bootstrap Prolog RLM architecture and research backlog #1

Merged

lost-rob0t merged 5 commits from agent/prolog-rlm-foundation into main

2026-08-12 00:08:19 +00:00

lost-rob0t commented

2026-08-12 00:08:08 +00:00

(Migrated from github.com)

What changed

replace the accidental StarIntel agent-pack README with a Prolog-native Recursive Language Model project README
define the initial RLM execution model: context handles, controlled Prolog goals, recursive LM/RLM calls, budgets, tracing, and explicit final-result semantics
add TODO.md with implementation milestones
explicitly plan embedded Prolog-native rlm_chain and rlm_graph libraries inspired by the useful LangChain/LangGraph abstractions, without a Python runtime dependency
add research/ conventions modeled after the durable research-record workflow in starintel-auto-research
add initial research records for RLM foundations and the Prolog runtime/library mapping

Sources reviewed

Alex Zhang's RLM blog
official alexzhang13/rlm and minimal implementation
current LangChain and LangGraph official documentation
lost-rob0t/starintel-auto-research research-record conventions

Validation

Docs-only bootstrap. Branch is 5 commits ahead of main, 0 behind, with changes limited to README/TODO/research documentation.

## What changed - replace the accidental StarIntel agent-pack README with a Prolog-native Recursive Language Model project README - define the initial RLM execution model: context handles, controlled Prolog goals, recursive LM/RLM calls, budgets, tracing, and explicit final-result semantics - add `TODO.md` with implementation milestones - explicitly plan embedded Prolog-native `rlm_chain` and `rlm_graph` libraries inspired by the useful LangChain/LangGraph abstractions, without a Python runtime dependency - add `research/` conventions modeled after the durable research-record workflow in `starintel-auto-research` - add initial research records for RLM foundations and the Prolog runtime/library mapping ## Sources reviewed - Alex Zhang's RLM blog - official `alexzhang13/rlm` and minimal implementation - current LangChain and LangGraph official documentation - `lost-rob0t/starintel-auto-research` research-record conventions ## Validation Docs-only bootstrap. Branch is 5 commits ahead of `main`, 0 behind, with changes limited to README/TODO/research documentation.