Transcript
Create a project plan for turning stackmat.es into the R&D foundry for AI-first business ops interfaces. Start with voice to project planning, compare transcript-first, timeline-first, and command-first versions.
Workbench - AI interface R&D
Voice-to-project-planning workbench
A simulated planning surface for comparing transcript-first, timeline-first, and command-first AI operations interfaces.
Generator output defines the lab shape: deterministic ui-fixtures, a reusable ui-interactive planning-session organism with colocated presentation projection, and a composition-only pattern route.
§01
Variant comparison
The main scenario turns a spoken foundry brief into a structured project plan while preserving stream, tool, confidence, and repair evidence.
AI interface R&D
Planning session interface comparison
Transcript-first emphasizes repairable structure, timeline-first emphasizes stream evidence, and command-first emphasizes user control.
completeHappy path with final structured plancreate-plan
Realtime session projection
91% confidenceTool calls
1
Failures
0
Interruptions
0
- Session openedsystem0ms
Realtime-style session state initialized.
- Speech starteduser130ms
VAD detected the user starting a planning instruction.
- Transcript finaluser3180ms
Two final user turns captured with high confidence.
- Plan draft startedmodel3400ms
Model started a planning response.
- Plan draft deltamodel3800ms
Scaffold generator repair first, then compose workbench evidence.
- Tool callmodel4200ms
create_project_plan called with goals, milestones, and risks.
Tool: create_project_plan
- Tool resulttool4550ms
Structured plan returned for review.
Tool: create_project_plan
- Final planmodel5100ms
Plan committed to the simulated workbench state.
Governed AI interface foundry
Build stackmat.es into an R&D foundry for AI-first business operations interfaces, starting with voice-to-project-planning.
Generator truth baseline
Day 1- Dry-run lab-exploration and validate output pathsPlatformdone
- Move deterministic scenarios into ui-fixturesInterface R&Ddone
Voice planning workbench
Day 2- Render transcript-first structured plan builderDesign Systemsdoing
- Render event timeline with tool and repair statesDesign Systemsdoing
- Render command-first control surfaceInterface R&Dtodo
Variation workbench
Variant comparison
Compare three interface shapes against voice, streaming, tool-call, repair, and user-control evidence.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Create a project plan for turning stackmat.es into the R&D foundry for AI-first business ops interfaces. Start with voice to project planning, compare transcript-first, timeline-first, and command-first versions.
Governed AI interface foundry
- - Repair the lab generator so scaffolded output is architectural truth.
- - Compare three AI planning interface variants with deterministic evidence.
- - Keep provider integration simulated until the interface contract is proven.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Create a project plan for turning stackmat.es into the R&D foundry for AI-first business ops interfaces. Start with voice to project planning, compare transcript-first, timeline-first, and command-first versions.
Governed AI interface foundry
- - Repair the lab generator so scaffolded output is architectural truth.
- - Compare three AI planning interface variants with deterministic evidence.
- - Keep provider integration simulated until the interface contract is proven.
Timeline-first stream view
input-flowA streaming event timeline that shows transcript, model deltas, tool calls, errors, and plan patches.
Hypothesis: Score 82. Best evidence model for debugging streamed planning sessions.
- Session openedsystem0ms
Realtime-style session state initialized.
- Speech starteduser130ms
VAD detected the user starting a planning instruction.
- Transcript finaluser3180ms
Two final user turns captured with high confidence.
- Plan draft startedmodel3400ms
Model started a planning response.
- Plan draft deltamodel3800ms
Scaffold generator repair first, then compose workbench evidence.
- Tool callmodel4200ms
create_project_plan called with goals, milestones, and risks.
Tool: create_project_plan
- Tool resulttool4550ms
Structured plan returned for review.
Tool: create_project_plan
- Final planmodel5100ms
Plan committed to the simulated workbench state.
Command-first hybrid
hybridA push-to-talk and command hybrid where voice drafts the plan and slash commands revise it.
Hypothesis: Score 77. Strong user control for interruption, retry, and targeted edits.
Evidence and disposition notes
6 signalsFocused variant
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTimeline-first stream viewStream trust
Best evidence model for debugging streamed planning sessions. Makes tool calls and recoverable errors inspectable.
