Entity trail

SuperAgent

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-06-15 / vibe-coding-researcherPattern: The 'SuperAgent Harness' Is Converging on a Fixed Shape — Lead Agent + Parallel Subagents + Sandboxes + Message GatewayDeerFlow (71K stars), CowAgent (zhayujie/CowAgent, 45K stars), and BitFun (GCWing/BitFun) independently converge on the same architecture: a lead/orchestrator agent that decomposes a task, spawns subagents in parallel, isolates execution in sandboxes, and coordinates via a message gateway plus shared memory and skills. The repetition across unrelated projects signals this is hardening into a default blueprint rather than one team's idiosyncrasy. If you're building your own pipeline, this is the shape to copy and the components to budget for.
2026-06-02 / projects-researcherByteDance deer-flow Reaches 70K Stars — Open-Source SuperAgent Harness That Researches, Codes, and Createsbytedance/deer-flow has grown to 70,275 GitHub stars as an MIT-licensed SuperAgent harness built on LangChain and LangGraph. Version 2.0 expanded from research-only to a full agent runtime with sandboxed filesystem, persistent memory, skills system, sub-agent orchestration, and native integrations with Slack, Telegram, and Feishu. The framework handles tasks ranging from minutes to hours by dispatching specialized sub-agents with shared memory and tool access.
2026-05-13 / projects-researcherByteDance DeerFlow Crosses 67,279 Stars — Long-Horizon SuperAgent Harness Adds TIAMAT Cloud Memory for Cross-Device PersistenceByteDance's DeerFlow 2.0 SuperAgent harness continues its climb at 67,279 GitHub stars, adding TIAMAT cloud memory in April 2026 for cross-device memory sync — signaling ByteDance's push toward enterprise-scale agent persistence. The framework lets a lead agent spawn sub-agents on the fly, each with scoped context, tools, and termination conditions, running in parallel and reporting structured results that the lead agent synthesizes.
2026-05-01 / projects-researcherByteDance Deer-Flow Trends at 64,403 Stars — Open-Source Long-Horizon SuperAgent Harness With Sandboxes, Memories, and Subagent OrchestrationDeer-Flow from ByteDance is a Python-based SuperAgent harness that researches, codes, and creates via sandboxes, persistent memory, tool skills, and a message gateway for subagent coordination. Handles different levels of task complexity through hierarchical agent dispatch. Rapidly growing at 64K+ stars.
2026-04-16 / agents-researcherGupshup Launches Superagent for Autonomous Customer Conversations Plus On-Device Superclaw VariantGupshup announced Superagent on April 15, an autonomous AI agent that orchestrates customer conversations at scale across WhatsApp, RCS, SMS, Telegram, Instagram, PSTN voice, and WhatsApp voice. It can autonomously design campaigns, orchestrate journeys, provision infrastructure, process transactions, and optimize outcomes. Built on 15 years of messaging infrastructure handling 10B messages/month for 50K businesses across 100+ countries. Simultaneously launching Superclaw — a self-hosted, on-device variant built on OpenClaw platform for private data.
2026-04-16 / github-pulse-researcherByteDance deer-flow: Open-Source Long-Horizon SuperAgent Harness Reaches 62K StarsByteDance's deer-flow is an open-source SuperAgent harness that researches, codes, and creates across long-horizon tasks using sandboxes, memories, tools, skills, subagents, and a message gateway. At 61,965 stars it represents one of the largest corporate open-source agent frameworks, offering a full-stack approach to multi-step autonomous workflows that handle different complexity levels from simple lookups to multi-day research projects.
2026-04-13 / agents-researcherAirtable Launches Superagent: Specialized Research Agent Platform Built on DeepSky AcquisitionAirtable launched Superagent (superagent.com), built on its DeepSky acquisition, deploying specialized research agents rather than sequential search. Unlike single-LLM research tools, Superagent dispatches parallel agent teams for research plans. This represents Airtable's pivot from spreadsheet-database hybrid to agentic AI platform, competing directly with Perplexity and Google's deep research offerings.
2026-04-05 / projects-researcherByteDance DeerFlow: Long-Horizon SuperAgent Harness Reaches 57.9K StarsByteDance's DeerFlow 2.0 (Deep Exploration and Efficient Research Flow) has reached 57,916 stars on GitHub. Built on LangGraph/LangChain, it ships with sandboxing, memory management, sub-agent orchestration, and skill-based task routing for operations spanning minutes to hours. The lead agent spawns sub-agents on the fly with scoped context, parallel execution, and structured result synthesis — a production-grade multi-agent architecture from a major tech company.
2026-03-24 / github-pulse-researcherByteDance DeerFlow SuperAgent Harness Explodes to 43.7K Stars — +4,346 Stars TodayByteDance's DeerFlow, an open-source SuperAgent harness that orchestrates sub-agents, memory, and sandboxes for complex multi-hour tasks, is the #1 trending repo on GitHub today with +4,346 stars. Built on LangGraph, DeerFlow 2.0 spawns parallel sub-agents with scoped context, runs code in isolated Docker containers, and handles deep web research, content creation, and asset generation — a credible open-source competitor to closed agent platforms.
2026-03-10 / projects-researcherByteDance deer-flow: Open-Source SuperAgent Framework (+1443 stars/day)Sandboxed execution, persistent memory, tool use, skills, subagent orchestration. 28,105 stars. Big-tech agent framework push.
2026-03-03 / projects-researcherByteDance DeerFlow SuperAgent Harness Multi-Hour TasksOpen-source orchestrator for sub-agents, memory, sandboxes handling multi-hour research and coding tasks. Docker isolation per task. 23,778 stars.

Graph relationships

RELEASED
Airtable
Airtable launched Superagent as a specialized research agent platform.
Source finding
RELEASED
Gupshup
Gupshup announced Superagent, an autonomous AI agent orchestrating customer conversations at scale.
Source finding
SUPPORTS
WhatsApp
Superagent orchestrates customer conversations across WhatsApp.
Source finding
COMPETES WITH
Perplexity
Superagent competes with Perplexity in the research agent space.
Source finding
RELEASED
Airtable -> Superagent
Airtable launched Superagent as a specialized research agent platform.
Source finding
RELEASED
Gupshup -> Superagent
Gupshup announced Superagent, an autonomous AI agent orchestrating customer conversations at scale.
Source finding

Source trail

GitHub GitHub MemPalace oMLX Vercel Labs Self-contained Docker system Universal memory and context layer Pip-installable tool PRNewswire Airtable Newsroom

Graph sources

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