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News
Why a PR walkthrough can pass validation and still be hard to read
1+ hour, 45+ min ago (770+ words) I made an HTML guide for reading pull requests. When I shared it with coworkers, the visual feedback was encouraging, but I still felt that parts were hard to follow. One person wanted to see the explanation before the code…...
Why do Cursor and Claude Code both say connected to my memory server and still share nothing?
1+ hour, 20+ min ago (399+ words) Sharing memory across editors over MCP is a simple mechanism, and the trouble lives in the setup step around it. I checked six persistent memory systems, including the one I work on, for one thing: not whether they claim cross-IDE…...
TrueFoundry vs OpenRouter: Which AI Gateway Fits Your Stack?
1+ hour, 34+ min ago (949+ words) TrueFoundry and OpenRouter both solve the same problem, routing your app to the right model, but they solve it for different teams. One bets on enterprise control. The other bets on scale and speed. We tested both to find out…...
Best LLM for Coding in 2026: Claude Opus 4.8 vs GPT-5.5 vs Gemini 3.1 Pro (With Enterprise Governance Guide)
3+ hour, 7+ min ago (466+ words) When evaluating LLMs for coding assistance, consider these key dimensions: The table below compares the three leading frontier models generally available via API as of August 2026. Note: GPT-5.5 applies 2× input and 1.5× output pricing for sessions exceeding 272K input tokens. All prices…...
How to find LM Studio plugins and MCP servers
3+ hour, 13+ min ago (617+ words) Browse native LM Studio plugins and MCP servers, find tools by capability, and check what you need before adding them to your local setup. Tagged with ai, mcp, opensource, tutorial....
Nemotron 3.5 Lightning vs GPT-5.6 Luna vs Qwen3.8 Flash: 6x Gap [2026]
4+ min ago (638+ words) Here is every disclosed spec side by side. Where a vendor has not published a figure, the table says so rather than guessing. Per-token rates are hard to feel in the abstract, so here is what a mid-size workload actually…...
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
4+ hour, 42+ min ago (538+ words) Ollama 0.34.0, Debian 13, CPU only, qwen2.5:1.5b. The Responses API, which is the OpenAI-compatible endpoint Codex and similar clients use. Turn 1 plants something the model could not guess: password. Now two controls. The same question with the full history sent in the request…...
My Harness Used One Label for Three Different Failures.
4+ hour, 35+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Docker vs. Kubernetes: Which Should You Learn First?
4+ hour, 47+ min ago (640+ words) This question comes up constantly, and the honest answer is that it's not really a choice between two competing tools — it's a question of sequence. Docker and Kubernetes solve different, related problems, and one is a genuine prerequisite for the…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
5+ hour, 53+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...