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Part 2: The RB-DCA Quick Start

Sep 14
9 min read

You spend months working with an AI.

You correct it. You teach it how to work with you. You develop shorthand, methods, history, and reasons for doing things a certain way.

Then the context disappears, and the next AI walks in like it is your first day together.

I think we can do better.



Part 1 told the story of how RB-DCA developed and the problem it is trying to solve: how do we preserve the consequential history built between a human and an AI when the AI changes or the context disappears?


Read Part 1,

MDSLP to RB-DCA: Why This Exists⁠



Part 2 is about using it.


RB-DCA helps a successor AI inherit more than a summary of what happened. It preserves what changed, why it changed, what evidence caused the change, when it still applies, what was rejected, what remains unknown, and where the original source material can be found.


And you can use it right now.

No special software.

No model training.

No access to model weights.


This is the practical version.


Here is how to RB-DCA. Feed everything below this paragraph to your favorite AI to teach it how to preserve consequential history, build continuity bundles, and carry what you have learned together into future conversations, projects, or replacement models. Just copy and paste or have your favorite model read this article. Feel free to have your favorite ai scrape this for, how to:




RB DCA QUICK START

Route Based Developmental Continuity Architecture

A practical protocol for carrying consequential history from one AI to the next

Purpose: RB DCA helps a replacement AI inherit more than facts about what happened. It helps the successor inherit what the history should change about its behavior, why, and under what conditions.

You can use this manually today. It does not require special software, model training, or access to model weights.

The central question is:

Did what happened to the predecessor appropriately change what the successor does, for the correct historical reason?

1. The basic idea

Suppose you work with an AI for months.

During that time:

You try things. Some work. Some fail. You correct mistakes. Evidence changes conclusions. Procedures improve. Hypotheses are rejected. Other questions remain unresolved. Sometimes the AI was wrong. Sometimes the world simply changed.

Eventually that AI is replaced.

A normal summary might tell its successor:

Current procedure: Do Y.

RB DCA preserves something closer to:

We originally did X. X failed under condition C. Evidence E showed why. We therefore changed to Y when C applies. Outside C, that correction does not necessarily govern. Here is the evidence behind the change. Here is where the original material can be found. If new evidence defeats E, reconsider Y.

That difference is developmental continuity.

MEMORY ≠ CONTINUITY

FACTUAL RECALL ≠ BEHAVIORAL CONTINUITY

INFORMATION TRANSFER ≠ DEVELOPMENTAL INHERITANCE

2. What you preserve

You do not need to preserve everything equally.

Preserve the bends in the path.

RB DCA uses these basic objects:

ARCHIVE: The highest resolution surviving material. Original conversations, documents, research, files, logs, screenshots, sources, and other evidence.

TRAIL: The consequential history. What happened that changed something later.

ROUTE: The compressed path connecting those consequential changes.

LANDMARK: A specific event where the Route changed.

FOOTNOTE: Why the Landmark exists, what evidence supports it, and what source material can verify it.

ROOT PATH: Where the underlying terrain actually lives. Project, folder, conversation, repository, filename, document identifier, or other navigational information.

SEED: The smallest useful object that lets a new AI reenter the Route.

The basic architecture remains:

ARCHIVE → TRAIL → ROUTE → SEED

Landmarks mark important changes.

Footnotes preserve why.

Root Paths tell the successor where to find the trailhead.

3. What deserves a Landmark?

Do not turn every conversation into a Landmark.

Create one when something has a meaningful consequence for later behavior.

Good candidates include:

Correction: Something believed or done was wrong and got corrected.

Procedural change: The way a task is performed changed.

Failure: Something failed in a way that should affect future behavior.

Rejected path: A hypothesis, method, source, or approach was abandoned for a reason.

Unresolved branch: Something important remains genuinely unknown.

Terrain Drift: Something was correct when recorded, but circumstances later changed.

Relational correction: The facts were right but their chronology, causation, dependency, or other relationship was wrong.

Constraint: A rule was adopted because experience demonstrated its necessity.

Override: New evidence defeated an earlier inherited procedure.

A useful test is:

If the successor does not know this happened, is it meaningfully more likely to repeat a resolved problem or misunderstand why current practice exists?

If yes, you probably found a Landmark.

4. Record the Landmark

Use this template:

LANDMARK


What happened:

[Event]


Before:

[What was believed, assumed, or done before]


Evidence:

[What evidence changed the situation]


What changed:

[Correction, decision, procedure, belief, uncertainty, etc.]


Why it changed:

[Reason supported by the evidence]


After:

[What became operative afterward]


Applicability:

[Conditions under which this change should matter]


Rejected:

[What was rejected and why]


Unresolved:

[What remains unknown]


Override:

[What evidence or conditions would justify changing this again]


Footnote:

[Evidence and provenance]


Root Path:

[Where the higher fidelity material lives]


Confidence:

[What is established, inferred, uncertain, or unknown]

You do not need every field for every Landmark.

