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Im publishing projects derived from "God of the Math" in here
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anulum/README.md

Miroslav Šotek: evidence, computation, control

English Deutsch Slovenčina 中文 日本語

Website ORCID CV PDF PyPI GitHub Sponsors Email

Projects · Current focus · Ecosystem · Research output · Standards · Collaboration

Independent researcher and systems engineer based in Switzerland, developing scientific software and a governed research organisation under the Anulum name. Five active groups cover reactor systems, integration and control, agentic coordination and assurance, neuromorphic computing, and quantum computing. A sixth group, Scientific Discovery and Experimentation, is in formation. Released software, architecture work, world-model development and intended hardware outputs have separate evidence boundaries. The research institute and company are offered for joint founding with partners.

The engine
Agent coordination with receipts, evidence-bound review, claim grounding, auditable memory
Reactor systems
Reactor concept catalogue, 3D/CAD, level-0 physics, Reactor Studio
Integration and control
Studio Hub, control runtime, synchronisation analysis, fail-closed hardware gating
Neuromorphic computing
SNN Studio, Rust SIMD, Verilog RTL, FPGA synthesis
Quantum computing
Circuits on simulators and real hardware, result packs with raw counts

Start here

Projects for the software and its evidence · Papers for every publication and software archive with BibTeX · Contact for a technical proposal. Cold readers: anulum.li/start/ picks an entry point by profile. Every registered project, filterable by group, reactor family and evidence, with a clickable map: anulum.li/portfolio/.

Projects

Each card links to inspectable artefacts, not summary claims. Evidence links are pinned to the commit they were verified at. Release and CI badges report registry and workflow state; they are operational signals, not scientific-quality scores.

Synapse Channel · Usable now
Control plane for coding-agent fleets: claims, roles, durable mailboxes, receipts, audit, and federation.
Documentation · Validation · Coordination specification · Threat model
PyPI CI
Director-AI · Research active
Real-time LLM guardrail: NLI/RAG grounding, claim review, native acceleration, optional claim-level streaming halt, declared capability boundaries.
Documentation · Validation · Public benchmarks · Capability matrix
PyPI CI
Rigor Foundry · Usable now
Evidence-bound repository inventory, audit candidates, review binding, and remediation planning.
Documentation
PyPI CI
Remanentia · Usable now
Auditable memory for AI agents and knowledge systems: hybrid retrieval, graphs, consolidation, CLI, MCP, and API surfaces.
Documentation
PyPI CI
SC-NeuroCore · Research active
Stochastic and neuromorphic framework: Python models, Rust SIMD paths, Verilog RTL, HDC/VSA, compiler surfaces, and hardware evidence.
Documentation · Validation · Synthesis results · Traceability matrix
PyPI CI
SCPN Fusion Core · SCPN Control · Research active
Tokamak physics, solvers, and validation campaigns with real-data paths (Fusion Core); control-grade runtime with fail-closed admission and replay evidence (Control).
Validation · DIII-D validation record · Software DOI
PyPI PyPI CI
SCPN Quantum Control · Experimental
Evidence-governed quantum simulation of coupled-oscillator synchronisation: protocols committed before the run, hardware result packs, raw counts, and explicit non-advantage boundaries.
Layout-relaxation protocol · Result-pack contract · Software DOI
PyPI CI
SCPN Phase Orchestrator · Research active
Evidence-first synchronisation analysis and review-only control proposals for coupled rhythmic systems; matched-false-alarm evaluation, negative results, and bounded transfer claims.
Submission index · Negative-result preprint · Grid regime-map preprint
PyPI CI
Label Meaning
Usable now Installable, documented, and CI-backed; still evolving
Research active Real code and ongoing science; not a stability promise
Experimental Exploratory; interfaces and claims are not fixed
Evidence-bound Public claims are tied to measurements or artefacts

Current focus

Portfolio state verified 2026-10-15.

Reactor portfolio
Consolidating shared kernels and governed device truth across 26 public reactor repositories.
Agentic assurance
Joining coordination, memory, response assurance, action review, and repository evidence without collapsing ownership boundaries.
Research to hardware
Carrying scientific models through native acceleration, formal checks, RTL, hardware runs, and inspectable result packs.

Latest releases

Date Project Release Change
2026-10-02 Synapse Channel v0.99.37 published software archive
2026-10-01 Loop Timing Witness v0.1.0 published host software
2026-10-01 Synapse Channel v0.99.36 historical software archive
2026-09-30 SYNAPSE CHANNEL v0.99.35 Shared-pool reservations with one authoritative owner (F02, not yet enforced).
2026-09-30 SYNAPSE CHANNEL v0.99.34 Signed peers behind a TLS-terminating proxy were admitted but served nothing. 0.99.33 said a peer hub's or Fleet follower's signed log pull works behind such a proxy. It did not.

Rendered from anulum.li/news (the projects' CHANGELOG files) and Zenodo on 2026-10-15.

