NET / 01SOURCE READY
Internet infrastructure
Edge Sentinel
DNS change evidence and token-community incident response.
- Live Cloudflare DNS lookup
- Resolver snapshot comparison
- Incident priority and evidence export
Prebuilt repositories Start with working technology
Real code.
Your next frontier.
Choose a technology relevant to your token. Run it now, inspect the method, download the complete repository and deploy it through your own account.
38working projects
37technology pairs
29files per repository
0required API keys
38 runnable projects
NVDA / 02SOURCE READY
AI compute
Compute Foundry
Plan a community research and moderation inference service.
- Model memory and fleet fit
- Daily inference demand planning
- Compute grant runway
TAO / 03SOURCE READY
Decentralized evaluation
Mind Jury
Make community proposal scoring inspectable.
- Three weighting methods
- Concentration and disagreement analysis
- Auditable evaluator records
RKLB / 04SOURCE READY
Orbital software
Orbit Commons
A public satellite-mission workbench for space communities.
- Circular orbit propagation
- Ground-horizon geometry
- Exportable mission position series
QUBT / 05SOURCE READY
Quantum simulation
Qubit Arcade
A community circuit challenge with inspectable amplitudes.
- Complex two-qubit state vector
- Entangling and phase gates
- Probability and entropy reports
CEG / 06SOURCE READY
Community energy
Grid Commons
Audit the energy assumptions behind a token community.
- 24-hour energy balance
- Displaced-emissions comparison
- Explicit community compute demand
BE / 07SOURCE READY
Hydrogen systems
Hydrogen Commons
Reproducible energy research for a token-funded lab.
- Electrolyzer mass and energy balance
- Capital recovery and cost sensitivity
- Fuel-cell round-trip estimate
MRNA / 08SOURCE READY
Open research quality
Bio Commons
Community research artifacts with clear sequence provenance.
- FASTA and RNA normalization
- Three-frame complete ORF scan
- Composition and ambiguity QC
TSM / 09SOURCE READY
Open silicon
Silicon Foundry
Make chip-prototype funding assumptions inspectable.
- Wafer edge-loss approximation
- Poisson and clustered-defect models
- Prototype cost per expected good die
TSLA / 10SOURCE READY
Autonomy simulation
Robotics Arena
A reproducible community pathfinding challenge.
- Deterministic shortest-path search
- Obstacle and boundary validation
- Route cost and stopping envelope
GOOGL / 11SOURCE READY
Community knowledge
Search Commons
Search community evidence instead of repeating unsupported claims.
- BM25 document ranking
- Per-term contribution explanations
- Local corpus and query controls
GOOGL / 12SOURCE READY
Neural graph simulation
FlyBrain Commons
An inspectable neural graph experiment for FlyBrain communities.
- Weighted directed neural graph
- Leaky integrate-and-fire simulation
- Spike timeline and per-neuron activity
META / 13SOURCE READY
Community information
Social Evidence
Find repeated narratives in community posts.
- Pairwise Jaccard similarity
- Connected narrative clusters
- Inspectable matching message pairs
MSFT / 14SOURCE READY
Software supply chain
Release Desk
Review the dependency assumptions in a community release.
- Manifest dependency inventory
- Version pinning review
- Install lifecycle visibility
AMZN / 15SOURCE READY
Cloud reliability
Queue Commons
Stress a community notification queue before launch.
- Seeded failure simulation
- Bounded retry and dead-letter accounting
- Idempotency ledger
AAPL / 16SOURCE READY
Private community AI
Local Intelligence
Budget a local model without sending community data away.
- Weight and KV cache accounting
- Context sensitivity table
- Device memory headroom
AMD / 17SOURCE READY
Compute performance
Accelerator Atlas
A roofline workbench for community benchmark bounties.
- Roofline throughput model
- Arithmetic intensity sweep
- Compute versus bandwidth classification
ARM / 18SOURCE READY
Computing education
Instruction Studio
Trace a tiny community grant counter instruction by instruction.
- Register and memory machine
- Instruction trace
- Execution and memory bounds
AVGO / 19SOURCE READY
Infrastructure topology
Network Flow
Find bottlenecks in a community compute network.
