06 / Roadmap
Research Roadmap
A chronological overview of SHINGETSU's scientific programmes, publications, and research milestones.
Organisation
SHINGETSU
Current Programme
Efficient Intelligence Program
Current Project
CHISEI-1.5B-R0
Research Status
Research Preparation
Last Updated
August 2026
Institutional Summary
2
Research Programmes
1
Publications
1
Registered Projects
1
White Papers
0
Technical Specifications
15
Research Milestones
Current Research
SGT-RP-2026-0001
CHISEI-1.5B-R0
An Experimental Study in Maximum Intelligence Density
Current Milestone
CHISEI M0 — Research Infrastructure
Research Status
Research Preparation
Initiated
August 2026
Recent Activity
Full Timeline
29 entries
SHINGETSU Incorporated
SHINGETSU registered as a formal research organisation in Canada, establishing the legal and administrative foundation for independent scientific work.
SGT-RM-2026-0001
Research Manifesto Published
SHINGETSU published its founding research philosophy, articulating commitments to efficient intelligence, transparent documentation, and reproducible experimentation.
SGT-RM-2026-0002
Executive Summary Completed
Formal executive summary of SHINGETSU's research direction and initial programme, prepared for institutional and funding review.
SGT-RM-2026-0003
Company Overview Completed
Comprehensive overview of SHINGETSU's organisational structure, mission, and research mandate.
SGT-RM-2026-0004
CHISEI Research Prospectus Completed
Prospectus for the CHISEI research line, defining scope, objectives, and expected contributions to compact-model intelligence research under the Efficient Intelligence Program.
SGT-RM-2026-0005
CHISEI Technical Specification Completed
Detailed technical specification for the CHISEI-1.5B architecture, training methodology, and evaluation protocol under the Intelligence Density framework.
SGT-RM-2026-0006
Milestones & Timeline Completed
Formal research milestones and projected timeline for the Efficient Intelligence Program, establishing a reproducible schedule for CHISEI experiments.
SGT-RM-2026-0007
Budget Completed
Operational budget for initial CHISEI research phases, covering infrastructure, compute, and programme administration costs.
SGT-RM-2026-0008
Commercialisation Plan Completed
Strategy for translating CHISEI research findings into accessible applications aligned with SHINGETSU's scientific mission.
SGT-RM-2026-0009
Risk Assessment Completed
Formal assessment of technical, operational, and reputational risks associated with the Efficient Intelligence Program and initial CHISEI experiments.
SGT-RM-2026-0010
GitHub Organisation Established
SHINGETSU's public GitHub organisation established to host open-source research code, experiment scripts, and reproducibility artefacts.
SGT-RM-2026-0011
Research Website Launched
shingetsu.ca launched as the primary public-facing record of SHINGETSU's research programmes, publications, and permanent project registry.
SGT-RM-2026-0012
Research Registry Established
A permanent, identifier-based registry of all SHINGETSU research projects formally established, with the inaugural entry SGT-RP-2026-0001 registered.
SGT-RM-2026-0013
Research Library Launched
SHINGETSU's Research Library established as the authoritative repository for all formally registered publications, accessible at shingetsu.ca/library.
SGT-RM-2026-0014
Publication No. 001 Released
SHINGETSU released its inaugural publication: "Intelligence Density" (SGT-PUB-2026-0001), a white paper defining the Intelligence Density framework and the IDQ composite metric.
Identifier
SGT-PUB-2026-0001
No.
001
Title
Intelligence Density
SGT-RM-2026-0015
CHISEI M0 — Research Infrastructure
Establishment of reproducible research infrastructure for the CHISEI programme: experiment registry, evaluation pipeline, and Oumi-based development environment.
Identifier
SGT-RP-2026-0001
Project
CHISEI-1.5B-R0
Status
Research Preparation
SGT-RM-2026-0016
Base Model Tournament
Systematic evaluation of candidate base models against Intelligence Density criteria to select the optimal starting checkpoint for fine-tuning experiments.
SGT-RM-2026-0017
Dataset & Curriculum Development
Curation and construction of training datasets and learning curricula aligned with the CHISEI programme's capability objectives and IDQ optimisation targets.
SGT-RM-2026-0018
Supervised Fine-Tuning
Supervised fine-tuning experiments on the selected base model using the curated CHISEI dataset, guided by the technical specification.
SGT-RM-2026-0019
Strategy Distillation
Application of distillation techniques to transfer reasoning strategies from capable teacher models to the compact CHISEI architecture.
SGT-RM-2026-0020
Reinforcement Learning
Reinforcement learning from human and AI feedback to refine instruction-following and reasoning capabilities within the 1.5-billion-parameter budget.
SGT-RM-2026-0021
Evaluation
Comprehensive evaluation of CHISEI-1.5B-R0 against the Intelligence Density Quotient framework and standard public benchmarks.
SGT-RM-2026-0022
Deployment
Deployment of CHISEI-1.5B-R0 for internal validation and reproducibility testing on consumer-accessible hardware.
SGT-RM-2026-0023
CHISEI-1.5B-R0 Publication
Formal publication of CHISEI-1.5B-R0 research findings, evaluation results, and methodology as a registered SHINGETSU publication.
SGT-RM-2026-0024
CHISEI-1.5B-R1
Revised experimental run incorporating lessons from R0, targeting measurable improvements in Intelligence Density through refined architecture, data, and training procedures.
SGT-RM-2026-0025
CHISEI-3B
Extension of the Efficient Intelligence methodology to a 3-billion-parameter scale, examining capability gains relative to increased parameter budget.
SGT-RM-2026-0026
CHISEI-7B
Exploration of efficient intelligence principles at the 7-billion-parameter scale, probing the limits of the IDQ framework at sub-frontier model sizes.
SGT-RM-2026-0027
Computational Continuity Program Expansion
Formal expansion of the Computational Continuity Program with registered research projects, dedicated publications, and independent research infrastructure.
SGT-RM-2026-0028
Additional SHINGETSU Research Programmes
Introduction of research programmes beyond the founding Efficient Intelligence and Computational Continuity lines, subject to scientific opportunity and organisational readiness.
SGT-RM-2026-0029
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Research Progress
Scientific progress is measured through reproducible experimentation, transparent documentation, and continuous refinement of knowledge.
Every completed milestone contributes to SHINGETSU's long-term mission of advancing computational science through efficient intelligence and foundational research.