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@CompleteTech-LLC-AI-Research

CompleteTech LLC AI Research

Open research tools and experiments on AI coding agents, context management and evaluation, by Complete Tech LLC.

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CompleteTech LLC AI Research

Open research tools and experiments on AI coding agents, context management, and evaluation.
Stewarded by Complete Tech LLC.

complete.tech · @CompleteTechLLC on X · All repositories

What we research

  • Context for coding agents. How to give an agent memory and a bounded context window without losing its sources: retrieval, pruning, and typed questions.
  • Evaluation and measurement. Compiling decisions into measured programs, and running agents against games and environments to see what they actually do.
  • Reading the frontier. Tracking new papers and mapping ideas such as latent-space reasoning and inter-agent communication.
  • Data and tools. Open-data visualizations and integrations that put these ideas to work.

Research areas

A glowing network of connected nodes around a bright central core
Jev agent tooling
A small glowing figure walking a lit path across an isometric grid world
Games and agents
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Data and visualization
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Research and papers

Where to start

Public repositories

Area Repository What it is
Jev agent tooling jev-context-fabric Local-first, source-backed memory layer for coding agents with an installer for eight harnesses and reversible /prune
jev-prune-kit Capability-aware context-pruning installer and Jev assessment engine for coding agents; experimental, not live-host tested
jev-sentinel Multi-harness installer and security evaluator that keeps agent authorization with the host; reference implementation
jev-codex-approval Experimental typed JEV approval preflight for Codex with deterministic policy gates and Guardian fallback
Codex tooling codex-plaintext-collab Patch for OpenAI Codex CLI that disables encryption of inter-agent (subagent) messages, with build and update-safe install tooling
Games and agents pokemon-harness Memory-first automation harness for Pokemon Red, Blue and Yellow with a typed Session API and MCP server
ai-self-replication-study Modular AI agent system combining language models with shell command execution and file manipulation
Data and visualization jev-311-heatmap NYC 311 complaint heatmaps built with Jev: reproducible pipeline and interactive geographic visualizations
england-crime-atlas Interactive England crime map with regional conviction demographics and detailed offence codes from official open data
gemma4good Clean Drop: edge-AI water reporting and triage built on Gemma 4 for mapping water stress
Research and papers beyond-the-token-bottleneck Obsidian research wiki on latent-space reasoning and inter-agent communication beyond the discrete token bottleneck
Integrations and notes openclaw-mautic-plugin OpenClaw plugin for controlled Mautic CRM operations: typed API tools, webhooks and guarded maintenance
clawexplorer.ai-changelog Public summary-only release notes and feed links for the ClawExplorer.ai events directory
Organization .github Organization profile and community health files for CompleteTech-LLC-AI-Research.

Forks we follow

These are forks of other authors' projects. The work belongs to the upstream authors; the forks are kept for our own reference and experiments.

Archived

Honest limits

Several of these projects are experimental. For example, jev-prune-kit is marked experimental and not live-host tested, and pokemon-harness reports its current release candidate as PARTIAL, not production-ready. Each repository's README is the authority on its own status; this page makes no claims beyond them.

Get involved

Contributing · Support · Security

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  1. jev-context-fabric jev-context-fabric Public

    Local-first, source-backed memory layer for coding agents with an installer for eight harnesses and reversible /prune

    Python 1 1

  2. jev-sentinel jev-sentinel Public

    Multi-harness installer and security evaluator that keeps agent authorization with the host; reference implementation

    Python

  3. jev-codex-approval jev-codex-approval Public

    Experimental typed JEV approval preflight for Codex with deterministic policy gates and Guardian fallback

    Python 1

  4. beyond-the-token-bottleneck beyond-the-token-bottleneck Public

    Obsidian research wiki on latent-space reasoning and inter-agent communication beyond the discrete token bottleneck

    Python 40 4

  5. england-crime-atlas england-crime-atlas Public

    Interactive England crime map with regional conviction demographics and detailed offence codes from official open data

    HTML

  6. pokemon-harness pokemon-harness Public

    Memory-first automation harness for Pokemon Red, Blue and Yellow with a typed Session API and MCP server

    Python

Repositories

Showing 10 of 21 repositories

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