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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.

A night-sky observatory where a constellation of glowing, interconnected agent nodes hangs over brass telescopes and instrument dials

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
A dark world map overlaid with glowing heatmap contours and bar charts
Data and visualization
Stacked translucent sheets under a radar sweep and a constellation of linked points
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 a zero-dependency installer for eight harnesses.
jev-prune-kit Capability-aware context-pruning installer and bounded Jev assessment engine (experimental, not live-host tested).
jev-sentinel Multi-harness reference implementation of JEV Sentinel.
jev-codex-approval Experimental typed JEV approval preflight for Codex with deterministic policy gates and Guardian fallback.
systemone-compiler Declare a decision, compile typed Jev questions, measure them, ship a JSON program.
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 with TypeSafe JEV: reproducible pipeline and interactive geographic visualizations.
england-crime-atlas Interactive England crime map with regional conviction demographics and offence codes from official open data.
gemma4good Clean Drop: edge-AI water reporting and triage with Gemma 4.
Research and papers beyond-the-token-bottleneck Obsidian research wiki on latent-space reasoning and inter-agent communication.
JEV-Paper-Radar Reads new arXiv papers each morning and surfaces the few worth reading.
computervision Computer vision library for Lean.
Integrations openclaw-mautic-plugin OpenClaw plugin for controlled Mautic CRM operations: typed API tools, webhooks and guarded maintenance.

The organization also holds forks of upstream projects (such as llama.cpp and a Codex fork); those belong to their original authors.

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

Popular repositories Loading

  1. beyond-the-token-bottleneck beyond-the-token-bottleneck Public

    An Obsidian-based research wiki mapping the frontier of latent-space reasoning and inter-agent communication — what happens when you remove the discrete token bottleneck.

    Python 42 4

  2. ai-self-replication-study ai-self-replication-study Public

    Modular AI agent system combining language models with shell command execution and file manipulation.

    Python 4 1

  3. jev-311-heatmap jev-311-heatmap Public

    NYC 311 complaint heatmaps with TypeSafe JEV: reproducible pipeline, live research results, and interactive geographic visualizations.

    HTML 3

  4. codex-plaintext-collab codex-plaintext-collab Public

    Patch for OpenAI Codex CLI that disables encryption of inter-agent (subagent) messages, with build and update-safe install tooling.

    Shell 2 2

  5. llama.cpp llama.cpp Public

    Forked from ggml-org/llama.cpp

    LLM inference in C/C++

    C++ 1

  6. jev-prune-kit jev-prune-kit Public

    Capability-aware context-pruning installer, bounded Jev assessment engine, and experimental harness request-projection adapters (experimental, not live-host tested)

    Python 1

Repositories

Showing 10 of 21 repositories
  • pokemon-harness Public

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

    CompleteTech-LLC-AI-Research/pokemon-harness's past year of commit activity
    Python 0 LGPL-3.0 0 32 4 Updated Oct 3, 2026
  • ai-self-replication-study Public

    Modular AI agent system combining language models with shell command execution and file manipulation.

    CompleteTech-LLC-AI-Research/ai-self-replication-study's past year of commit activity
    Python 4 MIT 1 0 0 Updated Oct 2, 2026
  • beyond-the-token-bottleneck Public

    An Obsidian-based research wiki mapping the frontier of latent-space reasoning and inter-agent communication — what happens when you remove the discrete token bottleneck.

    CompleteTech-LLC-AI-Research/beyond-the-token-bottleneck's past year of commit activity
    Python 42 4 0 0 Updated Oct 2, 2026
  • codex-plaintext-collab Public

    Patch for OpenAI Codex CLI that disables encryption of inter-agent (subagent) messages, with build and update-safe install tooling.

    CompleteTech-LLC-AI-Research/codex-plaintext-collab's past year of commit activity
    Shell 2 MIT 2 0 0 Updated Oct 2, 2026
  • jev-prune-kit Public

    Capability-aware context-pruning installer, bounded Jev assessment engine, and experimental harness request-projection adapters (experimental, not live-host tested)

    CompleteTech-LLC-AI-Research/jev-prune-kit's past year of commit activity
    Python 1 0 0 0 Updated Oct 2, 2026
  • jev-sentinel Public

    JEV Sentinel multi-harness reference implementation

    CompleteTech-LLC-AI-Research/jev-sentinel's past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 2, 2026
  • jev-context-fabric Public

    Local-first, source-backed memory layer for coding agents, with a zero-dependency installer for eight harnesses. Canonical sources + SHA-256, budgeted retrieval, and reversible /prune that never calls /compact.

    CompleteTech-LLC-AI-Research/jev-context-fabric's past year of commit activity
    Python 1 1 0 0 Updated Oct 2, 2026
  • jev-codex-approval Public

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

    CompleteTech-LLC-AI-Research/jev-codex-approval's past year of commit activity
    Python 0 MIT 0 0 0 Updated Oct 2, 2026
  • .github Public

    Organization profile and community health files for CompleteTech-LLC-AI-Research.

    CompleteTech-LLC-AI-Research/.github's past year of commit activity
    0 0 0 0 Updated Oct 1, 2026
  • england-crime-atlas Public

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

    CompleteTech-LLC-AI-Research/england-crime-atlas's past year of commit activity
    HTML 0 0 0 0 Updated Sep 30, 2026

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