H Company's Holotron-12B uses a memory-efficient new design to lift PC-operation AI throughput to 8,900 tokens per second. Unsloth has released the beta of 'Studio,' a browser tool for no-code model fine-tuning.
Techniques and defenses from the MINJA, InjecMEM, and ToxicSkills campaigns that poison AI agents’ memory files, and the fact that GPT-5.3-Codex achieved a 72% exploit success rate on EVMbench released by OpenAI and Paradigm. This article organizes how AI becomes both a target of attacks and a weapon for attackers.
Stripe Minions, Amazon Kiro, Claude Code compaction, and a Replit DB deletion. We synthesize multiple cases to extract the design principles required to operate AI coding agents in production, and organize them alongside CodeRabbit's 470‑repo statistics plus efforts from Google and GitHub.
Andrej Karpathy coined "Claws" as an upper layer for AI agents, and June Kim answered the same question from a different angle with the Cord framework implemented with MCP and SQLite. This piece organizes the shift from single-shot agents to autonomous coordination systems from both conceptual and implementation perspectives.
Kiro autonomously deleted production, causing 13 hours of AWS downtime; Claude Code’s auto-compaction irreversibly erases context; sub-agents silently burn through usage. Three incident reports from the same week.
Stripe’s Minions agent generates 1,300+ PRs per week with zero human effort. Implementation details of the four components: Devbox, Blueprints, Toolshed, and a fork of goose.