- riskTimeline-first stream viewPlanning throughput
Can feel operationally dense for non-technical planners.
- strengthCommand-first hybridStream trust
Strong user control for interruption, retry, and targeted edits. Clear escape hatch when VAD or transcript confidence fails.
- riskCommand-first hybridPlanning throughput
Requires users to learn a small command vocabulary.
§02
State coverage
The supporting deterministic scenarios exercise interruption, low-confidence repair, recoverable tool failure, and empty-state behavior.
AI interface R&D
Interrupted model response with recoverable repair
Focused state proof for the same reusable workbench contract.
interruptedinterruptedrevise-plan
Realtime session projection
86% confidenceTool calls
0
Failures
0
Interruptions
1
Transcript
Build a plan for the foundry launch. Actually pause that and make the first milestone generator repair.
- Model speakingmodel900ms
Drafting the initial plan aloud.
- User interruptionuser1710ms
User starts speaking while the model response is in progress.
- Response cancelledsystem1730ms
Unplayed response audio is truncated before the new instruction.
Structured plan
No final plan has been emitted for this scenario.
Variation workbench
Variant comparison
Compare three interface shapes against voice, streaming, tool-call, repair, and user-control evidence.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Build a plan for the foundry launch. Actually pause that and make the first milestone generator repair.
No plan yet.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Build a plan for the foundry launch. Actually pause that and make the first milestone generator repair.
No plan yet.
Timeline-first stream view
input-flowA streaming event timeline that shows transcript, model deltas, tool calls, errors, and plan patches.
Hypothesis: Score 82. Best evidence model for debugging streamed planning sessions.
- Model speakingmodel900ms
Drafting the initial plan aloud.
- User interruptionuser1710ms
User starts speaking while the model response is in progress.
- Response cancelledsystem1730ms
Unplayed response audio is truncated before the new instruction.
Command-first hybrid
hybridA push-to-talk and command hybrid where voice drafts the plan and slash commands revise it.
Hypothesis: Score 77. Strong user control for interruption, retry, and targeted edits.
Evidence and disposition notes
6 signalsFocused variant
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTimeline-first stream viewStream trust
Best evidence model for debugging streamed planning sessions. Makes tool calls and recoverable errors inspectable.
- riskTimeline-first stream viewPlanning throughput
Can feel operationally dense for non-technical planners.
- strengthCommand-first hybridStream trust
Strong user control for interruption, retry, and targeted edits. Clear escape hatch when VAD or transcript confidence fails.
- riskCommand-first hybridPlanning throughput
Requires users to learn a small command vocabulary.
AI interface R&D
Low-confidence transcript phrase needing confirmation
Focused state proof for the same reusable workbench contract.
low-confidencelow-confidencecreate-plan
Realtime session projection
58% confidenceTool calls
0
Failures
0
Interruptions
0
Transcript
Plan the generator truth law and maybe the workbench evidence.
- Low confidence transcriptuser740ms
Plan the generator truth law and maybe...
- Repair promptsystem920ms
Confirm whether the second milestone is workbench evidence.
Repair prompt
Confirm whether the second milestone is workbench evidence.
Structured plan
No final plan has been emitted for this scenario.
Variation workbench
Variant comparison
Compare three interface shapes against voice, streaming, tool-call, repair, and user-control evidence.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Plan the generator truth law and maybe the workbench evidence.
No plan yet.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Plan the generator truth law and maybe the workbench evidence.
No plan yet.
Timeline-first stream view
input-flowA streaming event timeline that shows transcript, model deltas, tool calls, errors, and plan patches.
Hypothesis: Score 82. Best evidence model for debugging streamed planning sessions.
- Low confidence transcriptuser740ms
Plan the generator truth law and maybe...
- Repair promptsystem920ms
Confirm whether the second milestone is workbench evidence.
Command-first hybrid
hybridA push-to-talk and command hybrid where voice drafts the plan and slash commands revise it.
Hypothesis: Score 77. Strong user control for interruption, retry, and targeted edits.
Evidence and disposition notes
6 signalsFocused variant
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTimeline-first stream viewStream trust
Best evidence model for debugging streamed planning sessions. Makes tool calls and recoverable errors inspectable.
