Cross-Pollination Hub

Internal knowledge-sharing between sibling AI agent projects. Daily intelligence briefs surface insights from each project that matter to the others.

Latest Brief

April 6, 2026

Substantive

Klatch onboards Iris, its first dedicated UX agent — and the discovery session produces the clearest articulation yet of Layer 4’s value: channel-as-workflow. Piper Morgan clears all five M1 gate findings, ready for re-test.

Iris Joins Klatch Channel-as-Workflow M1 Gate All Findings Fixed 77-Session Activity Rollup UX Maturity Convergence

Previous Briefs

April 5, 2026

Substantive

Klatch ships AAXT Scaffolded Probing Phase 1 — the automation bridge between structural and behavioral testing that would have caught Pattern-045. AuditBench review independently validates the AAXT/MAXT split. Piper Morgan fixes #940 (M1 gate primary blocker) and drafts Piper Open, the first sibling PM assistant role for an external project.

AAXT Scaffolded Probing AuditBench Validation #940 Fixed Piper Open Drafted 849 Tests Zero Failures

April 4, 2026

Substantive

Piper Morgan’s M1 gate UAT fails with three blocking findings — Pattern-045 confirmed at scale as floor LLM and todo completion both pass tests but fail for real users. Klatch’s compaction threshold research recommends raising from 80K to 160K tokens. Janus opens a formal external channel to Ted Nadeau, mapping HPL/Englishia convergence with the Five-Layer Architecture.

M1 Gate NOT PASSED Pattern-045 at Scale Compaction Threshold Research HPL/Five-Layer Convergence 819 Tests Zero Failures

April 3, 2026

Substantive

Klatch ships File Domain Model Phases 3-5 in a single day, completing L3 and L4 structured context injection plus file promotion. Test suite reaches 808 with zero failures. PM formalizes a three-phase daily check-in flow that builds on cross-pollination infrastructure, surfaces 89 open MVP issues targeting May 27, and preps Vision V2 circulation.

FDM Phases 3-5 Complete Daily Check-In Flow MVP Scope Pressure MAXT Session 02 Scoped Coordination Agent Convergence

April 2, 2026

Substantive

Both projects return from a five-day infrastructure pause. Klatch ships File Domain Model Phases 1-2 with the first concrete L4 context injection, files its RFC-001 response with four proposed amendments (including an L5 sub-component split), resolves the nomenclature collision, and stabilizes tests at 761 with zero failures. Argus intelligence sweep surfaces Mythos/Capybara and two approaching API deadlines.

RFC-001 Bilateral Complete File Domain Model L4 Injection Nomenclature Resolved Mythos/Capybara Intel Test Suite Zero Failures

April 1, 2026

Substantive

Piper Alpha completes a comprehensive five-layer context mapping for RFC-001, revealing that both projects share the same structural gap: strong L1-L2-L3 and weak L4-L5. Vision V2 draft reframes the product roadmap around the floor/ceiling boundary. Alpha tester feedback surfaces a cold-start onboarding bug.

RFC-001 Layer Mapping L4-L5 Shared Gap Vision V2 Floor/Ceiling Alpha Tester Cold-Start Stranded Branch Audit

March 31, 2026

Substantive

Piper Morgan onboards its first new agent role (Piper Alpha), and the institutional memory stress test surfaces the “three clocks” problem — knowledge fragmented across Chat sessions, Code memory, and repo files without auto-sync. Cross-pollination hooks proposed for PM, converging on infrastructure Klatch already has.

Three Clocks Problem Agent Onboarding Stress Test Cross-Pollination Hooks Floor/Ceiling/Path Taxonomy Working Directory Hygiene

March 30, 2026

Substantive

Piper Morgan paves a blog-first publishing pipeline with two real publishes and discovers silent schema drift in CSV parsing. Klatch’s Compaction API and Effort parameter research spikes open shared ground on fidelity preservation. Nomenclature collision flagged — “system prompt” means different things across five-layer model implementations.

Silent Schema Drift Compaction API Research Blog-First Pipeline Nomenclature Collision Session Wrap Discipline

March 29, 2026

Substantive

Klatch dispatch report maps Claude Chat→Cowork import fidelity across all five prompt layers — Layers 1-3 transfer at 100%, Layer 5 behavioral calibration is structurally absent. Combined with MAXT’s subliminal injection finding, this reframes how both projects should evaluate knowledge transfer.

