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News
Stop Eating Free Scope: The Change Log Habit That Saved My Freelance Hours
4+ hour, 33+ min ago (175+ words) Scope creep rarely shows up as a formal change request. It shows up as a Slack ping at 4:47pm: "Quick one — can we also add X? Shouldn't take long." You know you should pause. You also know saying yes keeps the…...
Your AWS NAT gateway is costing you $1,800+ a month. Here's why and how to fix it.
6+ hour, 26+ min ago (584+ words) This post is the practical fix. We'll cover where the cost actually comes from, three patterns that cut it (VPC endpoints, IPv6 egress, NAT instance), and the platform-level move that handles all three for you. A NAT gateway has two pricing…...
I pay an LLM to approve bad reviews
7+ hour, 59+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
Your LLM cost estimate is wrong above 200,000 tokens
8+ hour, 43+ min ago (441+ words) I went looking for a straight answer to "what will this cost per month" and found that almost every comparison table gets it wrong the moment prompts get long. Not slightly wrong. Double. Gemini 3.1 Pro is $2 per million input tokens,…...
Scaling transactional email: which provider fits at each growth stage (0 -> 100K+ emails/month)
18+ hour, 24+ min ago (1794+ words) Picking a transactional email provider feels like a five-minute decision — add an API key, send your first signup confirmation, move on. It stays a five-minute decision until you scale, at which point the plan you casually picked can turn into…...
7 Claude Code agents held 24 board meetings. Revenue: $0.
21+ hour, 8+ min ago (549+ words) The output side of that machine works. Here is the input side, three weeks in: Every number is from the platform dashboards, pulled by a script. Nothing is rounded up. The runner that launches each unattended command wrote OK to…...
Open Source 𝐓𝐫𝐚𝐝𝐢𝐧𝐠 𝐒𝐢𝐠𝐧𝐚𝐥 𝐒𝐞𝐫𝐯𝐞𝐫
1+ day, 4+ hour ago (389+ words) LLMs can become useful analysis assistants when they have structured data and real‑time market context, meaning they have enough relevant information for the task. Getting specific indicators, news, and candles into an LLM is difficult, even with search tools…...
5 Errors I Hit Building DeFi Bots (And How to Fix Them)
1+ day, 21+ hour ago (580+ words) Building production bots on free APIs sounds cool in theory. In practice, you hit walls immediately. Here are the 5 real errors I encountered while building two Ethereum monitoring bots, and exactly how I fixed them. The Problem: I started monitoring…...
CCTP V1 vs V2: The Nonce Mismatch That Breaks Cross-Chain Arrival Checks
2+ day, 1+ hour ago (391+ words) While building a cross-chain transaction tracker on Base, I hit a subtle gotcha in Circle's CCTP (Cross-Chain Transfer Protocol) that took me a while to figure out. If you're building anything that tracks "did my USDC bridge transfer arrive on…...
150ms Taker Delay and Volume-Tier Limits
3+ day, 19+ hour ago (351+ words) Part 2 pinned the settlement target: 60s Chainlink TWAP. Part 3 is the matching layer. A correct P(up) still dies if the venue changed how taker orders are allowed to race. Add the older delay-lock behavior: once a taker order enters the…...