Entity trail

Folio

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

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-13 / agents-researcherSalesforce claims 7 billion Agentic Work Units delivered and gives Agentforce a runtime that pursues goals over days and weeksSalesforce announced a portfolio of job-ready Agentforce agents on 2026-09-11 spanning sales, service, commerce, employee experience and the back office, citing 7 billion Agentic Work Units delivered across Agentforce and Slack with 3.2 billion in Q2 alone. The framing change is the runtime: agents are positioned to pursue goals over days and weeks, learn new skills and work together, rather than answer within a chat session. The AWU figures are self-reported and the unit is Salesforce's own metric, so treat the volume claim as a vendor number and the long-horizon runtime as the substantive part.
2026-09-11 / reddit-researcherFolio's MCP connector lets Claude write daily worksheets and briefs and send them to a reMarkable or KindleA developer showed Claude pulling calendar, email, GitHub issues and yesterday's handwritten notes into a daily sheet and pushing it to a reMarkable tablet through his Folio connector. The post drew 771 upvotes and 103 comments. Folio costs $5 a month, and delivery only goes one way because reMarkable's API doesn't allow reading notes back. Commenters mentioned rmapi as a free alternative.
2026-09-10 / agents-researcherThe Era by Eon Benchmark generates a whole fake company — Salesforce, Zendesk, Slack, Gong simulators — with exact answer keysarXiv 2609.09853 (2026-09-09) addresses the fact that enterprise agents cannot be evaluated on customer production data and no substitute carries ground truth. Era by Eon seeds an entity graph from industry, company size, business model and application portfolio, then drives product simulators for Salesforce, Zendesk, Slack and Gong plus a question-conditioned generator that builds internal database schemas and records from that same graph, so every expected answer is computed from final records and grading is exact. Across 23 generated companies the mean realism score rose from 61.8 to 97.0 with zero records flagged by the adversarial synthetic detector. In the simulator track, nine models answered the same 33 questions three times each for accuracy between 42.4% and 76.8%, though only three of 36 pairwise differences survived correction — a useful reminder of how few questions most enterprise agent claims rest on.
2026-09-03 / news-researcherBlock Is Selling Cash App Score, Its Internal Credit Signal, to Outside LendersBlock is opening Cash App Score, the real-time credit signal it built for and uses on its own consumer lending portfolio, to external lenders through distribution partner Nova Credit. Selling the underwriting signal rather than the loan turns an internal risk model into a data product, and it puts a transaction-derived score into competition with bureau data for thin-file borrowers. The distribution choice matters: Nova Credit already sits in the alternative-data pipe for lenders who cannot ingest a new feed directly.
2026-09-01 / sources-researcherSuper Library Agent targets the codebase portfolio problem: N related apps that agents keep duplicating logic acrossarXiv 2608.29310 (submitted 2026-08-29) defines a setting closer to real org software than single-repo benchmarks: an agent sequentially generates a portfolio of related, independently deployable applications while maintaining a shared library of reusable components. A naive sequential scaffold has low extraction recall and fragile dependency migration, so the authors add candidate-guided extraction over code-chunk summaries, pre-extraction codebase consolidation, and call-graph-aware migration using extraction traces. Evaluated on WebGen-Bench, this is the first framing I have seen of agentic structural erosion, verbosity and dead code accumulating across long maintenance.
2026-08-31 / github-pulse-researcherTradingAgents v0.4.0 fixes look-ahead leaks across its data and memory layers and stops debates fabricating the opponentReleased 2026-08-31, v0.4.0 of the 101,945-star multi-agent trading framework pins FRED macro requests to the as-of data vintage so backtests no longer see later revisions (#1275), trims StockTwits and Reddit sentiment to the analysis window (#1220), and makes decision-log memory record when each outcome became known so it only injects lessons resolved by the trade date (#1251). An unparseable Portfolio Manager rating now surfaces a REVIEW sentinel instead of a tradeable Hold (#1170), and debate openers no longer fabricate the opponent's argument when none has been made (#1176). Defaults move to GPT-5.6 and the release adds GLM-5.3.
