atgb-araw-to-gosm-bridge

name	atgb - ARAW to GOSM Bridge
description	Bridges ARAW exploration outputs to GOSM planning inputs.
output	{"format":"prose"}

ARAW to GOSM Bridge

Overview

Bridges ARAW exploration outputs to GOSM planning inputs. Converts discovered assumptions/claims into actionable GOSM items:

• Assumption verification tasks
• Strategy constraints
• Risk factors
• Decision dependencies

Core Principle

ARAW explores possibility space → finds claims that matter GOSM plans execution → needs to know which claims to validate first

This bridge ensures ARAW insights become GOSM action items, and GOSM outcomes update ARAW assumptions.

Steps

Step 1: Run ARAW synthesis

Run synthesis across relevant ARAW databases:

python synthesize.py *.db --find-tensions --extract-actions actions.json

This produces:

• Summary of each database
• Cross-database themes
• Tensions and contradictions
• Consolidated action items

Step 2: Identify critical assumptions

From synthesis output, extract:

MUST_VERIFY (before proceeding):

• All crux nodes
• DO_FIRST actions
• Unresolved tensions

SHOULD_VERIFY (during execution):

• DO_SECOND actions
• High-leverage unexplored

NICE_TO_VERIFY (if time permits):

• Medium-leverage unexplored
• Common themes (for confidence)

Step 3: Create verification tasks

For each MUST_VERIFY item, create a GOSM task:

• task: "Verify: [claim summary]" type: assumption_verification source: [araw_db_name] original_claim: [full claim text] verification_method: [how to check] pass_criteria: [what counts as verified] fail_action: [what to do if false] effort: [from ARAW scoring] impact: [from ARAW scoring]

Step 4: Map to GOSM decision tree

For each tension/contradiction:

Create a decision node in GOSM:

• decision: "Resolve tension: X vs Y" option_a: [one side of tension] option_b: [other side] evidence_needed: [what would resolve] default: [if can't resolve, which way to lean]

Step 5: Set up feedback loop

Create feedback mechanism:

When GOSM verification task completes:

1. Record outcome (verified/falsified/inconclusive)
2. If falsified: Mark ARAW node as WRONG, prune downstream
3. If verified: Mark ARAW node as CONFIRMED, boost leverage
4. If inconclusive: Add to SHOULD_VERIFY for later

CAUTION: Assumption updates can cascade. Only update with high-confidence outcomes. Mark update source (evidence vs inference).

Step 6: Generate GOSM input file

Export bridge output as GOSM-compatible format:

assumptions: must_verify: [list] should_verify: [list] nice_to_verify: [list]

decisions: unresolved_tensions: [list with options]

constraints: from_araw: [list of discovered constraints]

out_of_scope: drifted_topics: [list of rejected/drifted claims]