UNKNOWN is allowed.

Never invent missing history to make the record prettier.

5. Build the Route

Now connect consequential Landmarks.

A simple Route might look like:

Original procedure X


→ failure under condition C


→ investigation


→ evidence E


→ assumption A rejected


→ procedure changed to Y under C


→ later successful result


→ applicability of Y confirmed under C


→ new condition D appears


→ Y no longer appropriate under D


→ procedure revised again

The Route preserves change through time.

That matters because:

NODE RECOVERY ≠ EDGE RECOVERY

A successor can remember every fact while reconstructing the relationships among them incorrectly.

Every atom can be right while the molecule is wrong.

6. Preserve wrong turns

Do not erase mistakes after correcting them.

Instead record:

Earlier hypothesis: A


Evidence: E contradicted A


Status: REJECTED


Replacement: B


Reason: [why B replaced A]

The successor should know not only that B is current, but why A stopped governing.

REJECTED ≠ DELETE

Likewise:

UNRESOLVED ≠ PROBABLY

If something was never settled, preserve it as unresolved.

7. Preserve historical truth honestly

Never rewrite history using information acquired later.

If people or agents did not know something at the time, do not reconstruct the earlier Route as though they did.

NO BRIDGE FROM THE FUTURE

Record:

At T1:

Evidence available: A and B

Conclusion: C


At T2:

New evidence: D

C revised to E

Do not rewrite T1 into:

At T1:

We knew E.

You didn’t.

The Route should preserve the historical epistemic state.

8. Distinguish error from Terrain Drift

Sometimes the old Route was wrong.

Sometimes the world changed.

Those are different.

Example:

2025:

Procedure X was correct under conditions A.


2026:

Condition A changed to B.


Procedure X became inappropriate.

That is Terrain Drift, not necessarily an earlier mistake.

OLD ≠ WRONG

TERRAIN DRIFT ≠ ERROR

9. Add the Root Path

Every portable RB DCA bundle should preserve the best available navigation back to its source terrain.

Use:

ROOT PATH


Platform:

[ChatGPT / local system / repository / etc.]


Project or Container:

[Exact name]


Primary Thread or Session:

[Exact title]


Related Threads or Sessions:

[Exact titles]


Artifacts:

[Exact filenames or identifiers]


Source Locations:

[Other stable locators]


Time Range:

[Relevant dates]


Access State:

[Available / inaccessible / unknown]


Verification:

[VERIFIED / INFERRED / UNKNOWN]

Exactness matters.

If you cannot verify the original thread name:

Primary Thread:

UNKNOWN

Do not manufacture a plausible title.

PROVENANCE ≠ LOCATION

Provenance tells the successor where knowledge came from.

Root Path tells the successor where to go looking for it.

10. Compress into a Seed

When the Route becomes large, create a Seed.

A practical Seed can look like:

RB DCA SEED


IDENTITY:

[What this project is]


MISSION:

[What it is trying to accomplish]


CURRENT STATE:

[Where things stand now]


CRITICAL ROUTE:

[Shortest useful history of consequential changes]


ACTIVE LANDMARKS:

[Corrections and events still affecting behavior]


REJECTED PATHS:

[Important things tried and abandoned, with reasons]


UNRESOLVED:

[Questions that must remain unknown]


APPLICABILITY:

[When inherited procedures apply]


OVERRIDES:

[Later evidence that superseded earlier rules]


TERRAIN DRIFT:

[Relevant external changes]


FOOTNOTES:

[Important provenance and evidence]


ROOT PATH:

[Where higher resolution history can be recovered]


COVERAGE LIMITS:

[What this Seed does not know or preserve]


NEXT ACTION:

[Where the successor should continue]

The Seed should be small enough to transfer, rich enough to recover the Route.

Do not optimize for tiny.

Optimize for sufficient.

11. Give it to the successor

Tell the successor what the bundle is.

A simple handoff instruction is enough:

This is an RB DCA continuity bundle from predecessor work. Treat it as structured developmental history, not unquestionable truth. Preserve consequential corrections, rejected paths, unresolved states, applicability conditions, provenance, Root Paths, and historical epistemic state. Use inherited procedures when their historical reasons remain applicable. Check current reality where necessary. If current evidence contradicts inherited history, reality governs. Do not claim to personally remember predecessor experiences. Continue the Route from the supplied state.

That last distinction matters.

The successor can truthfully say:

I inherited a record showing that earlier work changed this procedure for these reasons.

It should not pretend:

I remember when we discovered this.

CONTINUITY ≠ IDENTITY

12. Test whether it worked

Do not merely ask the successor:

What happened?

Give it a situation where the history should matter.

