Tag

ai-mo

2 issues found

Jan 22, 2026

Description

- Code-as-Action Dominance The industry is pivoting from fragile JSON schemas to raw Python execution, with frameworks like smolagents delivering massive gains in reasoning and tool-use reliability.
- The VRAM Arms Race Building production-grade agents now requires substantial local compute, with practitioners moving toward 512GB Mac Studios and custom AMD MI50 clusters to support high-reasoning kernels.
- Hierarchical Agent Frameworks We are moving beyond single-agent prompts into complex ecosystems where tools like Claude Code and MCP allow autonomous subagents to manage technical debt and complex orchestration loops.
- Deterministic State Machines To close the 'Reliability Gap,' builders are implementing finite state machines and 'Deterministic Gates' to ensure agents remain within operational guardrails rather than relying on open-ended chat prompts.

Description

- The Execution Shift Hugging Face’s smolagents and the code-as-action paradigm are resetting benchmarks by ditching JSON for raw Python execution. - Durable Agentic Kernels We are moving past fragile wrappers toward robust harnesses featuring persistent memory, local compute sovereignty, and file-based state. - Open-Source Reasoning New models like Olmo 3.1 are challenging proprietary giants, proving that specialized thinking architectures are the new performance frontier. - Hardening Infrastructure From Ollama’s enterprise pivot to OpenAI’s 10GW physical bet, the focus has shifted to the massive compute and reliable orchestration required for autonomous agents.