- riskTimeline-first stream viewPlanning throughput
Can feel operationally dense for non-technical planners.
- strengthCommand-first hybridStream trust
Strong user control for interruption, retry, and targeted edits. Clear escape hatch when VAD or transcript confidence fails.
- riskCommand-first hybridPlanning throughput
Requires users to learn a small command vocabulary.
AI interface R&D
Recoverable tool failure while creating a plan
Focused state proof for the same reusable workbench contract.
tool-failuretool-failurecreate-plan
Realtime session projection
90% confidenceTool calls
0
Failures
1
Interruptions
0
Transcript
Create the project planning workbench plan.
- Tool callmodel1200ms
create_project_plan called.
Tool: create_project_plan
- Tool failuretool1560ms
Plan template registry unavailable.
Tool: create_project_plan
Tool failure
Retry create_project_plan or continue with a manual planning note.
Structured plan
No final plan has been emitted for this scenario.
Variation workbench
Variant comparison
Compare three interface shapes against voice, streaming, tool-call, repair, and user-control evidence.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Create the project planning workbench plan.
No plan yet.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
Create the project planning workbench plan.
No plan yet.
Timeline-first stream view
input-flowA streaming event timeline that shows transcript, model deltas, tool calls, errors, and plan patches.
Hypothesis: Score 82. Best evidence model for debugging streamed planning sessions.
- Tool callmodel1200ms
create_project_plan called.
Tool: create_project_plan
- Tool failuretool1560ms
Plan template registry unavailable.
Tool: create_project_plan
Command-first hybrid
hybridA push-to-talk and command hybrid where voice drafts the plan and slash commands revise it.
Hypothesis: Score 77. Strong user control for interruption, retry, and targeted edits.
Evidence and disposition notes
6 signalsFocused variant
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTimeline-first stream viewStream trust
Best evidence model for debugging streamed planning sessions. Makes tool calls and recoverable errors inspectable.
- riskTimeline-first stream viewPlanning throughput
Can feel operationally dense for non-technical planners.
- strengthCommand-first hybridStream trust
Strong user control for interruption, retry, and targeted edits. Clear escape hatch when VAD or transcript confidence fails.
- riskCommand-first hybridPlanning throughput
Requires users to learn a small command vocabulary.
AI interface R&D
Empty state before audio input
Focused state proof for the same reusable workbench contract.
emptyemptyunclear
Realtime session projection
100% confidenceTool calls
0
Failures
0
Interruptions
0
Transcript
No transcript captured yet.
No stream events yet.
Structured plan
No final plan has been emitted for this scenario.
Variation workbench
Variant comparison
Compare three interface shapes against voice, streaming, tool-call, repair, and user-control evidence.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
No transcript captured yet.
No plan yet.
Transcript-first plan builder
input-flowA structured plan builder where transcript turns become editable goals, milestones, and tasks.
Hypothesis: Score 88. Best repair path for low-confidence transcript phrases.
Transcript
No transcript captured yet.
No plan yet.
Timeline-first stream view
input-flowA streaming event timeline that shows transcript, model deltas, tool calls, errors, and plan patches.
Hypothesis: Score 82. Best evidence model for debugging streamed planning sessions.
No stream events yet.
Command-first hybrid
hybridA push-to-talk and command hybrid where voice drafts the plan and slash commands revise it.
Hypothesis: Score 77. Strong user control for interruption, retry, and targeted edits.
Evidence and disposition notes
6 signalsFocused variant
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTranscript-first plan builderStream trust
Best repair path for low-confidence transcript phrases. Keeps final project structure visible before commit.
- riskTranscript-first plan builderPlanning throughput
Can hide tool latency and event provenance from operators.
- strengthTimeline-first stream viewStream trust
Best evidence model for debugging streamed planning sessions. Makes tool calls and recoverable errors inspectable.
- riskTimeline-first stream viewPlanning throughput
Can feel operationally dense for non-technical planners.
- strengthCommand-first hybridStream trust
Strong user control for interruption, retry, and targeted edits. Clear escape hatch when VAD or transcript confidence fails.
- riskCommand-first hybridPlanning throughput
Requires users to learn a small command vocabulary.