Need to know
- Figma Specs launches a Markdown-based editor so teams can define brand rules that govern both human and AI agent work.
- Factory OpenCompute ships a self-hosted orchestrator letting agent sandboxes run on your own infrastructure in private preview.
- ZoomInfo acquires Workbounce to pull enterprise knowledge into its GTM context graph for richer account intelligence.
- Anthropic disclosed $16.8B in Q3 revenue to investors as it prepares a November IPO expected to eclipse SpaceX's valuation.
- Labelbox raised more than $100M in Series E funding to expand its Recursion Managed Agents fleet and Horizon RL infrastructure.
New Tools
Figma launched Specs, a Markdown editor on the canvas that connects design language, code libraries and content integrations so both human collaborators and AI agents follow the same brand rules.
- Drag-and-drop import converts any .md file into a live spec on the Figma canvas, replacing local, single-player Markdown files with collaborative, versioned documents tied to real projects.
- Payload CMS integration and code-library connections mean agents generating UI components can reference authoritative tokens and copy directly from the spec rather than hallucinating values.
Factory launched OpenCompute, a self-hosted orchestrator for agent sandboxes that runs on any compute runtime a team controls, now in private preview.
- On-demand sandbox fleet handles the uneven load of agents investigating alerts, executing scheduled automations and picking up async tasks without requiring a persistent session.
- Bring-your-own runtime support lets engineering teams keep code and data inside their own perimeter, addressing the compliance objection that stalls most cloud-only agent deployments.
Groundcover released an integration that lets Claude Code and OpenAI Codex hand off production incidents to Groundcover's own investigation agent, which then queries metrics, logs and traces and returns a root-cause summary.
- Handoff protocol means a developer can stay inside their coding agent and delegate the war-room work rather than switching context to an observability dashboard.
- Automated investigation runs against Groundcover's eBPF-based telemetry, so the agent has full-stack visibility from the kernel up without requiring instrumentation changes.
Product Changes
GitHub put workflow dependency lockfiles into public preview for Enterprise Cloud, pinning action references to exact commits so a moved tag or compromised action cannot silently change what runs in CI.
- Commit-pinned execution means the code reviewed at PR time is the code that runs in every subsequent job, eliminating drift between review and runtime.
- Enterprise Cloud and data-residency support ships first, with broader availability unannounced, so teams on other plans must wait.
JetBrains published a case study showing Netflix wired the headless IntelliJ code-intelligence engine into Claude Code and Codex to resolve Java and Kotlin symbols across JAR boundaries, measurably cutting agent errors on the ADP team's codebase.
- Headless code-indexing API gives any agent the same type resolution and cross-module navigation that IntelliJ IDEA surfaces in the IDE, without requiring a running IDE instance.
- JAR boundary resolution specifically addresses the class of failures where agents hallucinate method signatures on compiled library dependencies they cannot read as source.
Raises and Valuations
Labelbox raised more than $100 million in a Series E round led by Infinitum Partners, combining equity and a credit facility, to scale its Recursion Managed Agents product for deploying agent fleets inside enterprise applications and its Horizon reinforcement-learning infrastructure.
Modal, the cloud platform that runs AI models and code for developers, raised $750 million in a Series D led by Accel with Kleiner Perkins joining, at a $15.75 billion valuation, more than triple its $4.65 billion mark from a $355 million Series C in May, as usage tripled in five months and annual run rate crossed $1 billion.
Floqer raised $2 million in pre-seed funding from F7 Fund, N49P, Tidal Venture Partners and Denis Yarats to build an autonomous customer-knowledge platform whose agents continuously collect, organize and update the company, person and interaction data that B2B sales and marketing teams use to understand prospects.
Marklo, founded by Stella & Dot founder Jessica Herrin, raised a $5 million seed round led by Forerunner with Freestyle Capital participating, to build an agentic marketing platform for Shopify brands that identifies revenue opportunities and prepares campaigns for human approval, currently in public beta.
Othello raised $8 million to develop an AI agent that listens to live sales calls and surfaces recommendations to reps in real time, targeting the gap between post-call coaching and in-the-moment guidance.
Liquidity Events
Anthropic told prospective investors its third-quarter revenue hit $16.8 billion, up 45% from $11.6 billion in Q2, as it prepares for an IPO expected in November that one early backer predicts could reach a post-listing valuation of up to $2.4 trillion, surpassing SpaceX's $1.77 trillion mark.
ZoomInfo acquired Workbounce, a startup that surfaces internal enterprise knowledge such as enablement content and competitive intelligence, to fold it into ZoomInfo's GTM context graph; no price was disclosed.