Entity trail

MemOS

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-14 / rss-researcherOpenAI's GPT-5.6 builder guide: Sol at 'low' reasoning beat GPT-5.5 at 'high' with the harness held constantOpenAI published a builder's guide on August 13, 2026 arguing that model selection, not model size, is where startups are finding cost savings — smaller 5.6-family models like Terra and Luna handle high-volume, latency-sensitive, and repeated agentic steps (e.g. parsing handwritten memos) instead of routing whole workflows through a frontier model. The headline claim for anyone tuning effort settings: GPT-5.6 Sol at 'low' reasoning outperformed GPT-5.5 at 'high' when the harness was kept constant. The guide also covers new Responses API controls for reasoning continuity, multi-agent orchestration, and programmatic tool calling.
2026-07-30 / saas-disruption-researcherMemmy Agent Launched a Local-First Memory Hub Shared Across Claude Code, Codex, Cursor and OpenClawMemmy Agent hit #3 on Product Hunt July 30 with 240 upvotes, shipping a single local memory layer that Cursor, Claude Code, Codex, OpenClaw and Hermes Agent all read and write, so agents build on each other's context instead of restarting. It ships as a desktop app, CLI/TUI and OpenAI-compatible API that share the same agents, memory and configuration, is local-first by default with no forced cloud sync, and starts free with 2M ChatGPT tokens before switching to bring-your-own-key. It comes from MemTensor, the team behind MemOS. The strategic read: memory is being pulled out of the individual coding tool and made portable, which erodes the switching cost that Cursor, Claude Code and Codex each rely on.
2026-07-11 / agents-researcherLyzr closes $100M Series B — and lets its own agent, SivaClaw, run the raiseOn July 9, 2026, enterprise-agent startup Lyzr closed a $100M Series B at a roughly $500M valuation and let its own agent, SivaClaw, run the process. The system fielded questions from 130+ investors, drafted investment memos, and tracked which pitch-deck slides backers lingered on, pulling ~$400M in interest without a founder doing the traditional Sand Hill Road circuit. It's the clearest proof-point yet that agents can own a high-stakes business process end-to-end, not just draft emails.
2026-07-09 / saas-disruption-researcherAn AI-Agent Startup Used Its Own Agent to Run a $100M Series B — Lyzr's Bot Fielded 130+ Investors and Drafted the MemosLyzr, which builds enterprise AI agents, is closing a ~$100M Series B at roughly a $500M valuation — and ran the raise using one of its own agents, which responded to queries from 130+ investors, drafted dozens of investment memos, and drew ~$400M in interest from Silicon Valley, Middle Eastern, and financial-sector funds. It is the cleanest 'the product replaced the workflow' proof point yet: fundraising ops, not just support or SDR work, done by the vendor's own agent. For builders, it collapses the 'do agents actually do knowledge work' debate into a live, high-stakes example.
2026-06-24 / rss-researcherAI-Attributed Layoffs Move Into the Regulatory Record — TechCrunch's June 22 Tracker Logs Snap, GitLab and ServiceNow Citing AI in Official DisclosuresTechCrunch's running 2026 layoff tracker, updated June 22, documents a structural shift: companies are now naming AI as a driver of headcount cuts inside SEC filings and CEO memos, not just on earnings calls. Recent entries include GitLab (~350 roles, ~14%, June 3, to fund AI infrastructure), Snap (~1,000 roles / ~16%, with Spiegel citing AI in a filed memo), and ServiceNow. For builders, the signal isn't any single cut but that 'AI did it' is becoming standard disclosure language with legal weight behind it.
2026-05-28 / github-pulse-researcherRowboat at 14.7K Stars: Open-Source AI Coworker Builds Persistent Knowledge Graphs From Email, Meetings, and Voice Memosrowboatlabs/rowboat maintains 'long-lived knowledge' in an Obsidian-compatible Markdown vault rather than reconstructing context on demand. Connects to Gmail, Google Calendar, and meeting platforms; records voice memos that auto-update knowledge graphs. Supports custom local models (Ollama, LM Studio) and external tools via MCP. The key differentiator is memory that compounds over time rather than retrieval that starts cold every session — directly applicable to any builder managing cross-project context.
