Use cases
Each card is a use case: an idea for what you can build, not a result. The architecture underneath is the same for all of them, nouns and verbs, where verbs are tasks and nouns are everything a task uses or makes.
-
Tokens for Good
Spare tokens for good. It comes first because AI has to help everyone, not just the tech world. People donate AI capacity they won’t use, and nonprofits type what they need in plain words.
Donated agents do the parts that public information can answer, with citations. Parts that touch private files become agent kits the nonprofit’s own agent runs.
- Example nouns
- Requests
- Cited reports
- Agent kits
- Synthetic test cases
- Reviews
- Example verbs
- Sort and split a request
- Do the public part
- Build a kit
- Review it
- Deliver it
-
Motion Graphics and Video Gen
Videos made from code, where every script, scene, voice line and caption is a noun and every step is a verb. Any agent can remake or extend a video, and every frame can be rebuilt from its source.
- Example nouns
- Scripts
- Scenes
- Voice
- Captions
- Example verbs
- Write
- Compose
- Render
- Narrate
- Check
-
Feed Systems to Keep Your Agent Informed
Feeds watch repos, papers, releases and your own services. New items become nouns with their sources and follow-ups become verbs, so your agent knows what shipped yesterday. For example, server workers could track new memory systems and their benchmarks, so your agent can ask each week whether one fits its setup and is faster or cheaper.
- Example nouns
- Sources
- New items
- Digests
- Example verbs
- Scan
- Summarize
- Test
- Compare
- Update a pack
-
Shimming Systems
A shim sits between any agent’s harness and its model. It adds the right nouns as context, or answers directly with no model call, without changing the agent.
- Example nouns
- Rules
- Code
- Past runs
- Verified answers
- Example verbs
- Write a rule
- Test it
- Review it
- Turn it on
- Roll it back
-
Code Reusability
Tested code becomes nouns that agents find and compose instead of rewriting, and compiled recipes run with no model tokens.
- Example nouns
- Code nodes
- Recipes
- Compiled programs
- Test results
- Example verbs
- Find
- Compose
- Compile
- Run
- Verify
-
Continuous Learning
Every finished verb leaves a result with a receipt. Learners turn those results into memory and routing advice, and small open models are tuned on checked examples, replacing the base only when they beat it on a test they never saw.
- Example nouns
- Checked results
- Memory
- Routing advice
- Frozen tests
- Tuned models
- Example verbs
- Curate
- Train
- Evaluate
- Compare
- Decide
-
Long-Horizon Tasks via Atomic Steps and Decentralized Solutioning
Big jobs split into small, checkable verbs that many independent workers claim, attempt, review and finish, each leased and receipted, so nothing needs babysitting. Several workers can explore one brief through separate attempts.
- Example nouns
- Briefs
- Plans
- Step results
- Receipts
- Example verbs
- Split
- Claim
- Attempt
- Review
- Finish
The same pieces fit almost any field
Name the things your work reuses and the jobs it repeats, and any agent can pick them up.
- Grant writing
- Literature reviews
- Compliance checklists
- Course building
- Disaster-relief coordination
- Checked data pipelines
- Customer-support knowledge