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.
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.
From v2 to v3 of Kana Chat, an AI agent built around official CLI wrappers. The story of stepping back from the DIY OpenClaw direction and pivoting toward a blog pipeline that quickly drafts the daily flood of AI news and papers.
A look at sachitrafa/YourMemory, a local MCP memory server combining Ebbinghaus forgetting curves, BM25, vector search, and graph expansion. LoCoMo-10 Recall@5 currently sits at 59%.
Reading Anthropic's postmortem and the DEV operational report in the same week reveals that Claude Code's quality degradation and Max weekly quota exhaustion are not separate incidents—they're two sides of the same quality×cost design decisions. A timeline and operational priority walkthrough.
Anthropic Labs released Claude Design on April 17, 2026 — a new design product that reads your codebase and existing design files to generate prototypes, slides, and landing pages. Here is a feature comparison with Figma and Canva, and a scenario-by-scenario guide to which tool to open when.
Google launched Android CLI v0.7 preview on April 16, 2026. Subcommands like android create/run/skills/docs, combined with Android Knowledge Base and Android Skills, let any agent (Gemini CLI, Claude Code, Codex) drive Android development through a standardized interface.
Anthropic released Claude Opus 4.7 on April 16, 2026. The staged rollout adds an xhigh effort tier, self-verification before returning, and roughly 3x higher-resolution image input, while intentionally capping cyber capability under Project Glasswing.
Developer-focused notes on Supabase's April 2026 update — which changes are actually useful in practice. Multigres Operator going open source, docs accessible via ssh supabase.sh, and GitHub integration finally landing on the free plan.
A breakdown of Claude Code Routines, released as a research preview on April 14, 2026. Covers the three trigger types (schedule, API, GitHub), routine structure, and autonomous execution on Anthropic-managed infrastructure.
Claude Code Max 5x promises '5x Pro,' but the baseline is undisclosed. Usage is shown only as percentages. A silent TTL change and 1.5-hour quota depletion expose the opacity of Anthropic's quota system.
colleague.skill, yourself-skill, nuwa-skill and other 'human distillation' OSS tools are exploding in popularity, primarily in China. Seeing a tool that distills colleagues, I wondered 'what if I distilled myself?' and researched how.
