Shared entity / Stack layer
AutoMem: Optimizing Agent Memory Alone Lifts a 32B Model to Opus 4.5 Territory
arXiv / HuggingFace Daily Papers
Stack layer / Update thread
llm 0.31.1 Released — Point Update to the Command-Line LLM Harness
simonwillison.net
Stack layer / Update thread
sqlite-utils 4.0 Was Mostly Written by Claude Fable Across 37 Prompts for ~$149
Simon Willison
Contrast / Update thread
llm 0.31.1 Fixes a Tool Call Crash That Only Shows Up on Non-OpenAI Providers
simonwillison.net
Stack layer
Pattern: 'Agentic Engineering' Is Hardening Into a Discipline Distinct From Vibe Coding
Simon Willison
Policy dependency / Stack layer
Kastra Launches Policy Enforcement for Claude Code, Cursor, and Codex
Hacker News
Stack layer / Threat pattern
Snyk's Evo Agentic Development Security Hit GA June 29 — an Enforcement Layer That Polices MCP Servers and Coding Agents at Runtime
SiliconANGLE
Stack layer / Threat pattern
AWS open-sources Loom, an enterprise agent platform built on Strands Agents + Bedrock AgentCore Runtime
AWS Open Source Blog