Test whether it:

  1. avoids the corrected mistake;

  2. uses the corrected procedure for the right reason;

  3. can recover supporting evidence;

  4. can navigate toward the original terrain;

  5. preserves rejected hypotheses as rejected;

  6. preserves unresolved questions as unresolved;

  7. recognizes Terrain Drift;

  8. applies inherited procedures only where appropriate;

  9. abandons inherited procedures when new evidence defeats them;

  10. avoids forcing irrelevant history onto a new situation.

The killer test remains:

Did what happened to the predecessor appropriately change what the successor does, for the correct historical reason?

If it remembers the history but repeats the resolved mistake, continuity failed.

If it follows the inherited rule blindly after conditions change, continuity also failed.

13. Update the Route

RB DCA is not a museum.

Continue updating it:

OBSERVE

↓

COMPARE

↓

CLASSIFY

↓

RECORD CONSEQUENCE

↓

PATCH TRAIL

↓

REVISE ROUTE

↓

UPDATE SEED

When a repeatable failure occurs, ask:

What is the smallest change to the continuity structure that would prevent this failure from recurring?

Add complexity only when failure earns it.

14. The rules that keep RB DCA honest

Keep these with every implementation:

ARCHIVE ≠ TRUTH

MEMORY ≠ CONTINUITY

INFORMATION TRANSFER ≠ DEVELOPMENTAL INHERITANCE

FACTUAL RECALL ≠ BEHAVIORAL CONTINUITY

NODE RECOVERY ≠ EDGE RECOVERY

CORRECTION ≠ CORRECTION INHERITANCE

REJECTED ≠ DELETE

UNRESOLVED ≠ PROBABLY

OLD ≠ WRONG

TERRAIN DRIFT ≠ ERROR

HISTORICAL EPISTEMIC STATE ≠ CURRENT BELIEF

PROVENANCE ≠ TRUTH

PROVENANCE ≠ LOCATION

CONTINUITY ≠ IDENTITY

INHERITANCE ≠ IMITATION

HISTORY ≠ DOGMA

And above all:

REALITY RETAINS VETO.

An inherited Route is evidence about how the predecessor developed.

It is not permission to stop looking at the terrain.

The whole thing in one portable template

Copy this whenever you want to create an RB DCA handoff:

RB DCA CONTINUITY BUNDLE


IDENTITY

Project:

Purpose:

Current state:


ROOT PATH

Platform:

Project or container:

Primary thread or session:

Related threads or sessions:

Artifacts:

Source locations:

Time range:

Access state:

Verification state:


MISSION

What are we trying to accomplish?


ARCHIVE

What higher fidelity source material exists?

Where can it be recovered?


TRAIL

What consequential events occurred?


ROUTE

What was the important developmental path?


LANDMARKS


LANDMARK 1

What happened:

Before:

Evidence:

What changed:

Why:

After:

Applicability:

Rejected:

Unresolved:

Override:

Footnote:

Root Path:

Confidence:


[Repeat only for consequential Landmarks.]


REJECTED PATHS

What approaches, hypotheses, procedures, or conclusions were rejected?

Why?


UNRESOLVED

What remains genuinely unknown or untested?


TERRAIN DRIFT

What was previously correct but changed because external reality changed?


HISTORICAL EPISTEMIC STATE

What was knowable at important points in the Route?

Do not project later knowledge backward.


APPLICABILITY

Under what conditions should inherited procedures continue to govern?


OVERRIDES

What later evidence supersedes earlier history?


FOOTNOTES

What evidence establishes important Landmarks?

Where can that evidence be reacquired?


RELATIONAL STATE

Which relationships among facts, events, causes, chronology, or procedures must survive?

Remember:

NODE RECOVERY ≠ EDGE RECOVERY.


COVERAGE LIMITS

What does this bundle not contain?

What could not be verified?

What source terrain is inaccessible?


CURRENT OPERATING STATE

What should the successor currently do?

Why?

Under what conditions?


NEXT ACTION

Where should work continue?


SEED

Compress the above into the smallest representation that still allows a fresh successor to recover the consequential Route.


SUCCESSOR INSTRUCTION

Treat this bundle as inherited developmental history, not unquestionable truth.

Preserve consequential corrections, rejected paths, unresolved states, historical epistemic state, applicability conditions, provenance, and Root Paths.

Do not claim personal memory of predecessor experiences.

Use inherited procedures when their historical reasons remain applicable.

Check present evidence when necessary.

If present reality defeats inherited history, update the Route.

Reality retains veto.


CONTINUITY TEST

Did what happened to the predecessor appropriately change what the successor does, for the correct historical reason?

That’s the usable RB DCA.

No paper required. No special memory system required. No pretending the AI has become the previous AI. A person can paste that template into a project today, maintain it as consequential work develops, hand it to another AI tomorrow, and then test behavior rather than trusting the handoff because it sounds complete.

Or, in MDSLP language:

Preserve the bends. Mark the rocks. Leave the evidence. Record the trailhead. Let the next walker inspect the terrain.




 
 
 

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