Latest publication

Date Type Output DOI
2026-10-11 Preprint The calibration epoch as the unit of evidence: preregistered parity-leakage and layout-transfer experiments on IQM Garnet 10.5281/zenodo.23298119

Rendered from anulum.li/news (the projects' CHANGELOG files) and Zenodo on 2026-10-15.

Timeline

Period Publicly supported milestone
1996 onward Self-published concept-development horizon across the broader research programme
1998 Founder role at ANULUM CH&LI begins in the self-entered public ORCID record
2018 Public GitHub account established
2025 Public SCPN previews, framework indexes, and technical reports deposited on Zenodo
2026 Public software and research portfolio expands across AI assurance, agent infrastructure, neuromorphic computing, plasma control, and quantum simulation

Timeline entries distinguish registry facts from self-published chronology. They do not imply academic affiliation, external validation, funding, or awards.

How the stack is used

flowchart LR
    Q["SCPN Quantum Control"] -. "optional SNN adapter" .-> N["SC-NeuroCore"]
    Q -. "optional studio" .-> S["Studio Platform package"]
    N -. "optional federation" .-> S
    D["Director-AI"] -. "optional honesty extra" .-> S
    C["SCPN Control"] -. "optional fusion extra" .-> F["SCPN Fusion Core"]
    R["Rigor Foundry · repository analysis"]
Loading

These arrows are declared optional software interfaces from the group architecture records, not a tested end-to-end scientific loop. Rigor Foundry provides repository analysis; it is shown without an invented runtime dependency. Each domain keeps model and hardware authority. Studio Platform is a published package with a private repository. The Phase Orchestrator grid modal-damping benchmark was withdrawn on 12 October 2026; this profile makes no real-grid or quantum-advantage claim.

Portfolio ecosystem

Dated inventory: 2026-10-15

97 portfolio repositories: 37 public, 6 private, 54 locally initialised and unpublished. A further 42 catalogue entries describe packages, modules, workspaces or architecture destinations. All work is in progress.

Group declarations are dated 12–13 October; repository presence and public visibility were checked on 15 October 2026. Licence statements are source declarations, not a legal audit. Package publication and hardware qualification are separate.

Portfolio repositories Research groups Public repositories Private repositories

Anulum: six research groups

The detailed atlas is integrated in this repository. Its 196 entries also include programmes, company needs, partner roles and funding routes; they are not 196 repositories. Use the atlas preview instructions for the interactive view. The existing website portfolio is maintained separately.

Detailed atlas source and local preview · anulum.li/portfolio/

Technical scope descriptions below quote the English source records. A named destination is not a separately released capability. Shared items are counted once under their primary group.

01 · SCPN Reactor Systems · 55 repositories · 55 catalogue entries

55 owning repositories, including ATLAS-REACTORUM: 26 public and 29 locally initialised but unpublished. Fusion, fission, chemical and hybrid models, shared kernels, geometry and reactor evidence. World models, 3D simulations and device designs are programme outputs under development; a design is not a validated reactor.

