REST polling at 1-second intervals collapses individual executions into OHLCV bars. A receive-queue-persist pipeline over WebSocket keeps every tick, and QUIC may stabilize the connection layer.
Tested connecting MCP servers to Ollama local LLMs on M1 Max 64GB. MCPHost is deprecated, tool calling breaks with quantized models, and context fills fast. Includes working TypeScript and Python custom MCP server setups.
Starting from Claude Code's 1.67B token runaway (anthropics/claude-code#4095), this traces why tool responses need is_complete, retryable: false, duplicate detection, and orchestrator-level budget caps. Directly applicable to MCP server design.
Design notes for centrally managing 3 play PCs at an exhibition booth. Mix the management UI into HDMI multiview to fit everything on one monitor, with a Stream Deck physical console so a relief operator can take over without breaking anything.
Starting from a DEV Community article about taking Synapse mobile with React Native + Expo, this digs into iOS/Android background restrictions, how desktops differ, similar patterns in payments and video uploads, and design options that assume disconnection.
CVE-2026-26268, fixed in Cursor 2.5, allowed AI agents to rewrite insufficiently protected .git config and Git hooks, leading to out-of-sandbox RCE on the next Git operation.
Klein 4B / 9B / Base LoRAs aren't cross-compatible — a 9B NSFW LoRA throws 'lora key not loaded' on mflux's 4B path. The variant map, what mflux runs today, and where the working hands-on test lives.
A real-world migration from pgBackRest to Barman on Railway reveals the operational cost increase in container environments and the importance of WAL slot monitoring.
An arXiv paper reports that fine-tuning GPT-4o, Gemini 2.5 Pro, and DeepSeek-V3.1 on summary-to-text expansion tasks increases verbatim reproduction of copyrighted books.
A read of CTX, which auto-injects context into Claude Code via the UserPromptSubmit hook. Compared with auto-memory, YourMemory, WUPHF, and Cloudflare Agent Memory on persistence and storage. Also looked at why 1M context still isn't enough and how each agent architecture uses its window differently.
Practical findings from someone who published 18 Chrome extensions over 6 months: what moved installs (titles, short descriptions, screenshots, review prompts) and how the Manifest V2 to V3 migration affects install rates.