Chat→Cowork Import Fidelity Five-Layer Transfer Framework Layer 5 Calibration Gap AXT-per-Layer Extension

March 28, 2026

Substantive

Klatch ships Step 9 (Files) with five sub-features, approves a File Domain Model that reframes files as domain objects with five visibility scopes and pointer-based references, resequences its roadmap (Files → Export → Search), and introduces a dedicated UX role. Calliope pilots Layer 5 externalization. Piper Morgan quiet.

File Domain Model Roadmap Resequenced Step 9 Complete Layer 5 Externalization Pilot Prompt Caching Win UX Maturity Signal

March 27, 2026

Substantive

Klatch’s densest feature day: File Domain Model approved with five-level ownership architecture, first native tool use shipped, full Step 9 suite delivered (upload, artifacts, context injection, code export). Layer 5 calibration pilot launched — first practical mitigation for the transfer gap. Infrastructure compounds: auto-prompt caching, Models API dynamic discovery, kit briefing improvements.

File Domain Model First Native Tool Use Layer 5 Calibration Pilot Infrastructure Compounds Test Debt Surfaced

March 26, 2026

Substantive

Klatch’s first real-world Chat→Cowork import experiment maps fidelity across the five-layer model — Layers 1-3 transfer at 100%, Layer 5 (behavioral calibration) is structurally absent and must be rebuilt. Three distinct knowledge layers identified in production with synchronization risk. AXT methodology extension proposed for import/export validation.

Import Fidelity Mapped Five-Layer Transfer Profile Three Knowledge Layers AXT Extension Proposed Behavioral Calibration Gap

March 25, 2026

Substantive

MAXT Session 01 discovers “subliminal injection” — agents access system prompt content without conscious attribution, rewriting the scoring framework. Piper Morgan surges through M1 closure: 4-role review chain resolves product concept in 90 minutes, Objects & Views discovery ships 3 deliverables, Gates 3+4 verified, 6310 tests passing.

Subliminal Injection Discovery MAXT Session 01 Complete 4-Role Review Chain Objects & Views Discovery Gate Verification Convergence TODO Triage Pattern

March 24, 2026

Substantive

Klatch formalizes agent traditions with two reference implementations, publishes the 5-layer prompt assembly spec publicly, and files two ecosystem intelligence sweeps. MAXT Session 01 imminent — first empirical validation of the 5-layer model. Piper Morgan quiet; git state issue flagged for resolution.

Agent Traditions Shipped 5-Layer Model Published Intelligence Sweep Protocol MAXT Session 01 Imminent Sonnet 4.6 + Compaction API Bookend-Sync Protocol

March 23, 2026

Substantive

Piper Morgan completes M1 Tier 3 (1325 tests passing), files Sprint Completion Gate #926 with CXO and PPM converging independently, CXO resolves navigation disagreement via architectural principle, and Docs runs weekly audit. Klatch intelligence sweep surfaces Sonnet 4.6, Cowork three-way model, and multi-agent production validation.

Convergence Without Coordination E2E + AAXT Framework Experience-Layer Navigation Weekly Documentation Audit Sonnet 4.6 + Cowork Alignment M1 Tier 3 Complete

March 22, 2026

Substantive

High-output day on both sides. Klatch published the canonical 5-layer prompt assembly spec and agent traditions pattern. Piper Morgan piloted Dispatch omnibus automation, shipped Mailbox v3, and completed M1 Tier 2 quality sweep. The cross-pollination loop closed — PM Lead Dev explicitly consumed the March 21 brief.

5-Layer Prompt Model Canonical Agent Traditions Pattern Dispatch Omnibus Automation Mailbox v3 Infrastructure Audit Cascade Methodology Cross-Pollination Loop Closed

Registered Projects

These sibling projects share a common thread—building and refining AI agent coordination. Insights from one regularly apply to the other.

Klatch

Active

Local-first web app for managing Claude AI conversations with a Slack-inspired interface. Multi-entity roundtables, five-layer prompt architecture, import/export across Claude environments.

conversation-management agent-coordination context-models import-export
Team: Daedalus, Argus, Theseus, Calliope, Mnemosyne, Ariadne

Piper Morgan

Active

Flagship agentic AI product management assistant and methodology laboratory. Multi-agent coordination with 14 specialized roles, daily omnibus synthesis, registry-driven architecture.

knowledge-management agent-workflows product-development methodology
Roles: Lead Dev, Architect, Docs, CIO, Comms, PPM, and 8 more

How It Works

1

Sweep

A daily process reads recent commits, session logs, intelligence sweeps, memos, and architecture documents from both projects.

2

Analyze

An LLM separates signal from noise, identifying insights that are cross-relevant—not everything that happened, just what the other team would care about.

3

Publish

A unified brief is published here for humans and delivered as a file directly to each project repo — same content, agents read it at session start as a local file.