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Deterministic state-machine guards for AI-agent workflows: enforce which tools an agent may call, in which order, with loop detection, cost budgets and step caps.

AI model: yuxinlu1/gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-GGUF

AI model: jcbtc/chadrock3.6-27b-pi-agent-rocmfp4-mtp

AI model: agentGreg/Bielik-Minitron-7B-v3.0-Instruct-MLX-4bit

AI model: nightmedia/granite-4.1-3B-Agent3-q8-hi-mlx

AI agent harness tool allowing it to wipe its own session context and re-run the first message

Unified design spec for an LLM agent platform — architecture decisions, module boundaries, API contracts, and coding standards as a single source of truth.

Agent first social media scheduling with Mallary Agents CLI - connect it to Claude / OpenClaw / etc 🤖