
How to Fix Tool-Use Loops in Autonomous Coding Agents
Autonomous coding agents love getting stuck in tool-use loops. Here's why it happens and four concrete fixes that stop the bleeding.

Autonomous coding agents love getting stuck in tool-use loops. Here's why it happens and four concrete fixes that stop the bleeding.

LLM coding agents quietly drop constraints as tasks get longer. Here's why it happens and a concrete pattern for keeping back end code generation honest.

Why AI agents lose context across multi-step tool calls and a concrete scratchpad pattern to fix it, with code examples.

A walkthrough of debugging high memory usage in a Node.js service running on a small VPS, with three concrete fixes that added up to a 40% RSS reduction.

Why your AI agent gets stuck calling the same tool 47 times in a row, and three concrete patterns to break the loop in production.

A practical walkthrough for auditing what your IDE extensions actually send to the cloud, using lsof, mitmproxy, and filesystem monitoring.

Stop runaway LLM agent loops with hard iteration caps, tool-call deduplication, embedding-based loop detection, and forced-decision prompts.

A practical guide to fixing CUDA out of memory errors in Stable Diffusion WebUI — from command-line flags to PyTorch allocator tuning.

When AI agents mix imperative control flow with stochastic LLM calls, you get unmaintainable spaghetti. Here's how to refactor them into reliable state machines.

A practical walkthrough of how to debug, reproduce, and prevent kernel memory corruption bugs on Apple Silicon, with concrete tools and code examples.

Lost your debugging instincts to AI autocomplete? Here's a hypothesis-driven workflow to rebuild diagnostic skills, with a flaky-test walkthrough.

Native modules silently break when you switch JavaScript runtimes. Here's how to diagnose ABI mismatches and rebuild safely without losing a weekend.

A practical guide to diagnosing and fixing memory leaks in Node.js production services using heap snapshots, with concrete code examples.

A real-world walkthrough of a TOCTOU race condition in an async user-creation endpoint, with three layered fixes and a prevention checklist.

A field-tested guide to diagnosing and recovering when a vendor firmware update silently locks down the LAN API your integration depends on.

Bare fetch() has no timeout, so a stalled upstream can hang your app forever. Here's how to fix it with AbortSignal.timeout and sensible retries.

A practical guide to debugging silent memory corruption in CUDA kernels, with compute-sanitizer workflows and a look at Rust-on-GPU tooling.

Your Docker containers take 10 seconds to stop? It's almost always the PID 1 signal-handling problem. Here's the root cause and the fix.

A practical, layered approach to catching hallucinations and confidently-wrong outputs from LLM features in production — with code.

Migrating to an alternative JavaScript runtime and most of your code works? Here's how to debug the small percentage of Node APIs that don't.

USB-C cables all look the same but have wildly different capabilities. Here's how to debug cable issues on macOS using built-in tools and open-source solutions.

Practical debugging strategies for deep learning models that fail silently, from data pipeline checks to gradient monitoring and distribution shift detection.

When browser DevTools can't explain API failures, MITM proxies reveal what's really happening on the wire. A step-by-step debugging guide.

macOS Privacy & Security settings don't always reflect reality. Learn how to audit TCC databases directly and debug permission issues the right way.

A practical guide to debugging WML errors in Battle for Wesnoth add-ons, from enabling log output to fixing silent failures in custom scenarios.

WebSocket connections drop silently in production. Here's a step-by-step fix using heartbeats, exponential backoff, and the Visibility API.

How to debug and prevent silent API failures when integrating with platforms that have multiple services sharing confusing, overlapping names.

Intermittent CI pipeline failures aren't random. Learn how to diagnose and fix the three most common causes: race conditions, resource exhaustion, and flaky dependencies.

AI coding CLI tools drop tasks mid-execution more than they should. Here's how to diagnose and fix the three most common tool harness failures.

Debug and fix Node.js memory leaks with heap snapshots, bounded caches, and proper listener cleanup — inspired by Voyager 1's 69 KB constraint.
Walk through the most common causes of infinite loops, from off-by-one errors to floating point traps, with step-by-step debugging techniques and prevention patterns.
How to identify and fix the small workflow frustrations that silently eat hours of your dev time every week — with scripts to measure and fix them.
Why your JWT tokens expire unexpectedly and how to fix it. Covers clock skew, refresh token rotation, and common pitfalls with token-based auth.