stuff — capturing named groups, optional milliseconds, timezone offset. I sat … Read more
The Feature Ticket I Opened Monday Morning (And Exactly What Happened Next) ## The Feature Ticket I Opened Monday Morning (And Exactly What Happened Next) Here’s the prompt I dropped into Cursor at 9:04 AM: Add a WishlistButton.tsx component that calls useCartUpdate.ts on toggle. Button should be optimistic — update UI immediately, roll back on … Read more
The Bill That Made Us Actually Think About This The thing that caught me off guard wasn’t the total — it was that nobody flinched at first. We hit $800/month across four developers before anyone said a word about whether it was worth it. The invoices just quietly auto-renewed. GitHub Copilot for everyone, two people … Read more