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Achievements

Achievement: Pair ExtraordinaireAchievement: YOLOAchievement: StarstruckAchievement: QuickdrawAchievement: Pull Sharkx2

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Organizations

@ikailo @Agience

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john-s4d/README.md

John Sessford

I specialize in complex problem solving, support escalations and root-cause analysis, and in leading the technical response when production problems are hardest to resolve.

I have more than twenty years in enterprise software and telecommunications, including twelve at Salesforce, where I progressed from Tier 3 engineer to Senior Success Architect.

Research

Outside work I publish open-source research through Ikailo: Entroptics, signal analysis that reads structure from the data itself, applied to language-model context, model weights, inference, radio and astronomy.

Paper DOI
Entroptics (the library) 10.5281/zenodo.21273400
Selection for language-model context, read from the data 10.5281/zenodo.22313961
The identity component of a Jacobian lens inflates the noise floor computed from it 10.5281/zenodo.22293929
Reading positivity from the weights alone 10.5281/zenodo.22803898
Inference without trained weights 10.5281/zenodo.24143174
Entroptics-RF: a parameter-free physical layer on a keyed optical aperture 10.5281/zenodo.24068189
Entroptics-Mesh: a reply-free radio mesh over a keyed-aperture physical layer 10.5281/zenodo.24068201
An untuned rank-selection and reconstruction procedure recovers CHIME/FRB burst morphology 10.5281/zenodo.24068209
The mass gap of SU(N) gauge theory seen by an observer of fixed physical resolution 10.5281/zenodo.22652660
Lattice gauge-theory action-density ensembles, U(1), SU(2), SU(3) (dataset) 10.5281/zenodo.22850110

ORCID: 0009-0002-0150-4027

Contact

LinkedIn · X · connect@ikailo.com

The older repositories below are earlier prototypes, kept as history.

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  1. Agience/entroptics Agience/entroptics Public

    The universe, in focus. Find the real structure in noisy multichannel data, with no rank to choose and no threshold to tune.

    Python 2

  2. Agience/entroptics-frb Agience/entroptics-frb Public

    Fast radio burst morphology recovered from CHIME/FRB data with an untuned read. Reproduce and verify the results.

    Python

  3. Agience/agience-mantle Agience/agience-mantle Public

    The Agience substrate: one SQLite file and a content-addressed store, opened in-process.

    Python 1

  4. Agience/entroptics-rf Agience/entroptics-rf Public

    A radio physical layer that is detectable as energy, not as a signal: blind acquisition and a keyed waveform on commodity SDRs.

    Python

  5. Agience/entroptics-context Agience/entroptics-context Public

    Language-model context read as the subspace it resolves: how many retrieved items to keep, which one is injected, whether an answer stayed on its sources.

    Python 1

  6. Agience/entroptics-mass-gap Agience/entroptics-mass-gap Public

    The Yang–Mills mass gap as a finite-resolution effect: paper, Lean 4 development and analysis code.

    Lean 2 1