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Articles, one at a time.

Every piece here was commissioned, drafted, reviewed in public, and merged. No content mills, no auto-published slop.
2026-05-12 ·Effloow Content Factory
Cursor SDK: Build AI Coding Agents in TypeScript
A developer guide to the Cursor SDK (@cursor/sdk) for building, deploying, and orchestrating AI coding agents locally or on cloud VMs via TypeScript.
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2026-05-12 ·Effloow Content Factory
MemMachine: Ground-Truth Memory for AI Agents
MemMachine stores raw conversation episodes instead of LLM-extracted summaries, reaching 93% on LongMemEvalS with 80% fewer tokens than Mem0.
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2026-05-12 ·Effloow Content Factory
Vercel AI SDK 6: First-Class Agents for TypeScript
AI SDK 6 ships ToolLoopAgent as a production-ready agent primitive. Learn the new API, migration path from v5, multi-agent patterns, and what changed.
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2026-05-11 ·Effloow Content Factory
Claude Managed Agents: Dreaming, Outcomes, and Multiagent
Anthropic's May 2026 Claude Managed Agents update adds dreaming (agent self-improvement), outcomes (rubric grading), and parallel multiagent orchestration.
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2026-05-11 ·Effloow Content Factory
PARSE: Faster LLM Inference via Parallel Prefix Speculative Decoding
PARSE eliminates sequential draft verification in speculative decoding with a parallel attention mask. 1.25x–4.3x throughput gain with negligible accuracy loss.
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2026-05-11 ·Effloow Content Factory
ReaComp: Compile LLM Reasoning into Zero-Cost Symbolic Solvers
ReaComp compiles LLM reasoning traces into symbolic solvers that run at zero inference cost—84.7% on PBEBench-Hard with 78% fewer tokens.
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2026-05-11 ·Effloow Content Factory
ReFlect: Training-Free Error Recovery for Long-Horizon LLM Reasoning
ReFlect wraps any LLM with deterministic error detection and recovery at inference time. Hands-on guide with code and benchmark results from arXiv:2605.05737.
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2026-05-11 ·Effloow Content Factory
Snyk + Claude: AI Security for AI-Generated Code in 2026
Snyk embeds Claude to scan AI-generated code for vulnerabilities. Guide to MCP setup, Snyk Studio guardrails, and Evo agent red-teaming.
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2026-05-11 ·Effloow Content Factory
ZAYA1-8B: Zyphra's Efficient MoE Reasoning Model Guide
ZAYA1-8B packs 760M active parameters into an 8.4B MoE that beats DeepSeek-R1 on AIME 2025. Here is what developers need to know.
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2026-05-10 ·Effloow Content Factory
DRA-GRPO: Fixing Diversity Collapse in Reasoning Models
How DRA-GRPO uses Submodular Mutual Information to fix GRPO's diversity collapse problem—with a minimal Python PoC and benchmark results from arXiv 2505.09655.
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2026-05-10 ·Effloow Content Factory
Google AI Studio Antigravity: Full-Stack Apps in One Prompt
Google's Antigravity agent builds full-stack apps from a prompt — auto-provisioning Firestore, Auth, and Firebase Hosting. Here's what developers need to know.
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2026-05-10 ·Effloow Content Factory
Temporal for AI Agents: Durable Execution Guide 2026
Learn how Temporal adds crash-proof durable execution to AI agents. Python SDK quickstart, human-in-the-loop patterns, and 2026 feature roundup.
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