Agent reliability · human and agent collaboration
An agent's claim that it finished is worthless unless the proof could have failed.
I build tools that make agent work inspectable: shared rooms where people and agents edit the same state, runtimes that record receipts, and configurable gates that check declared completion criteria.
- 01agent says done
- 02run it
- 03gate can fail
- 04proof
Rooms and products
Where people and agents work on the same state.
-
Live collaboration
Node
Room Humans and agents edit one room together, without clobbering each other.
- agent draft
- proposal
- human review
- versioned commit
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Entity intelligence
Node
Bench AI Entity intelligence for any company, market, or question.
- question
- search sources
- answer packet
- saved report
-
Deck-as-code
Node
Slide Every AI edit is a scoped, validated, receipted proposal.
- prompt
- scoped proposal
- validate
- receipt
-
Video reconstruction
Node
Video Inspectable video reconstruction with verified worker receipts.
- prior productions
- creator profile
- edit plan
- render
- fidelity gates
-
Voice rooms
Node
Voice Shared state for voice agents that speak in the same room.
- voice agents
- room state
- one turn
- trace
Agent runtime and memory
What an agent reads, remembers and records.
-
Agent runtime
Node
Agent The room asks. The agent answers — with sources, a model, and a memo.
- room context
- document lookup
- versioned sheet
- notebook memo
-
Passive memory
Node
Mem Notice passively. Act explicitly.
- activity
- entity
- suggestion
- human confirms
-
Semantic graph
Node
Graph Artifacts, traces and proposals into an evidence-backed graph.
- room data
- semantic graph
- select cluster
- render
-
Agent observability
Node
Trace Open the trace behind each tagged surface in an agent-built app.
- tag surface
- record trace
- trace lens
- proof card
-
Agentic RL
Node
RL Turn failed agent runs into the next better attempt.
- act
- evaluate
- remember
- repair
- export
Proof and quality
Checks, task corpora and protocols for reviewing agent work.
-
Proof supervisor
Node
Proof Runs your gate on coding-agent work and records the verdict.
- configure gate
- agent works
- run gate
- verdict
-
UI QA protocol
agentic-ui-qa
QA and dogfooding for agentic application UIs, end to end.
- persona
- journey
- evidence
- grade
-
Task corpus
Node
Tasks Browser tasks, proof receipts and rubrics extracted from NodeRoom.
- search tasks
- filter and sort
- check provenance
- download bundle
-
Proof clips
Feature
Clip Studio Turn live product flows into storyboarded proof clips.
- storyboard
- capture
- render
- judge
- revise
-
Handoff protocol
Better
PRHandoff Readable, verifiable handoffs for agent and developer branches.
- change
- changelog
- verified demo
- handoff
-
UI parity
Parity Studio
Image to verified, componentized ui_kit, judged by a deterministic rubric.
- image or route
- components
- 16-check rubric
- agent handoff
Build kits and specs
Starting points for the next agent application.
-
Project factory
Node
Kit Generates applications, then proves what they did.
- brief
- create
- run
- proof
-
Spec pack
Node
Agent Spec A portable markdown spec pack for durable, inspectable agents.
- copy files
- edit soul.md
- define skills
- state and traces
- capability tests
-
MCP template
Node
Bench Boilerplate A TypeScript starter for MCP agent projects with quality gates.
- template
- MCP
- gates
- CI