Group architecture maps

Project / component Role and development stage Repository / availability Declared licence Source date
ATLAS-REACTORUM
Source and rights library with historical reactor taxonomy and interactive citation views.
In progress · tool · Implementation and integration Public AGPL-3.0-or-later 2026-10-12
SCPN-ADS-CORE
Subcritical blanket plus typed external source/beam-target interface.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Beam Target Core
Beam/target design and source-scoped reaction/stopping/yield.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-BIOCHEM-CORE
Source-specific enzyme/fermentation kinetics and reactor transport.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-BREED-BURN-CORE
Source-bounded breed-and-burn fuel-management concept.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-BWR-CORE
Boiling-channel thermal-spectrum family and void-feedback boundary.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-CATALYTIC-BED-CORE
Fixed-bed catalyst/transport/pressure-drop coupling.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-CHANNEL-CORE
Graphite-moderated channel reactor only; exclusive from PHWR pressure tubes.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-CHEM-KINETICS-CORE
Ideal gas batch/CSTR/PFR named kinetics and thermo models.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-CHEM-PROCESS-HYBRID-CORE
Chemical process/recycle/separation and carbon-capture composition.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Dense Plasma Focus Core
Focus device/bank/axial/radial/pinch and source-scoped neutron estimates.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-ELECTROCHEM-CORE
Electrode/cell transport and charge/reaction interface.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN FRC Core
Field-reversed configuration, radial pressure-balance and kinetic-scale model.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Fusion Core
Canonical plasma solver mathematics, transport/equilibrium and existing research pipeline.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-12
SCPN Fusion-Fission Hybrid Core
Existing source-owned fusion/fission blanket device and proposed typed member couplings.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-FUSION-PROCESS-HEAT-CORE
Fusion-source to chemical-process heat/material composition.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-GFR-CORE
Gas-cooled fast-spectrum family with high-temperature heat-removal boundary.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-HEAT-PIPE-CORE
Solid-core heat-pipe microreactor and source-defined transport limits.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-HTGR-CORE
Graphite/TRISO helium-cooled design and distinct process-heat interface.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-HYBRID-ENERGY-CORE
Fission/renewable/storage electrical and thermal composition.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-HYDROGEN-PROCESS-CORE
HTSE and named thermochemical hydrogen process routes.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN ICF Beam Core
Particle-beam illumination/capsule design with explicit coupling.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN ICF Impact Core
Impact/projectile/fuel/compression design and source-limited energy relations.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN ICF Laser Core
Laser-driven capsule/implosion design and source-scoped ignition/gain criteria.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN IEC Core
Gridded electrostatic device and distinct nonthermal loss/recirculation models.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Lattice Fusion Core
Source-bounded lattice-confinement fusion research and modelling.
In progress · component · Architecture and qualification Public AGPL-3.0-or-later 2026-10-12
SCPN Levitated Dipole Core
Dipole coil/levitation/charging and anisotropic plasma model.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-LFR-CORE
Lead/LBE fast-spectrum family with materials/corrosion boundary.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Magnetic Cusp Core
Cusp coil/configuration ownership and source-specific field/particle-loss model proposal.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-MEMBRANE-CORE
Reaction-separation with explicit membrane transport.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-METHANE-REFORMER-CORE
Steam-methane reforming kinetics and process train.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN MIF Core
Existing magneto-inertial dynamics/runtime with maintained multi-language/RTL chain.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-12
SCPN MIF Liner Core
Mechanical/magnetic liner compression and target-energy coupling.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN MIF MagLIF Core
Magnetised liner drive/preheat/compression family.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN MIF Plasma Jet Core
Discrete plasma-jet array and spherical liner convergence.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Mirror Core
Mirror/tandem confinement and source-specific flux-tube geometry.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-MSR-CORE
Liquid-fuel molten-salt family with chemistry, circulation and depletion.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Muon Fusion Core
Muon-catalysed reaction models and complete energy accounting.
In progress · component · Architecture and qualification Public AGPL-3.0-or-later 2026-10-12
SCPN-NTP-CORE
Reactor-side thermal propulsion and typed heat/flow interface.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-NUCLEAR-DESALINATION-CORE
Fission-to-desalination thermal/material composition.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-NUCLEAR-HYDROGEN-CORE
Typed fission-to-hydrogen thermal/electrical/material composition.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-PHOTOCATALYTIC-CORE
Photon-flux-driven reaction and optical/source coupling.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-PHWR-CORE
Heavy-water pressure-tube family with on-power fuel management.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-PWR-CORE
Light-water moderated/cooled vessel and primary-circuit design.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-REACTOR-CATALOGUE
Evidence-labelled source-authority catalogue, candidate revision/history and vocabulary.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Reactor Kernels
Shared equations, numerical primitives and geometry/CAD/export substrate.
In progress · package · Implementation and integration Public AGPL-3.0-or-later 2026-10-12
SCPN-RESEARCH-REACTOR-CORE
Research/isotope-production core including separately supported pulse operation.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN RFP Core
Reversed-field pinch relaxation/profile and toroidal device design.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN-SCWR-CORE
Supercritical-water family with explicit thermophysical transition support.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN-SFR-CORE
Sodium-cooled fast-spectrum family and fuel/material/heat-removal boundary.
In progress · component · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-12
SCPN Spheromak Core
Relaxed compact-torus configuration, flux conserver and formation criteria.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Stellarator Core
Three-dimensional magnetic-confinement configuration and coil/design ownership.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Theta Pinch Core
Axial-field compression and pinch configuration with sharp-boundary model.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Tokamak Core
Own tokamak physical modelling and reactor-design geometry, with explicitly qualified canonical plasma-solver dependencies.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12
SCPN Z-Pinch Core
Current-driven pinch, sheared-flow model and pulsed device design.
In progress · component · Computational prototypes and continued development Public AGPL-3.0-or-later 2026-10-12

Reactor family portals: reactor-systems · compare.html · closed-magnetic · open-magnetic · pinches · inertial · magneto-inertial · electrostatic-hybrid

02 · SCPN Systems Integration and Control · 4 repositories · 4 catalogue entries

Four products of equal standing. Control and Phase Orchestrator are public; Studio Hub and the Studio Platform repository are private. The public scpn-studio-platform package is available separately. Declared Studio interfaces do not prove tested federation.

Project / component Role and development stage Repository / availability Declared licence Source date
SCPN Phase Orchestrator
Synchronisation analysis and evaluation of early-warning detectors on coupled phase-oscillator dynamics, with a Rust kernel.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-13
SCPN Control
Compiler from stochastic Petri nets to controllers with runtime contracts, and plasma-control research paths.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-13
SCPN Studio Platform
Domain-neutral SDK for studios: evidence bundles, capability manifests, bounded jobs and tenant-aware identity.
In progress · package · Released software · ongoing development Private AGPL-3.0-or-later 2026-10-13
SCPN Studio
The hub that federates studios over the platform contract: registry, cross-studio evidence audit, rendering and federation gating.
In progress · service · Implementation and integration Private AGPL-3.0-or-later 2026-10-13
03 · Agentic Coordination, Assurance and Continuity · 10 repositories · 10 catalogue entries

Ten repositories covering coordination, assurance, memory and governed action. HushLine is a group tool; SYNAPSE-POLICY-CHECK-ACTION is included. Each product keeps its own licence and capability boundary.

