Automation
Trigger.dev V2: TypeScript-Native Durable Execution Without Temporal's Stack
How Trigger.dev pivoted from event triggers to durable execution primitives, exposing state persistence, retry plumbing, and deployment trade-offs.
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AI Agents
EASE Configuration: How Reproducible LLM Social Simulations Expose Multi-Agent Orchestration Boundaries
Standardized configuration for LLM multi-agent systems reveals the plumbing challenges of state serialization, interaction logging, and reproducibility.
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Automation
Trigger.dev V2: How TypeScript Background Jobs Differ from Temporal's Workflow Engine
Comparing Trigger.dev's TypeScript job runner to Temporal's workflow orchestration: execution guarantees, state persistence, and deployment boundaries.
Security
CVE-Bench: What Happens When You Ask LLM Agents to Fix Real Security Vulnerabilities
A benchmark architecture for testing agent security remediation: sandboxing, hidden test suites, and prompt strategies across 300 runs on real CVEs.
AI Agents
Diagnosing and Repairing Agent Harness Flaws
How to systematically debug tool interfaces, context corruption, and lifecycle errors in LLM agent execution harnesses using trace-guided diagnosis.
AI Agents
Unsupervised Skill Discovery for Agentic Data Analysis
How DataCOPE builds reusable procedural knowledge for data agents without labels, using verifier signals and contrastive distillation at inference time.
AI Agents
Agent Memory Systems: Persistent State, Retrieval Patterns, and System Bottlenecks in Long-Horizon LLM Workloads
First empirical study of agent memory infrastructure: storage backends, retrieval latency, session persistence, and cost trade-offs at scale.
Dev Tools
oMLX: Tiered KV Caching for Local LLMs: Memory and SSD Persistence for Agent Context
Deep dive into oMLX's two-tier KV cache architecture and how hot memory plus cold SSD persistence enables continuous batching and reusable context.
AI Agents
Will the Agent Recuse Itself? Measuring LLM Compliance with In-Band Access-Deny Signals
How autonomous agents handle soft access-control signals when they hold valid credentials but should voluntarily recuse themselves.
Dev Tools
Goedel-Architect: How Blueprint Graphs Turn Theorem Proving into a Multi-Agent Dependency Pipeline
Blueprint dependency graphs structure agent task allocation, state management, and proof orchestration in Lean 4 formal verification workflows.