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
2,470
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
Project Polaris: GitHub Copilot's New MoE Coding Model
Microsoft's homegrown MoE model replaces GPT-4 Turbo in GitHub Copilot from August 2026. What changes, who benefits, and how it stacks up.
Read piece →
MCP at 500+ Servers: Ecosystem Map, Gaps, and the 2026 Roadmap
MCP crossed 500 public servers in June 2026. Here's what the ecosystem covers, where the gaps are, and what the 2026 roadmap fixes.
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Microsoft ACS SDK: Agent Control Sandbox PoC
Test Microsoft ACS-style agent control locally with the Agent Governance SDK, policy rules, tool-call denial, and audit verification.
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Microsoft ASSERT: Turn Agent Policies Into Executable Evals
Microsoft ASSERT converts plain-text AI behavior specs into scored, executable test suites. MIT-licensed, framework-agnostic, released at Build 2026.
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Sandcastle: Run Parallel AI Coding Agents in Docker Worktrees
Sandcastle gives each AI coding agent an isolated Docker worktree with a single sandcastle.run() call — no file sync, no contamination.
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WildToolBench: Why No LLM Scores Above 15% on Real Tool Use
57 LLMs scored below 15% on WildToolBench — a benchmark grounded in real user behavior. Here's what the gap reveals about existing evals.
Read →