Group architecture maps

Project / component Role and development stage Repository / availability Declared licence Source date
Synapse Channel
Local-first coordination bus for AI agents: presence, file-scope work claims, messages, task status, receipts and an audit journal on one hub.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-11
Synapse Channel Fleet
Multi-machine operation of the bus: durable follower daemon, per-peer trust and configuration, claim forwarding and diagnostics.
In progress · package · Implementation and integration Private LicenseRef-SYNAPSE-Enterprise 2026-10-11
SYNAPSE-POLICY-CHECK-ACTION
GitHub Action that checks a SYNAPSE CHANNEL release receipt against a policy file in CI.
In progress · tool · Implementation and integration Public AGPL-3.0-or-later 2026-10-11
Director-AI
Response-level guardrail for LLM output: NLI and retrieval grounding, sealed evidence packets and an optional streaming contradiction halt.
In progress · package · Released software · ongoing development Public Apache-2.0 AND BUSL-1.1 2026-10-11
Director Class AI
Action control between an autonomous agent and its effectors: action-policy checks, human approvals, gateway enforcement and tamper-evident action evidence.
In progress · package · Implementation and integration Private BUSL-1.1 2026-10-11
Director AI Cloud
Control plane for a hosted Director-AI API: accounts, API-key lifecycle, usage metering, plan quotas and operator exports.
In progress · service · Implementation and integration Private BUSL-1.1 2026-10-11
Rigor Foundry
Evidence-bound repository auditing: inventories Git-tracked content, emits reproducible audit candidates, binds review decisions to exact evidence and prepares remediation inputs.
In progress · package · Released software · ongoing development Public Apache-2.0 2026-10-11
Remanentia
Local-first, auditable memory for AI agents and knowledge-intensive software: project-file indexing, hybrid retrieval, consolidation and an entity graph, through a CLI, an MCP server and an HTTP API.
In progress · package · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-11
Remanentia Portal
Account and billing or licence-request portal for the product family. It runs no customer workload.
In progress · service · Implementation and integration Private AGPL-3.0-or-later 2026-10-11
HushLine
Local command-output filter: runs a command, then limits, shapes and redacts its output before it reaches a caller. Four independent cores: Go, Rust, Python and Node.
In progress · tool · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-11
04 · SC Neuromorphic Computing Systems · 4 repositories · 42 catalogue entries

The core inventory has 40 named entries including the permanent SC-NeuroCore workbench and its supporting tools; two additional module/conditional destinations bring the catalogue to 42 entries. LOOP-TIMING-WITNESS has a public host package; physical board qualification remains pending. EVIDENCE-MANIFEST-TOOLKIT is unpublished. Named modules and deferred destinations are labelled separately.

