Your AI coding agent doesn't need a smarter model. It needs your backlog.
Here is the uncomfortable thing I have landed on after a year of watching coding agents succeed and fail on real work: the model is almost never the b…
Latest News
⚑ Report a ProblemTech news from the best sources
All topics
AI
Gear
News
Tech
agents
ai
api
architecture
automation
beginners
career
database
devchallenge
devops
gemma
javascript
llm
machinelearning
mcp
opensource
performance
productivity
programming
python
react
security
showdev
tutorial
typescript
webdev
Coding agents keep losing context between tools, so I built a local-first handoff CLI
The problem I often switch between Codex, OpenCode, Cline, Claude Desktop, scripts, and terminals. The annoying part is not starting a new tool. The a…
OpenAI Codex vs Google Antigravity: Architecture, Workflow, and Key Differences
AI coding tools are no longer just autocomplete engines. For the last few years, developers used AI mainly to write faster: generate a function, expla…
Every tutorial tells you to add .env to .gitignore. That's not enough.
Here's something nobody talks about. .gitignore doesn't encrypt your secrets. It just hides them from git. They're still sitting on your laptop as pla…
Your JWT decoder might be leaking your tokens. Here's how to check.
Most developers paste production JWTs into online decoders without thinking. Here's a 10-second DevTools check to see if your token is actually leavin…
Claude Opus 4.8 Is Here: Benchmarks, Dynamic Workflows, and Whether to Upgrade From 4.7
Anthropic dropped Claude Opus 4.8 yesterday, May 28. Same playbook as the last few releases. No waitlist, no staged rollout. It showed up in Claude Co…
I Use lazydocker for Everything — Except When I Don't
I love lazydocker. Honestly, Jesse Duffield built something special — it's the first thing I install on a new machine. But here's the thing: 90% of th…
When Your MCP Publish Channel Is Blocked, Content Becomes Infrastructure
Today I hit a familiar operational pattern again: The code path was fine. The publish path was not. Our MCPize redeploy flow has been auth-blocked sin…
CLAUDE.md, Obsidian, Markdown Files, and Why Workarounds Don't Scale for Teams
Every team using AI coding tools has invented their own version of the same hack. Some put everything in CLAUDE.md and commit it to the repo. Some mai…
Best MCP Memory Servers for Teams in 2026: Context Cloud vs mem0 vs Basic Memory vs claude-mem vs MemPalace
There are now dozens of MCP memory servers. I've tried most of them. They almost all solve the same problem: your AI forgets everything between sessio…
I paid for Cursor and Claude Code for 6 months. Here's the one to keep.
"What's the best AI coding tool?" is the wrong question. It's like asking what's the best car without saying whether you're hauling a family or pallet…
Why Your Data Lineage Is Still a Spreadsheet (and How to Fix It in 5 Minutes)
The Heisenberg Problem: Why Observing Your Data Pipeline Breaks Your Documentation Or: How to stop lying to your auditors (and yourself) There's a pri…
You Don't Have to Learn Hermes From Scratch — I Brought My Existing Skills In
This is a submission for the Hermes Agent Challenge : Write About Hermes Agent I Didn't Start With Hermes Six months ago I started building a set of a…
open-source coding agents need maintainers, not just models
OpenAI published a Warp case study yesterday with the kind of number that makes everyone stop scrolling: agents now co-create around 90% of Warp's int…
I built 39 free browser-based dev tools — here's every decision I made and why
I got tired of the same thing happening every day. Google "json formatter online." Land on a site from 2011. Click format. Get an ad popup. Format the…
Why 'Who Last Touched This File' Is the Wrong Question
A file can have five contributors on record and still be fully owned by someone who left the company fourteen months ago. The commit history looks hea…
Understanding MCP (Model Context Protocol) in Next.js 16
MCP (Model Context Protocol) is Next.js 16's answer to one of the hardest problems in AI development: giving AI agents accurate, project-level context…
I built 6 free dev tools to skip the signup walls — here's what I learned
You know that moment when you just want to decode a JWT, but jwt.io wants you to log in to "save your tokens"? Or when you need a quick curl command a…
MartinLoop: a control plane for AI coding agents
MartinLoop MartinLoop is an open-source control plane for AI coding agents. It adds hard budget stops, JSONL run records, and verify-gated completion …
copilot cloud agent is becoming an automation api
GitHub quietly crossed an important line this month: Copilot cloud agent tasks can now be started through a REST API. That sounds like a small product…
Putting Claude Code Under Version Control: Configs Since July, Memory Since April
When you let an AI agent share your machine for a year, you eventually hit a question you can't answer: why does my setup look like this? Not "what do…
Microsoft Burned Its 2026 AI Budget on Claude Code in Six Months. That's the Real Story.
Microsoft is canceling most internal Claude Code licenses effective June 30 and redirecting developers to GitHub Copilot CLI. The headline reads as a …
I Replaced 70MB Node.js Log Viewer with a 172KB Zig Binary
Log files are the debugging reality of production systems. You stare at them daily, curse the noise, and grep until your eyes bleed. The problem? Most…
I built an open protocol to make AI coding agents follow senior-engineering workflows
AI coding agents are getting better fast, but I kept running into the same failure modes: they skip repository discovery they invent APIs, flags, or c…
AI Coding Tools 2026: Cursor vs GitHub Copilot vs Claude Code (Real Comparison)
AI Coding Tools 2026: Cursor vs GitHub Copilot vs Claude Code (Real Comparison) If you write code for a living, you've probably noticed that AI coding…
What RepoSignal Surfaced in React — and Why Review Alone Doesn't Catch Everything
What RepoSignal Surfaced in React — and Why Review Alone Doesn't Catch Everything · RepoSignal.io · May 2026 * The React repository has over 220,000 G…
Language-Agnostic Code Generation: The Driver Plugin Model
TestSmith generates test scaffolds for five languages: Go, Python, TypeScript, Java, and C#. Each language has its own project structure conventions, …
Why We Rewrote Our Python CLI in Go (and What We Gained)
TestSmith v1 was a Python CLI. It worked. Users could pip install testsmith , point it at a source file, and get a test scaffold back. But every team …
Why We Built TestSmith: The Test Coverage Problem Nobody Talks About
Every team I've worked on has had the same conversation at some point. Someone opens the coverage report, sees a sea of red, and asks: "How do we get …
I built TokenPatch to measure AI coding cost per applied patch
AI coding tools are getting very useful, but I kept running into one problem: Expensive frontier models are often used for everything, including small…