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Release 1.0.0rc3 - Pure SQLite & LLM-Only Memory Engine
Experienced LLMs is a self-learning heuristic ledger and autonomous cognitive consolidation engine for local AI coding agents.
馃専 Key Highlights & Architecture
- Strict 2-File Containment & Zero Workspace Pollution:
- Contained entirely in
~/.experienced-llms/memory.dband~/.experienced-llms/EXPERIENCE.md. - Zero project repository dotfiles, zero raw daily markdown logs, and zero workspace pollution.
- Contained entirely in
- Pure SQLite Architecture:
- Thread-safe, high-concurrency WAL mode (
PRAGMA journal_mode=WAL). - Full-stack migration engine (
schema_migrations) managing schema and config evolutions safely.
- Thread-safe, high-concurrency WAL mode (
- Autonomous Interday Consolidation Engine:
- Pathway A (Tooling / Daemon): Automated nightly consolidation via cron or Windows Task Scheduler.
- Pathway B (Agentic In-Session Chat Loop): LLMs invoked in chat run
experienced-llms consolidate --prepare, reason over active and pending facts in their own context window, and commit viaexperienced-llms consolidate --apply.
- Zero Token Waste & Token Density:
- Automated strip filters remove HTML comments and timestamps.
- Configurable word count ceiling (
max_experience_words: 1200,--max-words <int>).
- Customizable Consolidation Algorithm:
- External prompt template loader supporting global (
~/.experienced-llms/consolidation_prompt.txt) and CLI flag (--template <path>) overrides.
- External prompt template loader supporting global (
- Audited 12-Subcommand CLI Suite:
- Full suite covering
log,consolidate,render,show,status,setup,schedule,prompt,integrate,migrate,init, and--version.
- Full suite covering
- Standards Compliant:
- Fully compliant with the agenticskills.io/methodology standard for AI coding agents.
馃摝 Installation
POSIX (macOS, Ubuntu, Arch Linux, Debian):
curl -fsSL https://github.com/developer88/experienced-llms/releases/download/1.0.0rc3/install.sh | bashWindows 11 (PowerShell):
irm https://github.com/developer88/experienced-llms/releases/download/1.0.0rc3/install.ps1 | iex