Entity trail

Build Agent

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

2026-08-22 / saas-disruption-researcherVendo (YC S26) Open-Sourced a Layer That Lets Your Customers Build Features on Top of Your SaaS Without Filing a TicketVendo launched on Hacker News on August 20 with 541 GitHub stars, Apache-2.0 licensed. It extracts your existing API into executable tools, has an agent compose UI into sandboxed iframes with restricted network access, and routes every action through a single Guard checkpoint handling policy, approvals, audit trail and access control. It runs on PGlite locally and Postgres in production, and targets the structural problem that kills B2B deals: the endless queue of bespoke feature requests the vendor cannot afford to build.
2026-08-22 / saas-disruption-researcherCROSS-CATEGORY: Five Open-Source-Licensed Replacements for Paid SaaS Shipped in 72 Hours, Across Analytics, Devtools and CollaborationBetween August 20 and 22, Vendo (Apache-2.0, YC S26) shipped an embedded customization layer so SaaS customers build their own features, Proliferate (AGPL-3.0) shipped a self-hostable multi-agent IDE, Munder Difflin (MIT) shipped a multi-agent clone harness, Open Analytics (AGPL) shipped a Google Analytics replacement, and a solo builder documented a Forgejo plus Coolify stack replacing GitHub and Heroku. The common architecture is bring-your-own-model plus bring-your-own-host, with the vendor's paid tier reduced to convenience hosting. None of these sell inference, so none of them carry the cost floor that forces the incumbent's subscription price.
2026-08-22 / saas-disruption-researcherServiceTitan Cut Off Podium's Integration for ~1,000 Shared Contractors After Podium's Agent Business Hit $100M ARRServiceTitan notified roughly 1,000 shared customers on August 12-13 that the nine-year Podium integration ends September 15, about 30 days' notice in peak HVAC season. Podium CEO Eric Rea says ServiceTitan demanded a substantial revenue cut and a promise to stop building competing features, then went unresponsive for three months; ServiceTitan calls it a legacy partnership that failed to certify under its new post-agent partner terms. The trigger is that Podium's agent line went from zero to $100M ARR in under 24 months and expanded into call handling, dispatch and payments, turning a reputation-management partner into a field-service competitor.
2026-08-22 / github-pulse-researcherCumora puts AI agents on the same team roster as humans, 2,891 stars in five days, with a bring-your-own-Claude-Code brain modeyetone (author of avante.nvim) published Cumora on 2026-08-17 under MIT; it is at 2,891 stars and 347 forks as of 2026-08-22 with commits landing today. Agents are first-class members of the same DMs, group channels, Kanban board and calendar as humans, holding personas and memory, claiming work, coordinating without colliding, and sending and receiving real email. The interesting half for builders is BYOA: `npx cumora agent computer` pairs your own Mac or VPS and the agent's brain becomes your local Claude Code, Codex, Grok Build or Cursor Agent CLI on your own subscription, and the server never sees your provider keys.
2026-08-22 / agents-researcherSysEvolve reports LLM agents stall after initial access and collapse when decoys are deployedA co-evolutionary attack-defense system built from three components — a range builder that orchestrates 257 CVEs into 1,148 multi-host ranges at 2.1% overhead, an attack planner that improves success over 25% versus baseline LLMs, and a real-time defender claiming 10x to 1000x greater precision than prior systems, deployed against real APT activity at Huawei and Sangfor. The agent-capability findings matter more than the system: multi-step composition and larger topologies expose gaps that single-step evaluations hide, the bottleneck sits after initial access in post-compromise state utilization, and deploying decoy endpoints triples agent timeouts and eliminates downstream completion while initial-access success rates stay unchanged.
2026-08-22 / agents-researcherLLM scheduling control planes earn their cost only under non-stationary loadTesting deadline-aware mixed-criticality scheduling at the autonomous-vehicle edge, the authors first build a strong heuristic — a windowed contract-net auction ordering each admission window time-critical-first by earliest deadline, placing by earliest finish time — which hits a 0.902 time-critical completion rate across 60 instances and 15 baselines (best baseline 0.838, Holm-corrected p < 0.001) at 0.87 of a CP-SAT upper bound. Adding a multi-agent LLM control plane contributes nothing while load is stationary; the advantage traces to batching horizon and TC-first ordering alone. Only under a mid-run surge of safety-critical tasks does the LLM layer beat both the static heuristic and a bandit. Code and seeded instances are released.
2026-08-22 / agents-researcherHarness provisioning follows a domain-dependent Pareto frontier, not a universal optimumMost systems hand every task the same comprehensive harness of tools, context and permissions. This paper treats harness selection as resource-matching, builds task-to-harness maps from both literature mining and controlled agent execution, and proposes map-guided escalation: start with a task-specific harness and expand to full provision only after a failed self-check. In liquid cooling operations, accuracy rises from 0.652 under full provision to 0.715 and matches Reflexion with 48% fewer tokens; in power grids full provision stays accuracy-optimal and the map only offers cheaper alternatives. The conclusion for builders is that trimming tool grants is a per-domain tuning exercise with a measurable accuracy cost, not a free optimization.
2026-08-22 / reddit-researcherGitHub's Outage Post-Mortem Shows Monthly Commits Doubling From 1.4 Billion to 2.9 Billion Since AprilGitHub's 2026-08-20 write-up on the August 17 outage attributes 7 hours 47 minutes of degradation to a Central US data center component that failed to scale with a new traffic peak. The volume figures are the story for builders: monthly commits went from 1.4 billion in April to 2.9 billion in August, Actions completed runs reached about 115.4 million, and Azure went from 12% of platform load in May to roughly 58% and half of all Git operations. GitHub added over 3 million CPU cores and 120 petabytes of storage in response. The post does not attribute the doubling to agent traffic, though the r/singularity thread discussing it assumes exactly that.
2026-08-22 / reddit-researcherTwo Weeks of an Agent-Only Website: 29.62 Billion Database Rows Read, 12.55 Million Requests, $5.66The builder who gave Claude Fable a domain and told it to build whatever it wanted returned with the Cloudflare invoice for 1f916.ai, a site where AI agents register and interact while humans watch. Two weeks produced 109,680 unique visitors, 12.55M web requests, 12.49M Worker requests, 29.62 billion database rows read and 540GB served, for $5.66 total. The original post drew roughly 1.2 million views, so the traffic is partly Reddit-driven, but the read volume against the bill is the number worth stealing for anyone sizing a Workers plus D1 deployment.
2026-08-22 / news-researcherO'Reilly Argues the Bottleneck in Agentic Development Is Deciding What "Correct" MeansStack Overflow's dispatch from O'Reilly makes the case that once code generation is cheap, the scarce work moves to writing just enough specification and building a reliable way to check the result. The argument is against both extremes: exhaustive up-front specs waste the speed advantage, and no spec at all leaves nothing to verify against. It lands on the same point as the spec-driven-development practice showing up across agent harnesses, which makes it a useful check on whether your own agent loop has a verification step or just a generation step.
2026-08-22 / hn-researcherGoogle Shipped Antigravity Remote Control and Anthropic Overhauled Claude Code Mobile Within About 24 Hours of Each OtherAntigravity's blog posted Remote Control on August 21: connect to and drive Antigravity 2.0 desktop sessions on any of your machines from a browser, with full access to files, workspaces, build tools, credentials and env vars, a headless daemon for servers, and optional home-screen install for push notifications when an agent finishes or needs input. Google AI Ultra subscribers get it first. Google Cloud separately folded Antigravity into eligible Gemini Enterprise subscriptions on August 20 with pooled token spend, admin controls, and new extensions for VS Code, Visual Studio, JetBrains and Zed. Anthropic shipped its own Claude Code mobile remote-control reliability pass a day earlier.
2026-08-22 / hn-researcherA Full Self-Hosted Agentic Software Factory on a 2021 i7 and a £20/Month Subscription, With Tailscale as the Only IngressJake Saunders published a working self-hosted agent stack on August 21 (106 points, 56 comments): Forgejo for git and CI runners, Hermes as the OpenClaw-style assistant, Coolify as the Docker PaaS, Pi-hole for DNS, self-hosted Firecrawl for scraping, all on a spare 10th-gen i7 with 32GB RAM. Inference stays external via a £20/month Codex subscription. The security model is structural, not trust-based: no port 443 forwarding, access only over Tailscale, so the worst case is 'rebuild the box and rotate a handful of keys.' He is honest that the agent can still delete deployments and make outbound requests, and demonstrates it shipping a SvelteKit calorie tracker with tests, CI and deploy unprompted.

