Frontier labs converge on agentic workflows as the next platform layer
Across OpenAI, Anthropic and Google, the centre of gravity has shifted from chat to agents that plan, call tools and complete multi-step work. Enterprise buyers are now evaluating orchestration, observability and guardrails as first-class requirements.
The industry's attention has moved decisively from conversational interfaces to systems that act. Agent frameworks from the major labs now ship with tool-calling, memory and planning primitives as defaults rather than extras.
Why it matters
For organisations, this changes the buying question from which model to which runtime. Evaluation, tracing and human-in-the-loop controls determine whether an agent survives contact with production.
Indicops view
We build agents with a hard boundary around autonomy: every irreversible action is gated, every decision is logged, and confidence thresholds route to a human when they drop.
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Cognition has released SWE-2 Flash, a faster and cheaper coding model available inside Devin Desktop and Devin CLI. The company says it costs about a fifth of SWE-2 and runs three times as fast, and is free for paid Devin users until 30 November, though its weights remain gated.
Anthropic hands Agent Skills to the Linux Foundation's Agentic AI Foundation
Anthropic is transferring the Agent Skills standard, its trademark, GitHub organisation and domain to the Agentic AI Foundation, following its earlier donation of the Model Context Protocol. The standard is used by more than 70 agent platforms and has around one million published skills with nearly 280 million installs.
Anthropic previews Claude Duet, a proactive agent that works from its own virtual machine
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