Deep-tech operating system
Material discovery, power optimization, exoplanet triage, validation archives, and agentic execution now run through one Cloudflare-native enterprise shell.
Primary workspace
Generate an auditable inverse-materials experiment packet from target properties, cost, and validation gates.
Rank power, carbon, and latency tactics for AI workloads.
Workers AI reasoning with persistent memory and approval-gated connectors.
Evidence-first negentropy triage for spectral anomalies.
Registry
Version 2.0 strategy
Start where the pain is expensive, measurable, and already budgeted: materials R&D, AI power operations, and governed scientific agent workflows.
Enterprise teams that need faster candidate selection but cannot accept black-box science or ungoverned agents.
Battery, semiconductor, aerospace, catalyst, coating, and specialty chemical teams that need ranked candidates, falsifiable protocols, and procurement-aware constraints.
Platform and sustainability teams optimizing model routing, power draw, carbon intensity, and latency under strict operating constraints.
Programs that need auditable research packets, evidence ledgers, approval gates, and reproducible validation artifacts on trusted infrastructure.
Operator guide
Ask for a candidate shortlist, route plan, evidence scan, or agent plan with clear constraints. Avoid treating early-stage outputs as proof.
Run MaterialForge, GridForge, ExoSignal, or the Agent harness to produce ranked outputs, assumptions, evidence, and pass/fail gates.
Use Browser Run markdown and screenshots, R2 research packets, and run ledgers to ground each recommendation in traceable sources.
Send materials candidates to lab protocols, power plans to measurement windows, spectra to confounder review, and connector actions through approval gates.
Product thesis
Convert a vague target property into a decision packet: candidate families, risk posture, bench gates, kill criteria, and procurement notes.
Make power, carbon, and latency tradeoffs visible before infrastructure spend becomes irreversible.
Combine Workers AI, Browser Run grounding, R2 evidence storage, and approval gates so enterprise agents can reason without silently mutating critical systems.
Run ledger
| Run | Module | Status |
|---|
Catalyst Agent
@cf/moonshotai/kimi-k2.6 through the Cloudflare Workers AI binding. Connector mutations are held behind approval gates.
Evidence drawer
No product run selected yet. Generated packets, validation gates, and approval evidence will appear here.
Waiting for API response...
MaterialForge Pro
Choose a target property and generate a ranked candidate shortlist with validation and governance.
Choose a target to create a ranked candidate shortlist, validation plan, and go/no-go criteria.
MaterialForge Pro will return the auditable packet payload here.
Ranked candidates stay tied to risk, procurement notes, and bench criteria.
| Formula | Family | Score | Risk |
|---|
Validation is framed as falsifiable steps, not black-box confidence.
Generate a MaterialForge packet to populate protocol gates.
Kill criteria, procurement notes, and safe-use boundaries.
Packet governance will appear here.
GridForge
Model class, SLA, throughput, watts, and carbon intensity become a ranked routing plan.
Run GridForge to produce a governed energy, latency, and carbon routing plan.
GridForge will return the auditable PowerOps payload here.
Ranked recommendations and operational risk.
| Plan | Savings | kWh/day | Risk |
|---|
Measurements, pass gates, and rollback criteria.
Optimize a workload to populate the runbook.
Cost, carbon, and latency impact.
Savings metrics will appear here.
Catalyst Agent
GitHub, email, and Cloudflare actions stay draft-only until an explicit approval gate is passed.
Default model is @cf/moonshotai/kimi-k2.6 through env.AI.run.
Browser Run Quick Actions extract markdown and screenshots into R2 research packets.
HMK session keys retain tenant, session, connector, and context facts for retrieval-backed continuity.
Harness-level checks for grounding, memory, tool safety, and orchestration.
Capture grounded markdown and screenshots, then store packets under the tenant/session research prefix.
Browser Run packets will appear here.
ExoSignal
Scan chemical tension, stellar activity, and spectral variance as decision-support evidence.
Run ExoSignal to classify spectral disequilibrium and generate follow-up priorities.
ExoSignal will return the auditable spectrum triage payload here.
Scored signals, alternative explanations, and follow-up plan.
Negentropy metrics will appear here.
Evidence, confounders, and follow-up steps will appear here.
Reality Foundry
Turn objectives, budget posture, and constraints into ranked product hypotheses.
Define a target reality and generate auditable candidate worlds.
Ranked by plausibility, differentiation, validation load, and operational fit.
| World | Overall | Next step |
|---|
Research Validation
Mass-gap analogue working chart.
Log-linear decay trend.
Seed stability and monotonicity.
Phase-state samples.
Controls, pass gates, and watch items.
| Check | Result | Status |
|---|
External reference channel comparison.
| Channel | Reference | Prediction | Error | Status |
|---|
Hasse-Weil rank drift experiment.
Coefficient extraction validation.
Topological variance reduction.
Freemium funnel
Public demo access for evaluating product fit and sharing the Command Center internally.
50,000 API calls per month across CATALYST product modules for small teams and pilots.
500,000 API calls per month for production pilots, agent workflows, and governed decision support.
Private deployment, compliance posture, integration support, and account-level approval workflows.
Artifacts
Production posture
CATALYST packages the research suite into tenant-aware workflows, artifacts, confidence scoring, and Cloudflare-native deployment primitives with careful claim discipline.