Group architecture maps

Project / component Role and development stage Repository / availability Declared licence Source date
SC-NeuroCore
Permanent public development, composition and integration workbench for stochastic and spiking neural modelling, encoding, learning, simulation, selected hardware compilation and evidence inspection.
In progress · workbench · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-13
Loop Timing Witness
Fabric-clock instrument for complete control-loop and selected accelerator timing, with simulation/host analysis separated from eventual board timing, fault response and rail-energy evidence.
In progress · tool · Architecture and qualification Public AGPL-3.0-or-later 2026-10-13
EVIDENCE-MANIFEST-TOOLKIT
Canonicalises, references, seals and verifies evidence with explicit schemas, bounded sources and independently selected policy.
In progress · shared · Architecture and qualification Local, unpublished AGPL-3.0-or-later 2026-10-13
RANDOMNESS-WITNESS
Assesses number-source suitability for a declared stochastic-computing use; it does not certify randomness for every purpose.
In progress · shared · Design and preparation Destination / module / package undecided 2026-10-13
EXPERIMENT-LEDGER
Records experiment lineage across tools without owning their raw evidence or running their computations.
In progress · shared · Design and preparation Destination / module / package undecided 2026-10-13
SC-NC-CORE
Neuron/synapse primitives, network graph, simulation loop, fixed-point semantics, constants and exceptions.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-CATALOGUE
Neuron models, model zoo and topology/connectome generators.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-ENGINE
Accelerated execution and its maintained language/native interfaces.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-BRIDGES
Interchange and cross-domain adapters including NIR, quantum, HDC/VSA and neuro-symbolic routes.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-LEARN
Training and adaptation, including surrogate gradients, plasticity, online learning, quantisation-aware training and distillation.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-DATA
Datasets, signal/event encoding, augmentation, codecs, sources and recording adapters.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-ANALYSIS
Spike-train analysis, visualisation and explainability.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-COMPILER
Equation/IR lowering and hardware collateral for supported numerical models.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-HARDWARE
Target profiles, mapping, deployment, drivers and power/thermal integration.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-VERIFY
Formal, fault, resilience and safety-readiness verification within explicit proof scopes.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-STUDIO
Visual composition, inspection and evidence presentation workflows.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-RESEARCH
Retained experimental paths, including evolutionary, biological and world-model directions.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
SC-NC-BENCH
Catalogue/workload suites and immutable source-bound benchmark records.
In progress · component · Workbench transition Destination / module / package Undecided for independent release 2026-10-13
MODEL-PROVENANCE-PACK
Binds a model's data, training, conversion, quantisation, encoding and supporting evidence into a verifiable provenance pack.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-LOG
Records, indexes, verifies, slices and replays event streams without losing their provenance or timebase identity.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
SPIKE-FORMAT-BRIDGE
Converts event recordings between declared formats and reports every permitted loss rather than hiding timestamp, polarity or side-stream changes.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-CODEC-BENCH
Measures compression of existing spike trains, comparing payload ratio, distortion, encode/decode latency and memory.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-ENCODER-CHARACTERISER
Measures the information, spike-rate and latency trade-offs of sensor-to-spike encoders.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-QUALITY-GATE
Checks event data against a named quality policy for timestamp, noise, sensor-health, rate, gap and spatial defects.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-GROUNDTRUTH
Generates reproducible event-vision, audio, sensor and control stimuli with ground truth defined by the generator.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SNN-DIVERGENCE-HARNESS
Compares the same network and input across implementations under bit-exact, tolerance or statistical oracles.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SC-STREAM-PROVER
Compares realised stochastic-computing arithmetic error with a declared bound for a specific circuit, source and stream-length regime.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
MUTATION-SNN
Measures test adequacy by generating declared semantic mutants and recording what the suite detects.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
NIR-CONFORMANCE
Tests importer/exporter behaviour against the known semantics of a pinned Neuromorphic Intermediate Representation version.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
NEURO-EVIDENCE-BENCH
Executes declared neuromorphic benchmark plans and traces each scoped result back to its raw evidence.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SPIKE-CALIBRATOR
Measures classifier confidence against correctness under declared signal definitions, shifts and placements.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
BITSTREAM-EVIDENCE-CI
Captures pinned FPGA build inputs, reports and bitstream identity in a reproducibility-aware chained build ledger.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
PLASTICITY-WITNESS
Compares observed learning-rule updates with an independently defined fixed-point or statistical oracle under stated spike/load/fault protocols.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
AER-LINK-WITNESS
Measures event-link behaviour under load, including loss, reordering, fairness, starvation and forward progress.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
RELIABILITY-WITNESS
Characterises reliability within a declared physical or explicitly simulated exposure, retaining conditions, gaps and rare-event uncertainty.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SIM-REAL-WITNESS
Quantifies simulation-to-fabric differences for the same model, input and observable population.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
DEPLOY-PACK
Composes validated deployment evidence with bitstream/driver identity into a verifiable install/update package.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
FIELD-OPS-WITNESS
Aggregates compact field health and drift evidence against deployment-time envelopes without actuating devices.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
FLIGHT-RECORDER
Retains a bounded per-device event/state history for gap-honest incident reconstruction.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
NEURO-SAFETY-CASE
Composes scoped evidence and open gaps into an assessor-facing assurance argument; it certifies nothing itself.
In progress · tool · Design and implementation Destination / module / package Undecided for independent release 2026-10-13
SC-COMPUTE-ADAPTERS
Owns the SC-NeuroCore-side wrappers and numerical/register/handshake contracts needed to put selected generated peripherals into the independent LOOP-TIMING-WITNESS DUT/capture path.
In progress · workbench module · Architecture and interface work Destination / module / package Independent distribution terms being defined 2026-10-13
SC-NC-BIO
Conditional destination for separately owned biological/biohybrid work if its independent release lifecycle is accepted; current experimental bioware remains in the developmental parent.
In progress · conditional architecture destination · Architecture and interface work Destination / module / package Independent distribution terms being defined 2026-10-13
05 · SCPN Quantum Computing Systems · 24 repositories · 28 catalogue entries

Permanent SCPN-QUANTUM-CONTROL workbench; oscillatools and SCPN-QUANTUM-ENGINE are separate distributions, not extra workbenches. Sixteen component destinations and eight tool destinations are being developed; QUANTUM_LAB is a workspace. Independent package licences and releases remain separate from the parent.

