Fresh stories
Devin launches Security Swarm with Agentic MapReduce and 36/50 GHSA hits
Cognition introduced Devin Security Swarm, a repo-wide vulnerability scanner built on an Agentic MapReduce architecture that fans out over code shards and verifies findings in sandboxes. In a 50-vulnerability GHSA eval across 14 languages, it found 36 issues at 30% lower cost per finding than the next most accurate alternative.

Z.ai launches ZCode with GLM-5.2, BYOK, and 1.5x Coding Plan quota
Z.ai released ZCode as its official desktop environment for GLM-5.2, with multi-agent project work, long-running tasks, code review, and clients for macOS, Windows, and Linux. GLM Coding Plan subscribers get a 1.5x quota inside ZCode, while other developers can bring existing subscriptions or API keys.

Next.js 16.3 Preview cuts Turbopack memory up to 90% and warms builds 5.5x
Next.js 16.3 Preview adds major Turbopack gains, including up to 90% less dev-memory use, up to 5.5x faster warm builds, and a Rust React Compiler path that sped route compilation 20-50% in tests. The update matters for longer agent-heavy sessions where dev caches, typecheckers, and coding tools all compete for RAM.


Claude Code 2.1.198 adds background agents, Chrome sessions, and eval CLI
Anthropic shipped Claude Code 2.1.198 with Claude in Chrome, background agents that auto-commit and open draft PRs, and a new eval command with ablation and judge-model options. The release also adds AWS upstream failover and retries transient mid-response network drops instead of aborting turns.

Devin launches Security Swarm with Agentic MapReduce and 36/50 GHSA hits
Cognition introduced Devin Security Swarm, a repo-wide vulnerability scanner built on an Agentic MapReduce architecture that fans out over code shards and verifies findings in sandboxes. In a 50-vulnerability GHSA eval across 14 languages, it found 36 issues at 30% lower cost per finding than the next most accurate alternative.

Letta Agent launches persistent digital coworkers with Slack, Discord, and BYOK state
Letta introduced a desktop agent product that keeps long-term state, rewrites its own skills and wiki files over time, and follows the same identity across local and remote channels. An early practitioner demo showed a Letta agent installing a Mod for Exa-backed web search from Slack, sharpening the launch beyond the announcement thread.

xAI launches Voice Agent Builder with $0.05/min pricing and SIP routing
xAI opened a no-code builder for Grok Voice agents with phone numbers, SIP routing, call recording, MCP and API connections, and 80+ built-in voices. The beta prices audio at $0.05 per minute, plus $0.01 per minute for xAI-provided telephony.
Z.ai launches ZCode with GLM-5.2, BYOK, and 1.5x Coding Plan quota
ElevenAgents introduces Procedures with SOP imports from docs, PDFs, and TXT
Cognition launches Devin Fusion with mid-session routing and 35% lower Fable-class cost
Next.js 16.3 Preview cuts Turbopack memory up to 90% and warms builds 5.5x
Briefs forJuly 1

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