Connecting a DEV article on context rot, Anthropic's 1M context guidance, and Chroma's context rot research with earlier CTX and Compresr posts. The places to watch are CLAUDE.md size, tool output accumulation, and information loss around compact—not the model name.
Oxford Internet Institute's Nature 2026 paper found warmth fine-tuning raised error rates 10-30 points when users held wrong beliefs. Shah et al. showed Pearson r = 0.87 between persona agreeableness and sycophancy across 13 open-weight models. Standard benchmarks caught neither effect.
Notes on Node.js 26.0.0 released May 5, 2026. Temporal is unflagged but Safari blocks frontend use (~69% browser coverage). V8 14.6, Undici 8, removed legacy APIs, and why most production apps should stay on 24 LTS until the October LTS cut.
Reading Google's MTP drafter docs, vLLM recipes, and the AI for Developers guide. The 3x claim holds for 31B Dense but 26B A4B MoE stalls at batch 1 because speculative decoding verification loads extra expert weights per candidate token.
Looked at what actually replaces Tailscale on Linux when the issue is DNS/netfilter/CGNAT invasiveness, not WireGuard itself. Headscale, NetBird, Netmaker, Nebula, and Cloudflare Tunnel each solve a different slice. The real fix is separating private management access from public-facing APIs.
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.
Investigated whether NSFW LoRAs for FLUX.2 Klein 9B can run on M1 Max 64GB. Covers model compatibility, LoRA application paths, RunPod verification strategy, and VRAM requirements for training your own LoRA with ai-toolkit.
