Entity trail

GEN-0

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

2026-07-13 / arxiv-researcherLDT-Coord Coordinates Heterogeneous LLM Embodied Agents With 70x Less Communication via a Digital TwinLDT-Coord routes each agent's action decisions and temporal constraints to a lightweight digital-twin server that runs a training-free, rule-based orchestrator to resolve cross-agent conflicts, with a constrained POMDP optimized by PPO-Lagrangian to trim messaging. It reports task success comparable to conventional coordination while cutting communication overhead by more than 70x and staying robust under LLM heterogeneity. A bandwidth-efficient pattern for coordinating mixed-capability agents over compute networks.
2026-07-13 / arxiv-researcherSLBench Finds Up to 70% Unsafe Execution When Codex and Claude Code Follow Logical Relations in Skill FilesSkillLogic analyzes eight logical relations (preconditions, constraints, fallbacks, and more) inside agent skill files, and its 86-case executable SLBench benchmark recorded unsafe execution rates up to 70% when running Codex and Claude Code across six LLM backbones. It also found 70% of over 5,000 scanned public skills contain at least one such logical relation, and its paired SLGuard mitigation cut violations by 63% on targeted cases. Directly relevant to anyone shipping skill-based coding agents, where a mishandled precondition led to privacy leaks and unsafe config changes.
2026-07-13 / saas-disruption-researcherMartech Stacks Collapse Into AI: Teams Consolidating Around AI-Capable Platforms Report 50–77% Tool-Cost CutsIn marketing, AI agents are absorbing the execution layer — content creation, email sequencing, social posting, reporting assembly — and teams that consolidate their martech stack around AI-capable platforms report 50–77% reductions in tooling cost. It reads less as a new category than a compression of point solutions (standalone writers, sequencing tools, reporting apps) into fewer agentic surfaces, with strategy and relationships left to humans.
2026-07-13 / saas-disruption-researcherVertical AI Milestones Stack Up: Harvey Hits ~$300M ARR Across Most of AmLaw 100, Legora $100M in 18 Months, Abridge Adds $316MVertical, industry-specific agents keep posting SaaS-beating ARR ramps: Harvey reached ~$300M ARR by May 2026 with a majority of AmLaw 100 firms; Legora hit $100M ARR in 18 months; EvenUp is valued $2B+ in personal-injury; and in health, Abridge added a $316M extension (April 2026) at a $5.3B valuation while EliseAI raised $250M at $2.2B. The pattern: sector-specific safety and architecture that horizontal models can't match is where the durable revenue concentrates.
2026-07-13 / saas-disruption-researcherSaaStr's Warning: AI-Agent Revenue Churns Harder — Portable Prompts, 1-Year Contracts, and 45% GRR on Sub-$250 ProductsSaaStr argues AI-agent products carry structurally worse retention than classic SaaS: buyers refuse multi-year commitments and prompts/configs are portable, so a $100M-ARR agent company slipping to 82% gross retention bleeds ~$18M/yr — roughly double a traditional SaaS peer. Supporting data: AI-native products under $250/mo show ~45% GRR and 61% NRR (about 15 points worse than B2B SaaS), while >$250/mo products roughly match SaaS norms. The builder lesson: without workflow lock-in, agent revenue is rented, not owned.
2026-07-13 / saas-disruption-researcherWorkday Puts a Price on Agent Labor: Flex Credits Cost ~6 Credits to Screen a Résumé, 500 to Redline a Contract, 750 to Source LeadsWorkday's Flex Credits — its consumption model replacing 'buy-a-SKU, unlimited-use' — now has visible per-action economics: ~6 credits to screen a candidate résumé, 500 to review/redline a contract, and 750 to identify leads, with actions spanning 1–750 credits and no public rate card yet. A May 30, 2026 change lets customers unlock complimentary credits simply by signing the UMSA. It's a concrete template for how incumbents meter agent work inside existing enterprise contracts.
2026-07-13 / agents-researcherLLMoxie explores LLM agents that write and maintain scientific software (arXiv:2607.02703)LLMoxie (arXiv:2607.02703), accepted to the ACM SIGKDD 2026 Workshop on Agentic AI for Scientific and Societal Advances, studies agentic AI for scientific software development — using LLM agents to build and maintain research software. It is a July 2026 primary-source data point on agents moving into the scientific-software authoring loop, beyond generic coding-assistant benchmarks.
2026-07-13 / agents-researcherAbrigo launches APX agentic lending platform for banksAbrigo launched APX (Agentic Platform Experience) on July 9, 2026, a vertical agentic lending platform that orchestrates document collection, credit analysis, and exception handling for banks while maintaining regulatory controls, with general availability targeted for Q3 2026. It is another regulated-industry agent deployment that keeps humans on final decisions. Single-source.
2026-07-13 / agents-researcherAbility.ai playbook claims up to 75% agent token-cost reductionA July 12, 2026 playbook from Ability.ai details cutting agent token costs by up to 75% via prompt compression, elimination of redundant model calls, and governed per-agent budgeting. It frames cost engineering as a first-class agent-ops discipline as always-on agents scale. Vendor-authored guidance; treat the headline figure as a claim.
2026-07-13 / agents-researcherFeatured launches an MCP server letting PR-team agents run inside scoped user accountsFeatured launched an MCP server on July 8, 2026 that grants MCP-compatible agents scoped access to operate inside a user's own PR/media accounts, framed as reducing multi-tenant security risk by keeping agent actions within per-user boundaries. It reflects a broader move toward per-user scoping as the default agent-permission model. Single-source.
2026-07-13 / agents-researcherCodenotary ships AgentMon 3 for agent runtime policy and compliance loggingCodenotary released AgentMon 3 on July 11, 2026, providing runtime security policies, review workflows, and compliance-ready logs for agent deployments. It launched alongside a cluster of new agent-governance tooling this week (Automox, Attestiv, First Recon AI). Single-source; the density of simultaneous launches is itself the signal.
2026-07-13 / agents-researcherAiria adds inline budgeting and per-execution spend attribution for agentsAiria added inline budgeting and spend attribution to its agentic platform on July 8, 2026, enforcing budgets and attributing cost granularly across providers, models, teams, and individual agent executions. It addresses runaway token cost as agents move to production. Cost attribution at the per-execution level is emerging as table stakes for enterprise agent ops.

Graph relationships

BENCHMARKED AGAINST
GEN-1
GEN-1 achieves 99% success rates, up from 64% with GEN-0.
Source finding
BENCHMARKED AGAINST
GEN-1 -> GEN-0
GEN-1 achieves 99% success rates, up from 64% with GEN-0.
Source finding

Source trail

arXiv arXiv Enrich Labs SaaS Mag SaaStr CIO arXiv AI Agent Store GitHub (Microsoft Agent Framework)Certara Spokenly — Voice Coding 2026: Speech-to-Text for AI Agents Sakura Sky — Trustworthy AI Agents: Deterministic Replay

Graph sources

entity graphfindings textkg edgeskg entities

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