AI agents drive a new CPU shortage after GPU and memory crunches

Claude Code 2.1.268 lets admins set pricing in gateway.yaml so signed-in clients get matching rates and /cost telemetry aligns with the spend meter. It also adds a gatewayInternalNetworks setting and a --remove-session-state flag for self-hosted runners.

Over 100 participants in Eigen Labs' ECDSA.Fail competition cut the secp256k1 circuit resource score from 10.75 billion to 1.496 billion. The leading circuit used 1,151 logical qubits and ~1.3 million Toffoli gates; a later design went below 1 million gates.

Uncanny Valley episode examines a former Anthropic researcher's viral resignation claim that AI could wipe out humanity within a decade, with WIRED's Will Knight assessing whether the doom narrative is overblown. Episode also covers Apple's $2,000 foldable iPhone Duo and a Census report built on faulty data.

The Agents API is a managed service powered by the Codex harness that handles orchestration, long-running sessions, and context management. It is available in public beta, with MCP tool connections and shareable runbook reports.

Reddit users report Claude chat pauses now display a stated reason, with one user flagged for "reasoning_extraction."

GPT-Live-1 brings ChatGPT's full-duplex conversations to the API, letting voice agents listen while they speak and work with the models and harness of the developer's choice. The New Stack reports one team deleted 23,000 lines of code after the split.