Google launches Antigravity 2.0: desktop app, CLI, and SDK. Google ships Antigravity 2.0 with a desktop app, CLI, and SDK designed to orchestrate multiple agents and run managed isolated runtimes. This gives engineers a local-first agent dev suite for parallel orchestration and safer iteration on multi-agent workflows (Principle 09/07).

Show HN: Forge — Guardrails lift an 8B model from 53% to 99% on agentic tasks. Forge demonstrates guardrails plus VRAM-aware context management that boost an 8B self-hosted model from 53% to 99% on multi-step agent tasks. Outcome engineers can adopt these guardrail patterns to get predictable, production-grade behavior from smaller, cheaper models (Principle 06/10).

Claude agents can finally connect to enterprise APIs without leaking credentials. Anthropic adds self-hosted sandboxes and MCP tunnels so Claude Managed Agents keep enterprise credentials inside network boundaries rather than in agent processes. That removes a major integration blocker for production agent workflows and informs how you design secure islands and credential gates (Principle 07/14).

Zendesk Unveils Autonomous Service Workforce, Outcome Billing. Zendesk launches a Resolution Platform and Agent Builder for an Autonomous Service Workforce billed only for verifiable outcomes. If you build service agents, expect product requirements to shift toward measurable artifacts and audit trails that prove outcomes for billing and governance (Principle 16/09).

OpenAI introduces Guaranteed Capacity: one- to three-year committed compute reservations. OpenAI offers multi-year reserved compute to guarantee capacity for enterprise products and agent workflows. Reserved capacity changes how you plan cost, SLAs, and long-running orchestration — factor commitments into your Order and capacity strategy (Principle 04/12).