AI made writing code cheap. We still need programmers to specify production software.
Specification-Level Programming
Thought Graph enables domain experts to do it themselves.
Thought Graph — an org chart of symbolic and probabilistic sub-agents
Specification
orgWarm-Path Finder · executable specification
Live · domain experts editing together
Find the strongest warm introduction paths from your network into a target executive at a chosen account. Domain experts specify the brief; the runtime searches CRM tables, scores paths, researches signals, and returns a ranked visual dashboard.
Success criteria
Return ≥3 paths with warmth ≥ 0.8, preferring board overlap and prior customers.
Gather Inputs — Target role, region, account, intro preferences
Data Access — CRM accounts & contacts for the chosen company
Symbolic Logic — Score paths by warmth, reach, and recency
AI Research — Board, alumni, and news signals into a brief
Present Results — Ranked intro paths with a visual dashboard
Warm-Path Finder — the org chart is the executable specification
BUILT AND REFINED IN PRODUCTION
Powering thousands of production workflows for hundreds of customers
Built and refined through real applications spanning healthcare, crypto infrastructure, data infrastructure, and GTM operations.
The specification is your code
High-level enough for domain experts. Precise enough for an autonomous software lifecycle.
Thought Graph captures business logic as an executable specification using org charts, flowcharts, data models, interaction specifications, and wireframes. Domain experts work above implementation details, while the runtime automates the lifecycle below.
01 · Specify
Define the application through org charts, flowcharts, data models, interaction specifications, and wireframes.
02 · Verify
Execute and debug against the specification before you ship.
03 · Deploy
Ship one specification to SaaS, plugins, or a standalone app.
04 · Observe
Audit what ran with metrics, traces, and a clear trail.
05 · Improve
Evaluate, remediate, and update the living specification.
Executable
spec
Specify
Specify
Verify
Deploy
Observe
Improve
Code when needed · generated under the specification, not the source of truth
Native to the runtime
Why Thought Graph
When everything lives at the specification level, these capabilities are free — supported natively by the runtime, not bolted on later.
One executable specification. The ramifications below come with that choice — evaluation, multi-channel UI, AI access, and user customization are not separate products to buy or integrate.
Spec-level → runtime
Included · not integrated later
What you get for free
No template ceiling
Unlike no-code / low-code platforms and agent builders, generates code where needed while keeping an accurate, executable specification as the source of truth — no dead end when templates run out.
Autonomous evaluation & remedy
The runtime checks behavior against the specification and remediates when something drifts or fails — built in, not a sidecar.
Unified reasoning
Symbolic and probabilistic reasoning share one harness — the same executable specification.
Generative UI
Web, text, and voice on desktop and mobile share one implementation. Handoffs across surfaces are runtime-supported.
AI-native by construction
Every UI is chattable; every backend service is MCP-ready. No separate agent module, no slow browser agents — open the gate and grant permissions.
Customization by users
Domain experts and end users tailor behavior in the specification itself — without waiting on a platform team or forking the product.
Ship without a release train
One-click deploy to…
With a single click, a Thought Graph can run inside the tools you already use — or as its own application.
One-click deploy to
Destination 1
Partner SaaS solutions
Deploy into partner SaaS solutions your teams already use — no separate stack to adopt.
Destination 2
AI-model plugin
Publish as a plugin for AI models and agents so capabilities show up in conversational workflows.
Destination 3
Independent app
Launch a standalone application when you need a full product surface of your own.
Book a demo
From specification to a running application