What changed in AI today

• Sergiy Dybskiy of Sentry and Ben Homes of Warp are presenting the sponsored workshop.
• The sponsor says Sentry integration enables automated debugging with full context and captures agent metrics for evals.
• Sessions cover what Warp factories are and how Warp uses Sentry internally.
• The source gives no date, price, or registration details for the workshop.

Why it matters for marketers: Content teams should treat these debugging and eval claims as sponsor-stated and unverified, and label any coverage as sponsored.

• Sub-agents or coworker agents get dedicated identities and a 4-layer memory, per the sponsor.
• Agents can orchestrate across Gemini, Claude, and open models, and connect to any MCP server.
• Governance runs through Agent Sandbox and Agent Gateway, with real-time spend caps for cost control.
• A Gemini at Work keynote is available to watch, and on-demand sessions cover building and governing agents.

Why it matters for marketers: Teams evaluating agent platforms can compare built-in policy enforcement and spend caps. The source gives no pricing or general availability details.

• Sponsored Algolia content says enterprise search is moving from returning links to carrying out actions.
• Algolia says its retrieval and ranking layer powers enterprise intent routers.
• The piece describes turning natural language requests into actions it calls safe and auditable.
• It also covers building an indexed tool catalog and ranking candidates under policy constraints.

Why it matters for marketers: Content teams covering enterprise search should label this as sponsored vendor claims, since the source gives no benchmarks, pricing, dates or availability.

• Step 5 Preview costs $1 per million input tokens and $2.70 per million output tokens, per the sponsored item.
• Step 5 Preview reportedly scores near Claude Opus 5 (Medium) on Artificial Analysis's Intelligence Index, with a 1M-token context.
• Step 5 Preview is on OpenRouter and works in OpenCode, Kilo Code, Cline, omp and Hermes Agent; more integrations are planned.
• StepAudio 3 ASR ranks first in Artificial Analysis non-streaming transcription at 1.7% WER; Realtime ranks first in two conversational categories.

Why it matters for marketers: Teams building coding agents or budgeting for voice features can compare StepFun's per-token prices and benchmark rankings against current options.