04 / RESOURCES

Start with one useful learning question.

Choose a decision worth improving. Keep the case small enough to examine what happened, what changed, and what remains unknown.
01 / SECTION

Run a first learning cycle.

01

Choose a decision worth improving

Name an owner, affected people, and a question worth answering.

02

Establish the starting point

An unknown baseline is a valid first finding; do not claim improvement yet.

03

Plan change and human practice

State the candidate, comparison, criteria, participant conditions, and permitted effects.

04

Run within agreed boundaries

Collect comparable evidence; do not quietly change criteria to pass.

05

Review evidence, then decide

Keep failed, supported, and insufficient findings distinct.

06

Verify change and revisit lesson

Observe what actually changed and when the lesson should be reconsidered.

Read the original guide ↗

02 / SECTION

Choose a reading path.

Teams

Start with the first cycle and worked example. Ask whose judgment and workload might change.

Implementers & reviewers

Review the specification, record boundaries, threat model, pilots, and partial conformance matrix alongside the example.

03 / SECTION

Use the original record structure.

These four source-grounded templates can be combined into one learning case. They do not mandate four separate forms. Downloads are labeled website adaptations with a pinned source header.

View original ↗
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# Hypothesis record

Status: blank template. Replace brackets with actual information; mark unknowns explicitly.

- Record ID / revision: [identifier]
- Learning owner and accountable human: [names or authorized roles]
- Management initiative / outcome / LearningRecord references: [exact revisions]
- Signal and source: [what happened, when, and where the evidence is held]
- Observed fact: [what the source establishes]
- Interpretation and alternatives: [possible explanation and competing explanations]
- Assumption under test: [specific belief]
- Hypothesis: For [population/context], changing [mechanism] from [baseline] to [candidate] should improve [outcome] while preserving [constraints].
- What would disconfirm it: [observable conditions]
- Decision this evidence will inform: [adopt, revise, retire, or investigate what]
- Existing supporting and contrary evidence: [references and limitations]
- Proposed human practice or feedback intervention: [what people will do differently, or why none is needed]
- Human development question: [skill, judgment, workload, agency, or justified non-applicability]
- Applicability and transfer limits: [where this lesson may and may not be reused]
- Next experiment or inquiry: [reference, owner, and trigger]
- Source access and reuse restrictions: [who may inspect the evidence; permitted uses]
- Review or expiry condition: [date or material change]

An observation or proposed hypothesis is not an established learning claim.
04 / SECTION

Find the source you need.

01

README

Foundations · Open source ↗

02

Concept note

Foundations · Open source ↗

03

Evolution model

Foundations · Open source ↗

04

Manifesto commitments

Foundations · Open source ↗

05

Draft specification: TSEV-001–012

Foundations · Open source ↗

06

Scope

Foundations · Open source ↗

07

Human–AI co-evolution

Human learning · Open source ↗

08

First learning cycle

Human learning · Open source ↗

09

Learning and experiments

Experiments and evaluation · Open source ↗

10

Evaluation and promotion

Experiments and evaluation · Open source ↗

11

Fictional worked example

Experiments and evaluation · Open source ↗

12

Records and lifecycles

Adoption and recovery · Open source ↗

13

Lineage and reversibility

Adoption and recovery · Open source ↗

14

Drift and retirement

Adoption and recovery · Open source ↗

15

Threat model

Adoption and recovery · Open source ↗

16

Hypothesis record

Templates · Open source ↗

17

Experiment charter

Templates · Open source ↗

18

Evolution review

Templates · Open source ↗

19

Adoption decision

Templates · Open source ↗

20

Standalone pilot

Technical pilots · Open source ↗

21

Connected family pilot

Technical pilots · Open source ↗

22

Partial conformance matrix

Technical pilots · Open source ↗

05 / SECTION

Commitments, not certification.

These are the verified manifesto headings. They are distinct from the twelve draft TSEV requirements and are not a maturity score or conformance claim.

01

Begin with human purpose

Read the commitment ↗

02

Follow the whole system

Read the commitment ↗

03

Make learning a supported claim

Read the commitment ↗

04

Practice and test

Read the commitment ↗

05

Develop human and AI capability together

Read the commitment ↗

06

Protect context and choice

Read the commitment ↗

07

Preserve disagreement

Read the commitment ↗

08

Adopt from proportionate evidence

Read the commitment ↗

09

Keep learning separate from authority

Read the commitment ↗

10

Preserve history and recovery

Read the commitment ↗

11

Revisit what was learned

Read the commitment ↗

12

Learn how to learn

Read the commitment ↗

06 / SECTION

A short working vocabulary.

01

Hypothesis

A testable explanation of what a bounded change should improve and preserve.

02

Baseline

The stated starting point for comparison, even if initially unknown.

03

Candidate

A particular versioned change proposed for evaluation.

04

Evidence

Source-linked observations with limits and permitted uses.

05

Evaluation

A scoped judgment against declared criteria; not an adoption decision.

06

Adoption

An accountable decision about what should change, distinct from activation.

07

Activation

A separately authorized and observed change to current state.

08

Lineage

The trace from assumption and evidence to candidate, decision, and effect.

09

Drift

A change in conditions that may weaken a lesson's applicability.

10

Recovery

A checked response to adverse effects; restoration cannot undo every consequence.