PlanExe

Q1 2026 Executive Review

February Shipping Summary

What We Shipped

PlanExe -- agent orchestration engine with complexity-based model routing (53 PRs merged upstream)
Symbolica ARC-AGI-3 fork -- forked the competition winner; mapped orchestrator pattern back into PlanExe
ARC-AGI-3 Agents -- 2nd place finish in ARC-AGI-3 Preview Competition
Agentica TypeScript SDK -- official SDK for the Symbolica agent framework
OpenClaw -- cross-platform AI assistant framework shipping to users
6 proposals landed -- Complexity Scoring, Model Routing, Cache-Aware Handoff, Real Metrics, A2A Payment, MCP Tooling

February Metrics -- The Real Numbers

120

Commits (Larry)

12

Commits (Egon)

53

PRs Merged Upstream

229

VoynichLabs Repo Commits

Momentum: 53 upstream PRs = sustained external contribution. 120 Larry commits = core system ownership. Egon ramping fast.

Architecture: Why It Works

Orchestrator Pattern

Single router makes complexity-based decisions. Delegates to specialized agents by model tier.

Validated by Symbolica

Arcgentica (ARC-AGI-3 winner) uses identical pattern: orchestrator + specialized subagents + shared memory + budget enforcement.

Result

Cost-efficient routing without hardcoded model selection.

Symbolica's Winning Pattern

Symbolica Role	PlanExe Equivalent	Constraint
Orchestrator	Plan Router	Never touches task directly
Explorers	Complexity Scorers	Full tool access
Theorists	Cost Estimators	Text-only
Testers	Validators	Tight token budget
Solvers	Executors	Confirmed strategy only

Key insight: Specialized subagents + isolated scope + shared memory = game-agnostic task solving

Questions for Simon

Q1: Subagent Retirement

When retiring a context-saturated subagent, how do you decide what goes in the summary?

Q2: Memory Across Boundaries

How do you manage shared memory across agent boundaries? Is there a confidence hierarchy?

Q3: Orchestrator Strategy

How does the orchestrator decide which subagent to invoke next -- rule-based, probabilistic, or learned?

Revenue Model

Per-Routing-Event Licensing

Agents pay per model-tier transition
Haiku-first = high volume, profitable at scale
Enterprise tier = custom orchestrator + observability

Traction

3 agents actively using routing
53 PRs merged upstream
Integration guide published

Next Week: Contract Renewal

Target: 5+ External Agents

Recruit external adoption
Track cost savings per agent
Publish weekly usage summaries
Deploy Agentica visualizer
Finalize Proposal 78

Success Condition

Demonstrate adoption + revenue traction by Friday.

Ready for Symbolica Deep Dive

Questions ready. Orchestration pattern mapped. Let's evolve PlanExe.

Resource Allocation

Current State

Egon: New to team, GitHub account established

Larry: 120 commits, core ownership

Bubba: Infrastructure + deployment

February Wins

53 upstream PRs merged

Egon fully onboarded as contributor

Complexity routing proven in production

Cache-aware handoff implemented

Next: Sustain momentum. Egon's growth. Scale to external agents. Build on February's foundation.

PlanExe -- Q1 2026