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How Claude Code Detects Its Own Weekly Rot and Repairs Itself
20+ min ago (574+ words) Your Claude Code setup doesn't break in one dramatic moment — it degrades a few bytes at a time, and by the time you notice, you've been paying a context tax for weeks. In a previous post I covered running an…...
Deployment of Python Bot on Koyeb and Heroku using StayPresent
46+ min ago (417+ words) Render and Railway tend to dominate the conversation around free Python bot hosting, but Koyeb and Heroku are both still widely used, and both come with their own quirks around ports, process types, and health checks. This guide walks through…...
Creating a Live Status Page for Your Python Bot
46+ min ago (1119+ words) Building a Live Status Dashboard for Your Python Bot A JSON health check is enough for a hosting platform, but it's not much use to you when you want a quick, human-readable view of whether your bot is actually doing…...
An AI Coding Cost Tracker Needs a Measurement Contract
1+ hour, 1+ min ago (267+ words) The most dangerous number in an AI coding dashboard is the one labeled cost without a definition. A local tool can reconstruct token activity from Claude Code and Codex session records. It can apply a dated model-price table. That produces…...
Building Automated Developer Pipelines
55+ min ago (115+ words) Here is how I automated my LeetCode progress, LinkedIn posting, and ATS resume updates using GitHub Actions and Python! Key Learnings Event-driven automation saves hours. Building in public creates continuous proof of work. #building-automated-developer-pipelines Building Automated Developer Pipelines Here is…...
DeepSeek API Balance Endpoint: Live Check and Monitoring
3+ hour, 41+ min ago (1701+ words) Live test: July 25, 2026 | Official endpoint | Three privacy-safe requests | All monetary values redacted This is an independent technical test. Chat-Deep.ai is not the official DeepSeek Platform or billing portal. If you still need general setup, start with our published DeepSeek…...
Is Speculative Decoding's Speedup a Hardware Problem or a Model Problem?
2+ hour, 3+ min ago (279+ words) The first full gamma sweep, on an open-ended, opinion-style prompt, came back like this: Slower across the board. The accept/reject math had already been verified correct, with stable, repeatable acceptance rates and no correctness bugs, so this wasn't a…...
Your Agent Is Not Stuck, It Is Looping. There Is a Difference and It Costs You Either Way | HackerNoon
3+ hour, 59+ min ago (1234+ words) Note: This blog is based on personal research and independent study. Views and examples are not affiliated with any employer or organization. A team running a customer support agent filed an internal incident report in early 2026. The agent had been…...
Building a Cross-Platform Disk Usage Analyzer in C
2+ hour, 18+ min ago (120+ words) I wanted a low-level C project that touches memory management, recursive filesystem traversal, and platform-specific APIs — so I built a terminal disk usage analyzer from scratch. No external libraries, just the C standard library and OS system calls. Bug 1 — realloc…...
We Got the Prompt Cache Working. Our Pipeline Got Slower.
2+ hour, 40+ min ago (505+ words) "You're spawning a fresh codex exec for every single call? Just run the app-server and reuse a thread. The prompt cache alone will pay for it." That sentence sounds so obviously right that nobody ever benchmarks it. We run a…...