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

Efficient Intelligence Program

Current Milestone

CHISEI M0 — Research Infrastructure

Research Status

Research Preparation

Initiated

August 2026

Recent Activity

August 2026
Completed
August 2026
Completed
August 2026
Completed
Research Library Launched · Infrastructure
August 2026
Completed
Research Website Launched · Infrastructure
August 2026
Completed
July 2026

Full Timeline

29 entries

Completed Institution
June 2026

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

Completed Institution
June 2026

Research Manifesto Published

SHINGETSU published its founding research philosophy, articulating commitments to efficient intelligence, transparent documentation, and reproducible experimentation.

SGT-RM-2026-0002

Completed Research
July 2026

Executive Summary Completed

Formal executive summary of SHINGETSU's research direction and initial programme, prepared for institutional and funding review.

SGT-RM-2026-0003

Completed Institution
July 2026

Company Overview Completed

Comprehensive overview of SHINGETSU's organisational structure, mission, and research mandate.

SGT-RM-2026-0004

Completed Research
July 2026

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

Completed Research
July 2026

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

Completed Research
July 2026

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

Completed Institution
July 2026

Budget Completed

Operational budget for initial CHISEI research phases, covering infrastructure, compute, and programme administration costs.

SGT-RM-2026-0008

Completed Institution
July 2026

Commercialisation Plan Completed

Strategy for translating CHISEI research findings into accessible applications aligned with SHINGETSU's scientific mission.

SGT-RM-2026-0009

Completed Research
July 2026

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

Completed Infrastructure
July 2026

GitHub Organisation Established

SHINGETSU's public GitHub organisation established to host open-source research code, experiment scripts, and reproducibility artefacts.

SGT-RM-2026-0011

Completed Infrastructure
August 2026

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

Completed Infrastructure
August 2026

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

Completed Infrastructure
August 2026

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

Completed Publication
August 2026

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

Current Research
August 2026

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

Upcoming Research
Planned September 2026

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

Upcoming Research
Planned October 2026

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

Upcoming Research
Planned November 2026

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

Upcoming Research
Planned December 2026

Strategy Distillation

Application of distillation techniques to transfer reasoning strategies from capable teacher models to the compact CHISEI architecture.

SGT-RM-2026-0020

Upcoming Research
Planned January 2027

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

Upcoming Research
Planned February 2027

Evaluation

Comprehensive evaluation of CHISEI-1.5B-R0 against the Intelligence Density Quotient framework and standard public benchmarks.

SGT-RM-2026-0022

Upcoming Research
Planned March 2027

Deployment

Deployment of CHISEI-1.5B-R0 for internal validation and reproducibility testing on consumer-accessible hardware.

SGT-RM-2026-0023

Upcoming Publication
Planned April 2027

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

Planned Research
Planned June 2027

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

Planned Research
Planned December 2027

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

Planned Research
Planned June 2028

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

Planned Research
Planned June 2027

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

Planned Institution
Planned January 2028

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

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.