AI LAB · BUILD. TEST. EVOLVE.

Stay curious.
Build something useful.

This is where we test ideas around the Knowcore engine: reusable skills, agents, connected workflows and small apps that might make a real difference.

An experimental orbit around code and memory
An experimental orbit around code and memory
SECTION 01 · THE LAB

Explore the future through a small experiment.

Not every idea needs a large product. A useful skill, workflow or small tool can change how we do things.

Skills PlaygroundSkills

Turn recurring professional tasks into reusable skills.

Agent ExperimentsAgents

Explore roles and collaboration between agents.

Automation LabFlow

Connect tools and tasks in recurring workflows.

Mini AppsApps

Turn interesting ideas into small AI apps.

AIR PlaygroundAIR

Explore model choice, speed, cost and privacy.

SECTION 02 · FEATURED

Featured experiments

Live

AI Blueprint

Explore your sources, workflows and deployment needs to shape a personal plan.

Try AI Blueprint ↗
KNOWCORE / EXPERIMENT MANIFEST
brain.capture() → context.retrieve() → agent.prepare() → human.review()

[testing] browser sandboxes + online blueprint service
[building] retrieval / memory / handoff designs
[planned] expert twin / attention budget / knowledge services
SECTION 03 · PLAY / OBSERVE / ITERATE

Try it. Observe it. Question it.

Three working browser experiments. No fabricated execution logs or connections to your private data.

Uses fixed sample passages to illustrate capacity trade-offs; not a model token measurement.

context_budget: 4000 [keep] task_context · 800 [keep] verified_method · 1200 [keep] recent_case · 1800 [defer] archive_notes · 2800 allocated: 3800 remaining: 200
SECTION 04 · EXPERIMENT REGISTRY

Small experiments. A future in the making.

01 / Mini App
Live

AI Blueprint

Where should your first AI system begin?

Explore your sources, workflows and deployment needs to shape a personal plan.

Explore the project +
01 / THE GOAL

Turn a brief into a handoff-ready plan.

02 / Knowcore Engine MODULES
KnowledgeAIR
03 / TECHNICAL NOTES

Validated answers feed planning rules; model analysis is optional.

04 / WHAT’S NEXT

Try the questions and Markdown export. Tell us what your plan needs.

Try AI Blueprint ↗
02 / Skills
Planned

Skills Playground

Turn your methods into reusable skills.

Explore skills for research, summaries, documents and specialist tasks.

View experiment plan +
01 / THE GOAL

Reuse professional methods with clear acceptance criteria.

02 / Knowcore Engine MODULES
SkillsTrust
03 / TECHNICAL NOTES

Plan: evaluate reusable skills with inputs, examples and acceptance criteria.

04 / WHAT’S NEXT

Collect real needs, then validate a small prototype.

Discuss this experiment ↗
03 / Agents
Planned

Multi-Agent Chat

Different AI roles. One shared conversation.

Explore collaboration between a researcher, planner and assistant.

View experiment plan +
01 / THE GOAL

Keep context and responsibility through each handoff.

02 / Knowcore Engine MODULES
ChatAgent
03 / TECHNICAL NOTES

Plan: validate handoffs, shared context and human review.

04 / WHAT’S NEXT

Collect real needs, then validate a small prototype.

Discuss this experiment ↗
04 / AIR
Planned

AIR Router Demo

Which AI should handle this task?

Compare task complexity, model choices, privacy and cost policies.

View experiment plan +
01 / THE GOAL

Explain the model choice, not just the output.

02 / Knowcore Engine MODULES
AIRTrust
03 / TECHNICAL NOTES

Plan: explain routing and fallback without invented model benchmarks.

04 / WHAT’S NEXT

Collect real needs, then validate a small prototype.

Discuss this experiment ↗
05 / Flow
Planned

Automation Lab

Put recurring work on a workflow.

Explore connections between email, tasks, knowledge and other tools.

View experiment plan +
01 / THE GOAL

Retry safely and review sensitive actions.

02 / Knowcore Engine MODULES
FlowAgentTrust
03 / TECHNICAL NOTES

Plan: validate idempotency, retries and approvals for external actions.

04 / WHAT’S NEXT

Collect real needs, then validate a small prototype.

Discuss this experiment ↗
06 / Knowledge
In development

Living Knowledge

Knowledge keeps moving.

Explore ongoing capture, updates, connections and source tracking.

View experiment plan +
01 / THE GOAL

Keep answers tied to current, traceable sources.

02 / Knowcore Engine MODULES
KnowledgeTrust
03 / TECHNICAL NOTES

Research: incremental indexing, versions and citation updates.

04 / WHAT’S NEXT

Validate a small pilot before opening a public experience.

Discuss this experiment ↗
07 / Memory
In development

Memory Garden

Let useful memories grow with you.

Explore lasting memory, updates, timelines and corrections.

View experiment plan +
01 / THE GOAL

Let people inspect, correct and remove memories.

02 / Knowcore Engine MODULES
MemoryControl
03 / TECHNICAL NOTES

Research: verification dates, conflicts, corrections and revocations.

04 / WHAT’S NEXT

Validate a small pilot before opening a public experience.

Discuss this experiment ↗
08 / Runtime
In development

Home Lab Sandbox

Your hardware. Your AI.

Explore local models, private deployment, health checks and recovery.

View experiment plan +
01 / THE GOAL

Validate installation, monitoring, upgrades and recovery.

02 / Knowcore Engine MODULES
RuntimeControl
03 / TECHNICAL NOTES

Alpha engineering needs hardware validation; this page does not operate a host.

04 / WHAT’S NEXT

Validate a small pilot before opening a public experience.

Discuss this experiment ↗
09 / Agent Studio
Planned

Agent Builder

Build an assistant around one task.

Explore assistants configured with knowledge, roles, tools and boundaries.

View experiment plan +
01 / THE GOAL

Make tools, permissions and task boundaries clear.

02 / Knowcore Engine MODULES
AgentSkillsTrust
03 / TECHNICAL NOTES

Plan: validate scoped access, versioning and approval before execution.

04 / WHAT’S NEXT

Collect real needs, then validate a small prototype.

Discuss this experiment ↗

Development entries describe concepts, protocols or workflow designs that still need validation with real sources and tasks. They are not deployed production capabilities.

SECTION 05 · BUILD LOG / V4.2

Every experiment starts the next iteration.

We record questions, methods, findings and the next steps.

01 · Experiment registry
Nine directions, with live, development and planned states.

02 · Execution boundaries
Keep browser sandboxes; external actions require separate authorization.

03 · Next validation
Focus on source references, memory correction and routing explanations.

What AI idea would you like to try?

Share a question, need or experiment idea. Explore what we could build together.

Share an experiment idea ↗

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