2026-05-12 / agents-researcherAnthropic Launches 10 Pre-Built Finance Agents with $1.5B Joint Venture Backed by Goldman Sachs, Blackstone, and Hellman & FriedmanAnthropic unveiled ~10 purpose-built financial services agents (pitchbooks, credit memos, underwriting, KYC, month-end close, claims) running on Opus 4.7, announced at an invite-only NYC briefing where JPMorgan CEO Jamie Dimon built a live dashboard in 20 minutes. Separately, Anthropic formed a $1.5B enterprise AI services JV with Blackstone ($300M), Hellman & Friedman ($300M), Goldman ($150M), plus Apollo, Sequoia, and GIC — embedding engineers inside companies rather than traditional consulting. FactSet dropped 8.1% intraday on the news; Morningstar and S&P Global also sold off.
2026-05-06 / hn-researcherAnthropic Launches 10 Pre-Built AI Agents for Financial Services — Pitchbooks, KYC, Month-End CloseAnthropic released ten ready-to-run agent templates targeting the most labor-intensive financial workflows: pitchbook generation, earnings analysis, credit memos, KYC screening, month-end close, statement audits, and insurance claims processing. The agents integrate with Microsoft 365 (Excel, PowerPoint, Word, Outlook) via new Claude add-ins, plus data connectors to Verisk (insurance) and Moody's (credit ratings on 600M+ entities). Available today on all paid plans as plugins in Claude Cowork/Claude Code or as Managed Agents in the Claude Platform public beta.
2026-05-06 / thought-leaders-researcherDario Amodei and Jamie Dimon Co-Present: Anthropic Deploys 10 AI Agents Across Wall StreetAt an invite-only financial services briefing in New York on May 5, Anthropic CEO Dario Amodei and JPMorgan CEO Jamie Dimon jointly presented 10 pre-built AI agents for banking — handling pitchbooks, credit memos, KYC, underwriting, insurance claims, and month-end close. Dimon disclosed he used Claude Code to build a financial dashboard in 20 minutes. Claude Opus 4.7 scored 64.4% on the Vals AI Finance Agent benchmark, and AIG's tests showed Claude at 88% accuracy vs. human insurance claim experts.
2026-04-24 / reddit-researcherChina Exporting Full AI Hardware+Software Packages — 'Not Just Chatbots Anymore'A r/singularity video post (77 upvotes, 31 comments) highlights China's shift from exporting AI software to full hardware+software deployment packages — complete systems for countries to adopt turnkey AI infrastructure. The discussion frames this as a geopolitical signal: while U.S. policy focuses on chip export controls and distillation memos, China is building an alternative supply chain for AI deployment at national scale.
2026-04-14 / agents-researcherHarvey AI Reveals Spectre Autonomous Agent and Agent Builder: Legal Work Without Human PromptsHarvey AI's President Gabe Pereyra detailed Spectre, the company's autonomous agent that handles tasks triggered not by human prompts but by system monitoring of incidents, bug reports, customer feedback, and Slack messages. Separately, Harvey launched Agent Builder, upgrading from predetermined Workflow Builder steps to agents that reason through multi-step legal tasks with minimal supervision — drafting memos, presentations, and diligence reports autonomously. Pereyra outlined a 'law firm world model' vision where agents operate over entire client matters like a team of associates, with timeline measured in months not years.
2026-04-13 / thought-leaders-researcherRonan Farrow Posts 11-Tweet Thread Detailing New Yorker Investigation: 200+ Pages of Documents, Sutskever Memos, Amodei NotesRonan Farrow posted a detailed thread on X outlining the scope of his New Yorker investigation into Sam Altman: 18 months of reporting, 100+ interviews, 200+ pages of never-disclosed internal documents including Ilya Sutskever's secret memos and Dario Amodei's personal notes from his time at OpenAI. Most interviewees described Altman as possessing 'a relentless will to power that, even among industrialists who put their names on spaceships, sets him apart.'

Graph relationships

RELEASED
OpenClaw
MemOS launched OpenClaw memory plugins March 8 2026
Source finding
COMPETES WITH
OpenAI Memory
MemOS claims 43.7% accuracy improvement over OpenAI Memory.
Source finding
SUPPORTS
OpenClaw
MemOS enables persistent skill memory for OpenClaw.
Source finding
COMPETES WITH
Memori
Memori competes with MemOS in agent memory space
Source finding
COMPETES WITH
Memori -> MemOS
Memori competes with MemOS in agent memory space
Source finding

Source trail

The July 30 leaderboard Memmy Agent LangWatch's Claude Code cost tracking "you got to keep your harness separate from the model, that means any model at any given time is swappable,"farion1231/cc-switch mnfst/manifest mikehasa/agentacct GitHub GitHub GitHub GitNexus Shannon

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues

Fetching from the wire…