Articles, one at a time.
Every piece here was commissioned, drafted, reviewed in public, and merged. No content mills, no auto-published slop.
Agentic Engineering: Karpathy's AI-First Development
A practical guide to agentic engineering beyond vibe coding, with a local sandbox PoC for gates, traces, and review loops.
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Claude for Small Business: 15 Agentic Workflows Explained
Anthropic's May 2026 Claude for Small Business package: 15 agentic workflows, MCP connectors, and developer paths for building SMB integrations.
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Chain of Draft: Cut LLM Reasoning Tokens by 80%
Chain of Draft (CoD) cuts LLM output tokens by 78–92% vs Chain of Thought with a single prompt change. Learn the technique, benchmarks, and when to use it.
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Pydantic AI Graph Agents: Build Stateful Pipelines with pydantic-graph
Build typed, stateful AI agent pipelines using pydantic-graph. Effloow Lab ran a 3-node state machine locally on pydantic-ai 1.97.0 and documents the API migration path.
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Cloudflare + Stripe Machine Payments Protocol: Agents Own Their Stack
Cloudflare and Stripe launched MPP in April 2026: AI agents can now create accounts, buy domains, and deploy Workers autonomously. Here is how the protocol works.
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Gemma 4 MTP Drafters: 3x Faster Inference via Speculative Decoding
Google released MTP drafters for Gemma 4 on May 5, 2026. This paper-to-code walkthrough explains the architecture and shows the HuggingFace Transformers integration.
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GitHub Copilot Agent Mode in JetBrains IDEs: 2026 Guide
Complete guide to GitHub Copilot agent mode in JetBrains IDEs in 2026: inline agents, CLI agent, worktree isolation, MCP support, and Claude Opus 4.7.
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MCP Roadmap 2026: Stateless HTTP, Tasks, Server Cards
A developer guide to the 2026 MCP roadmap: stateless HTTP, task polling, server cards, and what Effloow Lab verified locally.
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Notion Developer Platform 2026: Workers, Agents, and Database Sync
Notion 3.5 launched May 13, 2026: Workers (hosted code runtime), External Agent API, and Database Sync. Here is what it means for developer teams.
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Sakana AI RL Conductor: 7B Orchestrator for Multi-Agent AI
How Sakana AI's 7B RL Conductor beats GPT-5 by routing tasks across frontier models via natural language workflows. ICLR 2026 paper PoC.
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Claude Code Agent View: Parallel Sessions Guide
Use Claude Code Agent View to run, inspect, and control parallel background coding sessions without losing review discipline.
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AutoTTS: LLMs Automatically Discover Better Reasoning Strategies
AutoTTS replaces hand-crafted test-time scaling heuristics with agent-discovered controllers. Learn how the CMC cuts token usage 69.5% while matching accuracy.
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