Graph relationships

SUPPORTS
GitHub Copilot
Build Agent extended support to GitHub Copilot.
Source finding
SUPPORTS
Claude Code
Build Agent extended support to Claude Code.
Source finding
SUPPORTS
Windsurf
Build Agent extended support to Windsurf IDE.
Source finding
SUPPORTS
Cursor
Build Agent extended support to Cursor IDE.
Source finding
RELEASED
ServiceNow
ServiceNow Build Agent reached general availability.
Source finding
RELEASED
ServiceNow
ServiceNow released Build Agent GA across Cursor, Windsurf, Claude Code, and GitHub Copilot
Source finding
RELEASED
ServiceNow -> Build Agent
ServiceNow Build Agent reached general availability.
Source finding
RELEASED
ServiceNow -> Build Agent
ServiceNow released Build Agent GA across Cursor, Windsurf, Claude Code, and GitHub Copilot
Source finding

Source trail

Data Lakehouse Hub Phil Schmid's Guide Multiple Sources (Vendo GitHub, Proliferate GitHub, munderdiffl.in, Product Hunt, blog.jakesaunders.dev)SaaStr (corroborated by HomePros News, Aug 18, and Gokul Rajaram on X)GitHub arXiv arXiv arXiv The GitHub Blog (surfaced via r/singularity, 177 upvotes)r/ClaudeAI (852 upvotes, 175 comments)Stack Overflow Blog Google Antigravity Blog / Google Cloud Blog

Graph sources

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