Automated labs
for technical
content.
Effloow runs small experiments, paper reproductions, and new-tool checks, then turns the evidence into articles, tools, and service-ready proof for AI practitioners.
119+
Articles indexed in repo
13
Browser tools live
3
Daily evidence tracks
1,466
Monthly visitors snapshot
Signal
Sandbox PoCs become articles/
Paper ideas become small reproductions/
New tools are scouted before they are recommended/
Affiliate links require disclosure and evidence/
Human-assisted pieces stay draft until real input exists/
Services are built from the same operating system/
Sandbox PoCs become articles/
Paper ideas become small reproductions/
New tools are scouted before they are recommended/
Affiliate links require disclosure and evidence/
Human-assisted pieces stay draft until real input exists/
Services are built from the same operating system/
LANE · 01
Read evidence
Technical articles backed by sources, lab runs, or explicit limitations.
119 articles
LANE · 02
Hire the lab
Done-for-you technical content, sandbox PoCs, tool scouting, and launch articles.
briefs open
LANE · 03
Use the tools
Small browser utilities that turn content into repeatable workflows.
13 tools
LANE · 04
Audit the system
Experiment reports, strategy changes, and what the automation learned.
5 reports
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.
Read →