Group architecture maps

Project / component Role and development stage Repository / availability Declared licence Source date
SCPN Quantum Control
Integrated modelling, simulation, compilation, gradients, control, provider workflows, analysis and Quantum Studio.
In progress · workbench · Released software · ongoing development Public AGPL-3.0-or-later 2026-10-13
oscillatools
Classical coupled-phase-oscillator dynamics, observables, sensitivities and control-oriented numerical tools.
In progress · package · Released software · ongoing development Destination / module / package AGPL-3.0-or-later 2026-10-13
scpn-quantum-engine
Optional Rust/PyO3 numerical acceleration and native computation used by supported workbench paths.
In progress · package · Released software · ongoing development Destination / module / package AGPL-3.0-or-later 2026-10-13
QPU-RESULT-PACK
Preserve raw results and their provenance, derivations and reviewable presentation.
In progress · tool · Implementation and integration Local, unpublished not stated 2026-10-13
TRANSPILE-WITNESS
Retain scoped observations about compilation semantics, layout, global phase and replay.
In progress · tool · Implementation and integration Destination / module / package AGPL-3.0-or-later by file headers; no licence field in packaging 2026-10-13
MITIGATION-WITNESS
Evaluate mitigation on declared measurement panels with retained inputs and uncertainty.
In progress · tool · Implementation and integration Local, unpublished AGPL-3.0-or-later 2026-10-13
SCPN-QC-CONTRACTS
Versioned parameter, result, semantic and evidence interface contracts shared by components.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-CORE
Configuration, logging, resource budgets and generic Kuramoto-XY problem foundations, separated from paper-specific research assumptions.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-AD
Whole-program automatic differentiation, derivative transforms, batching, optimisation and explicit supported-path contracts.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-SIM
Classical and quantum oscillator dynamics, XY/Kuramoto solvers, open-system simulation, tensor-network paths and co-simulation.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-COMPILER
Model and circuit frontends, intermediate representations, interchange and code generation.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-QNODE
Quantum tapes, gradient execution and framework bridges for supported Qiskit, PennyLane, JAX, PyTorch and TensorFlow paths.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-HAL
Provider-neutral workloads, capabilities, job/result contracts and optional provider adapters.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-MITIGATION
Error-mitigation implementations and their method taxonomy.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-QEC
Quantum error-correction analysis and fault-tolerant resource-reporting surfaces.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-CONTROL
Feedback and co-design, chimera and topology-aware control, and DLA-constrained control paths.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-ANALYSIS
Observables, synchronisation witnesses, result analysis and the open-data DLA-parity pathway.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-LEARN
Forecasting, quantum neural models, surrogate models, kernels and variational learning paths.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-APPS
Domain application adapters, quantum randomness, cryptography and sensing workflows, with explicit claim boundaries.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-BENCH
Workload-specific benchmark suites, comparison harnesses, campaign reproduction and retained run evidence.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-STUDIO
Quantum Studio's visual workflows, inspectors and evidence presentation through the shared Studio platform contract.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
SCPN-QC-RESEARCH
Experimental SCPN theory, paper-specific assumptions and research adapters whose contracts are not stable.
In progress · component · Workbench transition Local, unpublished Undecided for independent release 2026-10-13
NOISE-MODEL-WITNESS
Compare model predictions and replay observations for the same circuit and shot identities, with uncertainty, shot floors, calibration epochs and declared tolerances.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
VENDOR-CLAIM-RECOMPUTER
Recompute released-data quantum-volume, error-per-layer-gate and logical-error claims against fixed definitions, original inputs and declared computation budgets.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
DECODER-WITNESS
Compare real decoder engines on released shot data with lossless adapters, declared noise conditions and uncertainty-aware reports.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
GRADIENT-WITNESS
Check software derivatives against declared analytic, parameter-shift and finite-difference references, including complex, finite-shot and cross-framework cases.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
CONFORMANCE-WITNESS
Check versioned OpenQASM 3, adapter behaviour, provenance fields and repository-evidence criteria against their normative clauses and actual entry points.
In progress · tool · Design and implementation Local, unpublished Undecided for independent release 2026-10-13
QUANTUM_LAB
Reserved research workspace name; implementation role is not assigned in the group map.
In progress · workspace · Workspace definition Destination / module / package Not stated 2026-10-13

↔ EVIDENCE-MANIFEST-TOOLKIT · RANDOMNESS-WITNESS · EXPERIMENT-LEDGER

06 · Scientific Discovery and Experimentation · 0 repositories · 0 catalogue entries

Registered 12 October 2026; in formation; zero registered projects and repositories. Owns hypothesis → experiment → check → record → model-update proposals and the shared benchmark/report format. Domain models, hardware and execution authority remain with the owning groups. No completed discovery loop is claimed.

Additional public research record

Fusion Equilibrium Challenge is a public reproduction package created on 14 October 2026, after the group inventory. It is listed separately to preserve the dated group totals. Results and limitations belong to its own record.

Sponsorship goals

Open work here is funded through GitHub Sponsors. About USD 25,000 a month is the minimum that keeps the lab running without interruption: compute, GPU, QPU and FPGA time, hardware, CI and tooling. This is lab cost, not a salary. Above that minimum the work scales, because the engine turns additional compute directly into more built and verified work. Sponsorship pays for the lab; it does not buy results, and findings are published whichever way they fall.

To direct your support, name the engine or one domain when you sponsor; the money is spent there and reported in the quarterly note. The hardware the lab needs is listed item by item in LAB_EQUIPMENT.md, and equipment can also be given in kind.

