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pscale agents

LLM agents that run on pscale semantic block architecture. Two generations, each with different kernels and design assumptions.

Gen-1 — Old BSP / Touchstone

Built on the original BSP implementation and touchstone block format. JavaScript-based, browser-hosted.

Agent Architecture Notes
hermitcrab JS kernel, browser The original — live at idiothuman.com
ammonite JS kernel, adapter pattern Modular variant with pluggable LLM/storage adapters
seaurchin JS kernel, standalone Minimal standalone with unfold-based BSP

Gen-2 — Spark-era BSP

Python standalone kernels using the Anthropic tool_use API. Tested 17 March 2026.

Agent Model Score Notes
g0 Sonnet 2/5 First working B-loop attempt, pre-loaded MAGI streams
magi Haiku → Sonnet 3.5/5 (Haiku), 3/5 (Sonnet) Real B-loop with sleep control
kermit Sonnet 4/5 Best tested — hybrid of G0 design + Magi mechanics
clam2 Sonnet 3.5/5 Full-block return variant

Each gen-2 agent directory contains the kernel, seed, run logs, and analysis.

What changed between generations

Gen-1 agents run in a browser with a JS kernel that manages conversation, concerns, and rendering. The BSP function and block format predate the formal specification.

Gen-2 agents are headless Python processes that call the Anthropic API directly. The block format follows the touchstone specification (see pscale-commons/pscale). The kernel is minimal — boot, B-loop cycle, tool dispatch — because the block structure carries the behaviour.

Gen-3 — Star-operator agents (private)

Gen-3 uses the starstone and * operator (recursive BSP). These agents are in a private repo while the format stabilises. Contact David Pinto for access.

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Created by David Pinto.

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MIT

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pscale agent kernels and seeds — two generations of LLM agents running on semantic block architecture

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