- Edmonds–Karp maximum flow
- Residual minimum cut
- Per-link utilization evidence
PLTR / 20SOURCE READY
Research provenance
Evidence Graph
Trace a community claim back to its evidence.
- Dependency and missing-source checks
- Topological review order
- Cycle detection
CRWD / 21SOURCE READY
Defensive log analysis
Community Watch
Replay transparent security rules against authorized logs.
- Status-code and IP aggregation
- Configurable failure thresholds
- Defensive incident evidence
SNOW / 22SOURCE READY
Community data quality
Data Commons
Audit research datasets before a community funds their use.
- Quoted CSV parser
- Column completeness and type profiling
- Duplicate row accounting
DDOG / 23SOURCE READY
Service observability
Trace Commons
Turn community service traces into an inspectable reliability report.
- p50, p95 and p99 latency
- Per-route reliability
- Observed error budget consumption
ASML / 24SOURCE READY
Semiconductor optics
Pattern Lab
Explain lithography tradeoffs in an open hardware proposal.
- Resolution and focus equations
- Aperture sensitivity sweep
- Reproducible optics assumptions
IONQ / 25SOURCE READY
Quantum noise
Ion Evidence
A transparent noise experiment for community quantum research.
- Exact circuit state vector
- Depth-dependent depolarization
- Ideal versus noisy distance
QBTS / 26SOURCE READY
Discrete optimization
Grant Optimizer
Compare a community grant shortlist with exact enumeration.
- Exact subset search up to 16 projects
- Budget-feasible optimum
- Penalty objective comparison
RGTI / 27SOURCE READY
Quantum compilation
Circuit Foundry
Publish small circuit optimization challenges with evidence.
- H, X, Z and CX cancellation
- Rewrite audit trail
- Complex state equivalence check
SPCX / 28SOURCE READY
Space mission economics
Launch Commons
Inspect a space community’s mission assumptions.
- Tsiolkovsky delta-v
- Payload sensitivity table
- Propellant and dry-mass accounting
ASTS / 29SOURCE READY
Satellite connectivity
Constellation Commons
A satellite coverage model for connectivity communities.
- Minimum-elevation geometry
- Spherical-cap coverage
- Free-space propagation latency
JOBY / 30SOURCE READY
Electric flight
Flight Energy
Evaluate the energy assumptions in an aviation research grant.
- Momentum-theory hover model
- Battery reserve accounting
- Mass sensitivity
ACHR / 31SOURCE READY
Electric mobility
Route Commons
An infrastructure throughput model for mobility communities.
- Route energy balance
- Charger and turnaround bottlenecks
- Daily trip capacity
OKLO / 32SOURCE READY
Reliable community power
Firm Power Commons
Plan a community compute load against firm-power availability.
- Independent-unit availability model
- N−1 capacity margin
- Expected shortage distribution
NNE / 33SOURCE READY
Energy dispatch simulation
Microgrid Commons
Test a community microgrid’s storage assumptions.
- State-of-charge dispatch
- Charge and discharge power constraints
- Energy conservation report
CRSP / 34SOURCE READY
Research sequence quality
Genome Evidence
Check public sequence datasets before funding analysis.
- FASTA normalization
- Homopolymer detection
- Sliding-window GC profiles
RXRX / 35SOURCE READY
Research reproducibility
Assay Commons
Compare assay replicate quality in community research.
- Robust outlier scores
- Per-group replicate quality
- Explicit zero-variance handling
TEM / 36SOURCE READY
Aggregate research quality
Cohort Commons
Review aggregate cohort coverage without uploading patient data.
- Aggregate count validation
- Missingness and representation
- Small-group disclosure flags
OUST / 37SOURCE READY
Point-cloud software
Perception Arena
An open point-cloud challenge for robotics communities.
- Planar point-cloud validation
- Angular-sector nearest returns
- Range and exclusion accounting
CIEN / 38SOURCE READY
Optical networks
Photon Commons
Inspect the link budget behind community infrastructure.
- Fiber loss accounting
- Receiver margin
- Reach sensitivity
Each project includes a distinct technology engine, token inspection, a bounded transfer explorer, a local funding planner and reproducible evidence export. Research models use labeled example inputs. A pair is a theme, not a company partnership. Downloading source does not create a GitHub repository or publish a build bid automatically.