Independent AI research archive
BoggersTheFish is an independent AI research archive exploring graph-based reasoning, tension dynamics, constraint propagation, provenance-aware knowledge graphs, and proof-ranking systems.
Exploring new foundations for interpretable and reliable AI through constraint graphs, proof receipts, and careful experimental wording.
Field note
Propagate
Relax
Break
Evolve
Local constraint truth
Stable nodes hold until pressure changes the graph.
TS-01
inspectable field
Tension → relaxation
substrate · surface · grounding
4 core projects
Runtime, model, graph, proof-control.
17+ proof-bank notes
Claim, setup, result, limit.
Published model ladder
TensionLM and proof-ranker artifacts.
Open-source archive
GitHub, Hugging Face, receipts.
Core projects
The TS workbench
Four public workstreams hold the current research surface: the graph runtime, language experiments, provenance graphs, and proof-control tools.
TS-Core
Minimal graph/tension runtime for inspectable constraint propagation and relaxation.
graph runtimetension telemetry
Explore TS-CoreTensionLM
Sigmoid tension attention experiments with model artifacts and bounded benchmark claims.
language modelssigmoid tension
Explore TensionLMCIG
Persistent provenance-aware claim/evidence graph for bounded research claims.
provenanceknowledge graph
Explore CIGProof Ranker
Verifier-backed proof scoring and repair ladder published as Hugging Face artifacts.
proof rankingverifiers
Explore Proof RankerCurrent status
What is active right now
The public surface is split into small, inspectable workstreams. Each one has a different job in the TS research graph.
TS-Core
Graph/tension runtime for nodes, edges, activation, propagation, relaxation, and Break/Evolve cycles.
TensionLM
Sigmoid tension attention experiments with inspectable pairwise tension fields and controlled comparisons.
CIG
Provenance-aware knowledge graph work for claims, evidence, contradiction, confidence, and revision.
Proof Ranker
Proof scoring and repair ladder for evaluating and improving reasoning traces.
BGC
Off-chain community credit concept for non-financial proof-of-contribution support.
Research focus
What the archive is trying to make measurable
The site uses TS as an engineering lens: graph-based reasoning, constraint propagation, tension dynamics, interpretable systems, and provenance-aware knowledge graphs.
Research note
Constraint Graphs
Nodes, edges, evidence, pressure, and revision history as first-class research objects.
Research note
Interpretable Attention
Tension fields, pairwise inspection, and controlled comparisons for language model experiments.
Research note
Reasoning Systems
Proof ranking, replayable traces, and reproducible experiments that keep claims bounded.
Latest receipts
Receipts before claims
Each proof note is prepared as a reproducible record: setup, observed behavior, limits, and replay path where available.
TS-003receipt
Local relaxation can generate global coherence
Toy constraint graph receipt showing a large tension reduction through local relaxation.
Claim: Local relaxation supports the narrow claim that local constraint updates can reduce global tension in a bounded graph.
relaxationgraphstelemetryts-core
View proof noteTS-004toy
Attractors emerge from local constraint relaxation
Hopfield-style binary graph receipt for noisy recovery and context-biased recovery.
Claim: Local relaxation can recover stable attractor states in a toy binary graph.
attractorrelaxationtoy
View proof noteTS-005receipt
Contradiction localizes as residual/provenance tension
Small graph receipt where a planted contradiction ranks first by residual energy and relief-if-removed.
Claim: Contradictions can localize as residual graph tension in a provenance-aware toy graph.
cigcontradictionprovenance
View proof noteTS-006receipt
Break/Evolve through context splitting
Mechanism receipt showing incompatible regimes become stable after context splitting.
Claim: Break/Evolve-style context splitting supports the narrow claim that mixed regimes can be separated to reduce tension.
break evolvecontextsrelaxation
View proof noteBoggers Credits (BGC)
Support the work without financial promises.
Boggers Credits (BGC) are experimental off-chain community credits. They are not cryptocurrency, not an investment, not legal tender, not redeemable for cash, and may remain off-chain forever.
Learn more about BGCChoose your path
A cleaner way into the archive
Different visitors need different first moves. This section keeps the serious routes obvious.
I'm new
Read the plain-language map before opening project details.
Open route
I'm technical
Inspect the runtime, model, graph, and proof-control surfaces.
Open route
I want evidence
Start with claims, setups, results, limits, and replay notes.
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I want to support
Support research, compute, writing, docs, and open-source work.
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