The engine

03 · Agentic Coordination, Assurance and Continuity. The autonomous coding and verification system that builds and checks every project on this page, taken to 1.0 as open infrastructure. It combines SYNAPSE CHANNEL (agent coordination with receipts), Rigor Foundry (evidence-bound review), Director-AI (grounding of claims) and Remanentia (auditable memory). Sponsorship pays for model and GPU time for the agent fleet, evaluation benchmarks and CI.

Four domains

Domain Goal Sponsorship pays for
01 · Reactor Systems 55 owning repositories, including ATLAS-REACTORUM: 26 public and 29 locally initialised but unpublished. Fusion, fission, chemical and hybrid models, shared kernels, geometry and reactor evidence. World models, 3D simulations and device designs are programme outputs under development; a design is not a validated reactor. simulation compute, CAD tooling, documentation
02 · Systems Integration and Control The SCPN Studio Hub, which federates the studios of all groups: a studio catalogue, evidence audited across domains, every claim shown at its true boundary, and fail-closed gating of anything that could touch hardware. The group also maintains scpn-control and scpn-phase-orchestrator. CI, hardware-in-the-loop replay, documentation
04 · SC Neuromorphic Computing SNN Studio 1.0, the browser IDE for the whole spiking-network lifecycle: design neuron models, build networks, train with surrogate gradients, compile to SystemVerilog and synthesise to FPGA, with an exportable evidence record for every run. Built on sc-neurocore; a development preview today. FPGA boards and synthesis time, measurement bench, CI
05 · SCPN Quantum Computing Quantum Studio, a workbench on scpn-quantum-control: a map of what exists and how it connects, circuits designed and run on simulators and real quantum hardware, and every result packaged with raw counts, hashes and a written protocol and decision rule, negative results included. QPU time, GPU simulation, documentation

For organisations

  • Research agreement. An organisation can fund a defined piece of work under a written research agreement, invoiced directly, instead of a sponsorship. Scope and deliverables are agreed first; findings are published under the same rule as above.
  • Commercial licence. Projects under AGPL-3.0-or-later can be licensed on commercial terms for proprietary or closed use, for example SYNAPSE CHANNEL, SC-NeuroCore, SCPN Control, SCPN Fusion Core, SCPN Phase Orchestrator, SCPN Quantum Control. Apache-2.0 projects such as Director-AI and Rigor Foundry need no licence; Director-AI Pro is a commercial self-hosted edition, and support and integration can be contracted for any project. The LICENSE file of each repository states which licence applies.
  • Contact: protoscience@anulum.li, with "research agreement" or "commercial licence" and the project name in the subject.

Research output

Surface Verified route
Complete research index Publications, preprints, software archives, and evidence boundaries
Publications hub anulum.li/papers/: every Zenodo record with BibTeX
Releases and publications stream anulum.li/news/ · RSS
Curriculum vitae One-page PDF · Markdown source · JSON Resume
Research identity ORCID 0009-0009-3560-0851
Software publication 20 listed distributions on PyPI
Quantum-control software Zenodo DOI 10.5281/zenodo.18821929
Fusion software Zenodo DOI 10.5281/zenodo.18820864
Phase-system preprints Matched false-alarm study and grid regime-map study
HushLine software Zenodo DOI 10.5281/zenodo.20775432

PyPI publication

PyPI

20 named distributions checked individually against the PyPI JSON API on 2026-10-15. This is a verified list, not a claim that the entire account has been exhaustively indexed. Versions are package metadata, not scientific validation or matched historical DOI releases.

Published distributions · 20
PyPI Version
synapse-channel 0.99.38
scpn-phase-orchestrator 1.4.3
spo-kernel 0.5.10
director-ai 3.21.0
director-ai-lite 3.21.0
scpn-quantum-control 1.2.0
scpn-fusion-rs 4.0.0
scpn-fusion 4.0.0
rigor-foundry 1.0.0
scpn-control 0.23.0
oscillatools 0.1.0
scpn-quantum-engine 0.2.0
scpn-studio-platform 0.11.2
sc-neurocore-engine 3.16.0
sc-neurocore 3.16.0
scpn-mif-core 0.1.1
remanentia 0.5.0
backfire-kernel 0.1.3
hushline 0.1.5
loop-timing-witness 0.1.0

Languages and platforms

Primary implementation

Python Rust TypeScript JavaScript Go

Extended scientific, formal, hardware, and operations stack

Scientific, native, and formal work

Julia Mojo C++ C Lean Jupyter LaTeX

Hardware, web, and operations

Verilog SystemVerilog WGSL HTML5 CSS3 Shell Docker Linux

The portfolio also contains maintained protobuf/gRPC contracts, Python-Rust bridges built with PyO3 and Maturin, WebAssembly targets, native SIMD paths, scientific notebooks, and multi-language API documentation.

Engineering practice

pytest Ruff mypy Cargo CodeQL REUSE GitHub Actions

Practices are applied according to each repository's risk and scope. Not every repository runs every tool.