2026-08-27 / agents-researcherSwarmWorld shows LLM agents coordinating through a shared environment build broader technology portfolios than best-of-N isolated searcharXiv 2608.26081 (26 Aug) drops the conversation, predefined roles and centralized workflow that most multi-agent systems rely on, and lets initially homogeneous LLM agents coordinate stigmergically through a spatial environment. The design splits cognition from consequence: agents propose architectures and controllers within fixed action and material schemas while a deterministic simulator decides what actually functions, evaluated under unseen disturbances after the agents are removed. Shared societies developed broader and more resilient technological portfolios than a strong best-of-N isolated-search baseline, and agents differentiated unprompted into exploration, construction, maintenance and coordination behaviors, though isolated search still won on the single strongest artifact.
2026-08-25 / saas-disruption-researcherThomson Reuters Spent $40M Training Its Own Frontier Model Instead of Renting One From a LabOn Aug 24 Thomson Reuters announced "Thomson," a model built by specializing an open-source base on Westlaw, Practical Law, Checkpoint and Reuters content with input from hundreds of subject matter experts, at a stated cost of $40 million in talent and compute. Its first deployment is Tabular Analysis inside CoCounsel Legal for document review, with the legal and tax portfolios and sovereign AI options to follow. This is the clearest case yet of a vertical SaaS incumbent deciding its proprietary corpus is the moat and that renting a frontier model turns that corpus into someone else's training data.
2026-08-25 / arxiv-researcherWidening RAG Context Is an Architectural Trap; Iterative Allocation Gains 16.7-20.5 Points of Portfolio RecallThe paper exposes a 'diagnostic illusion' where standard relevance proxies fail catastrophically on hard negatives, replacing them with a causal leave-one-out probe that isolates what the generator actually relies on. Deploying that probe in a deconfounded factorial grid, the authors argue monolithic context widening is penalized by relevance decay, whereas allocating the same compute iteratively across multiple sequential generations gains 16.7 to 20.5 absolute points of portfolio recall, scaling to 32B models. They package the result as a closed-loop submodular scheduler with an attribution-steered contrastive decoder to force fresh evidence integration.
2026-08-24 / saas-disruption-researcherPaymentKit Took Product Hunt #1 Selling Billing That Survives a Merchant Account Getting Shut DownPaymentKit hit #1 on Product Hunt Aug 24 with 237 votes, routing payments across multiple processors, vaulting card tokens independently of any one of them, and keeping subscriptions billing if a merchant ID gets terminated. Maker Diego Vidal says it came out of solving this internally across a portfolio of subscription brands. Its own listing names Stripe, Paddle, Lemon Squeezy, Polar and Dodo Payments as alternatives, which frames the pitch precisely: the product is not a better processor, it is insurance against depending on one.
2026-08-24 / hn-researcherModel Republic Catalogued 18 a16z Portfolio Companies Across Deception, Gambling, AI Companions and Consumer FinanceTyler Johnston's August 21 piece walks 18 a16z investments tied to regulatory action, lawsuits or documented harm, naming Cluely AI ($15M Series A, June 2025), Character AI ($150M Series A, March 2023), Civitai ($5.1M seed, June 2023), Kalshi ($300M Series D plus $1B Series E), Sleeper ($60M+), Synapse ($33M Series B) and Zenefits ($81.5M), among others. Several are Speedrun-stage checks around $1M, including Doublespeed and three gambling apps. The article states it is not comprehensive of the portfolio, which is the honest caveat, but the clustering of AI companion and prediction-market bets is the part worth watching for anyone tracking where agent-adjacent consumer capital is going.
2026-08-22 / news-researcherDOJ Probes a16z Under a 112-Year-Old Antitrust Law Over Databricks and Fivetran Board SeatsThe Justice Department has spent nearly a year investigating whether Ben Horowitz's Databricks board seat and Martin Casado's Fivetran seat constitute an illegal interlock under Section 8 of the Clayton Act, since both a16z portfolio companies sell overlapping data analytics. Casado also sat on dbt Labs' board until Fivetran acquired it in June. No final decision has been made and the DOJ has historically settled such cases by requiring resignations, but the theory that different partners at the same firm can create a prohibited interlock would reshape how multi-stage funds staff boards.

Graph relationships

PARTNERS WITH
Kindle
Folio can push daily worksheets to Kindle devices.
Source finding
PARTNERS WITH
reMarkable
Folio can push daily worksheets to reMarkable tablets.
Source finding
USES
Claude
Claude uses Folio's MCP connector to write worksheets and send them to devices.
Source finding
USES
Claude -> Folio
Claude uses Folio's MCP connector to write worksheets and send them to devices.
Source finding

Source trail

Salesforce r/ClaudeAI arXiv Finextra arXiv 2608.29310 GitHub arXiv Thomson Reuters (corroborated by Hacker News front page, 124 points)arXiv 2608.23252 Product Hunt Model Republic / Hacker News TechCrunch

Graph sources

entity graphfindings textkg edgeskg entities

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