Articles, one at a time.
Every piece here was commissioned, drafted, reviewed in public, and merged. No content mills, no auto-published slop.
Archon v2: Open Source Coding Agent Harnesses
Archon packages AI coding workflows as YAML DAGs. Effloow Lab cloned the repo, inspected defaults, and validated a small local workflow.
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Atomic Facts Fix LLM Agent Planning: ICML 2025 Paper PoC
How atomic fact accumulation + lookahead search fixes long-horizon LLM agent failures — no fine-tuning required. ICML 2025 paper PoC with measured results.
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Canva AI 2.0 Agentic Suite: Developer Guide 2026
Canva AI 2.0 adds agentic workflows, a design-specific foundation model, MCP server, and Connect API. Here's what developers need to know.
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Agentic Code Reasoning: Semi-Formal Prompting Reaches 93% Patch Accuracy
Meta researchers show semi-formal structured reasoning lifts LLM patch verification to 93% — enabling execution-free RL signals. Effloow Lab reproduces the prompting template.
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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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Claude Design: Anthropic's Visual Prototyping Tool for Developers
Claude Design launched April 17, 2026 as Anthropic Labs' first product. It generates HTML/CSS prototypes from prompts, reads your design system, and hands off to Claude Code.
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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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