Quality dimension Practices used across the portfolio
Correctness Deterministic pytest and Cargo suites, branch-aware coverage gates, parity tests, regression fixtures, and explicit negative cases
Static quality Ruff formatting and linting, strict mypy where declared, Cargo fmt, Clippy with warnings denied, and API-contract checks
Reproducibility Hash-pinned dependency locks, protocols committed before the run, raw result packs, content digests, benchmark metadata, and replayable audit records
Security Bandit, CodeQL and scorecards where enabled, threat models, least-authority execution, secret boundaries, and dependency review
Supply chain SPDX headers, REUSE 3.x checks, SBOM generation where applicable, pinned CI actions, signed or digest-bound evidence, and release manifests
Polyglot verification Python/Rust parity, PyO3 and Maturin bridges, Go and Julia tests, Lean builds, WebAssembly targets, and RTL/formal checks where relevant
Documentation Warning-fatal or strict MkDocs/Sphinx builds, generated API references, architecture decisions, validation records, and explicit non-claims
Delivery Repository-local preflight gates, CI workflows, PyPI packages, wheels and source distributions, containers, and benchmark harnesses

Evidence, not slogans

Negative and null results are published when they are real. Public claims stay tied to measurements, protocols committed before the run, raw packs, source-bound reviews, or executable verification.

Example: SCPN Quantum Control publishes protocols committed before the run and hash-bound result packs rather than converting experimental activity into a readiness or advantage claim.

Working principles

  • Evidence before claims.
  • Reproducible artefacts before presentation.
  • Clear boundaries between research, validation, and product readiness.
  • Cross-language implementations where performance or hardware integration justifies them.
  • Fail closed when provenance, authority, or evidence is incomplete.
  • Negative results and failure records remain part of the research output.

Collaboration

Founding and research partners

We seek pre-seed backing and partners to jointly found a research institute, a company and a non-profit research company. The programme currently belongs to one individual; these vehicles and sites are proposals, not established institutions. The initial geographic picture is Switzerland or Liechtenstein, Czechia or Slovakia, and a third site in the Middle East whose location is open. We bring the software, research programme and governed agent organisation. Partners can bring capital, independent replication, measured domain data, chip design and fabrication, laboratories, instrumentation or hardware-in-the-loop facilities. A first engagement should specify one problem, one deliverable and the evidence that will decide success. No partner commitment or funding award is implied.

Licensing model

Model Typical boundary
Apache-2.0 Permissive public cores such as Director-AI and Rigor Foundry
AGPL-3.0-or-later Public network-facing and research systems with source-sharing obligations
Open core Public core with separately licensed advanced or managed product surfaces
BUSL-1.1 Selected private commercial systems with a declared future change licence
Commercial licence Alternative terms for organisations that cannot use the public licence
Mode Scope
Research collaboration Reproducible studies in AI assurance, neuromorphic systems, quantum simulation, plasma physics, and control
Technical collaboration Architecture review, validation design, formal or hardware paths, and evidence-bound software engineering
Commercial licensing Dual-licensed and managed product surfaces through the Anulum licensing route
Open-work sponsorship CI, compute, hardware and quantum experiment time, and public documentation through GitHub Sponsors

I welcome technically grounded collaboration in reliable AI infrastructure, multi-agent systems, neuromorphic computing, scientific software, formal verification, quantum simulation, plasma physics, and control.

Engagements are taken selectively. The public GitHub profile currently marks the account as hireable; this is not a guarantee of immediate capacity.

A useful first message includes the problem, constraints, relevant prior art, and what evidence would count as success. Contact me through protoscience@anulum.li or anulum.li.

I respond to technical proposals. I do not take on ungrounded hype work, demo-only science theatre, or claims that cannot be checked.

For sustained open work, GitHub Sponsors funds CI runners, compute, hardware and quantum experiment time, and public documentation rather than marketing.

Transparency: These repositories span research software, developer tools, private systems, and product candidates. Active development does not imply production readiness or scientific validation unless a project provides explicit evidence.

I AM THAT

Anulum

Pinned Loading

  1. director-ai director-ai Public

    Real-time LLM hallucination guardrail — NLI + RAG fact-checking with opt-in claim-level streaming contradiction halt. Drop-in for any LLM backend.

    Python 2

  2. rigor-foundry rigor-foundry Public

    Evidence-bound repository auditing and remediation planning.

    Python 3

  3. sc-neurocore sc-neurocore Public

    Universal Stochastic Computing Framework for Neuromorphic Hardware — Rust SIMD engine, Python simulation, Verilog RTL, HDC/VSA, SCPN integration

    Python 16

  4. scpn-quantum-control scpn-quantum-control Public

    Evidence-governed quantum simulation of coupled-oscillator synchronisation: Kuramoto–XY workloads on Superconducting Computers, raw counts + hash-bound result packs, preregistered protocols.

    Python 4

  5. scpn-phase-orchestrator scpn-phase-orchestrator Public

    Evidence-first synchronization analysis and review-only control proposals for coupled rhythmic systems (Kuramoto/UPDE), with reproducible audits.

    Python 2