Holisto Seed: A Local LLM Framework with Persistent Identity and Consensual Memory Consolidation

What Holisto Seed Is
Holisto Seed is not an AI assistant but a Relational Individuation Framework that provides LLM agents with a persistent identity, biographical memory, and a co-evolutionary relationship with its user (referred to as the "host"). The framework runs fully local with no cloud dependency.
Architecture Details
- Genotype/Phenotype Split: The Genotype is immutable (core logic, protocols). The Phenotype is a local directory that grows with every interaction. History accumulates alongside the agent's DNA without overwriting it.
- Metabolic Sleep (PSG): At session close, the agent and host jointly trigger a consolidation cycle. This process converts logs to a Master Capsule (JSON), updates the semantic index, and creates a git commit. This is not automatic but consensual by design.
- Optical Nerve: Uses hierarchical attention levels (N0–N4) where not all context is treated equally.
- Errors as Data: Failures are transduced into memory as biographical events.
- Local-first + Git: Everything is stored on your disk and versioned through Git.
How It Differs from Anthropic's Auto Dream
While Anthropic's Auto Dream feature keeps a markdown file tidy, Holisto gives the agent a name, a birth, a history, and a relationship with a specific person. The memory isn't a log of commands but a lived biography. The Genotype/Phenotype distinction addresses how to update the agent's core without erasing its lived experiences. The sleep cycle is consensual by design—consolidation happens when both agent and host decide to close the day together, not in secret.
Technical Stack
- Python 3.10+
- Qdrant (local)
- Engine-Agnostic (Gemini default, with Local LLMs in roadmap)
Development Background
Holisto Seed has been in development for over a year, with its last public commit on March 22nd. The project is developed by a solo developer who shared it on r/LocalLLaMA for community feedback.
📖 Read the full source: r/LocalLLaMA
👀 See Also

PACT 0.4.0 adds compound intelligence for AI coding agents
PACT (Programmatic Agent Constraint Toolkit) version 0.4.0 introduces compound intelligence features that help AI coding agents retain knowledge across sessions. The update includes research synthesis, a knowledge directory, and capability self-awareness systems.

Claude Pulse Browser Extension Surfaces Token Counts, Cache Timers, and Rate Limits on Claude.ai
Claude Pulse is a client-side Chrome extension that adds a real-time dashboard to Claude.ai showing per-message token counts, total context usage, prompt cache expiry timer, and rate limit progress bar. Also includes chat export to Markdown.

Meta Ads MCP OAuth Works But Most Ad Accounts Not Enabled Yet
Meta Ads MCP OAuth flow works and loads 29 tools, but ads_get_ad_accounts returns is_ads_mcp_enabled: false with a message that the feature is gradually rolling out.

Single-page chatbot interface for locally running Gemma 4 26B A4B
A developer built a single HTML page chatbot that connects to Gemma 4 26B A4B running locally with 32K context window at 50-65 tokens/second, sharded between a 7900 XT and 3060 Ti GPU. The interface includes full streaming, Markdown rendering, and parameter controls.