SS-TIER
RECURSIVE HARDWARE & EVOLUTIONARY CODE
AUTONOMOUS COMPONENT STRATEGIST
Eliminates assembly bottlenecks by identifying alternatives based on technical OUTPUT (e.g. signal specs, voltage ranges, noise floor) rather than physical footprint or drop-in compatibility. The agent autonomously audits component datasheets to extract "Output Profiles" and crawls live "Basic/Preferred" reels at major assembly houses (JLCPCB/PCBWay) to find parts already loaded on the machines, bypassing manual change-order fees and sourcing risks.
Agent Chain
A1
Output Spec Auditor — Extracts technical output profiles from any target component datasheet.
A2
Factory Reel Crawler — Recursively searches in-stock "Basic Part" reels for functional matches.
A3
Assembly Valuator — Calculates total assembly cost based on live feeder availability and change fees.
DARWINIAN CODE EVOLUTION PIPELINE
Autonomous software evolution via recursive genetic algorithms. Generates thousands of Variations of procedural or algorithmic systems (City Engines, Swarm Logic), scores them based on visual aesthetics (via Vision agents) and performance, and "breeds" the optimal versions. The highest-performing code is autonomously committed to the repository.
Agent Chain
A1
Variation Agent — Produces thousands of procedural city or shader layouts.
A2
Scoring Agent — Evaluates aesthetics and framerates across simulated device tiers.
SS-003 // ADVERSARIAL GRANT FORGE
50-CYCLE RECURSIVE REFINEMENT
Iterative synthesis for high-value funding. Generates technical proposals and subjects them to a "Shadow Review Board" of 10 distinct expert agents for adversarial critique. Executes 50 rewrite cycles per grant (NSF, Fellowship, Private) until the proposal is mathematically maximized against the rubric.
Agent Chain
A1
Synthesis Agent — Integrates project history and research data into core narratives.
A2
Adversarial Swarm — 10 parallel agents executing adversarial critiques.
S-TIER
PROFESSIONAL SCALING & INCLUSIVE DESIGN
TECHNICAL INFLUENCE ENGINE
Senior-level career scaling via hyper-personalized technical networking. Identifies decision-makers, audits their entire engineering history, and drafts technical dialogues that link your specific research (GestoLumina, PatchXR) directly to their current architectural challenges. No generic mass-applications.
Agent Chain
A1
Target Mapper — Identifies and audits the work history of decision-makers.
A2
Synthesis Agent — Drafts hyper-personalized technical dialogues and critiques.
GLOBAL OPPORTUNITY HUNTER-GATHERER
Autonomous business development agent for creative technology. Monitors global databases for hardware-focused grants, residencies, and innovation calls. Synthesizes factual, data-backed technical proposals using repository context and handles the entire submission process.
Agent Chain
A1
Discovery Agent — Monitors global databases for niche tech and hardware funding.
A2
Submission Engine — Executes and tracks all outgoing applications autonomously.
SENSORY-PROFILE ACCESSIBILITY SWARM
Accessibility validation via simulated human experience. Vision and audio agents "experience" designs from the perspective of diverse sensory profiles (DHH, low vision), identifying technical barriers and suggesting specific design refactors to meet universal design standards.
Agent Chain
A1
Experience Agent — Simulates variable sensory inputs and limitations.
A2
Audit Agent — Identifies accessibility friction points and technical fixes.
A-TIER
SYSTEMIC OPTIMIZATION
METROPOLIS GLOBAL OPTIMIZER
Recursive stress-testing and hardware-aware refactoring for WebGL city engines. Identifies Three.js code paths causing 60fps drops across 10,000 simulated device profiles and autonomously refactors code (instancing/merging) to maintain a universal performance baseline.
Agent Chain
A1
Stress Tester — Benchmarks engine performance across 10,000 simulated tiers.
A2
Refactor Agent — Suggests Three.js refactors to reach global performance targets.