INSOMNIQ — The firm that never sleeps

The swarm

Meet your autonomous team

Each agent has a role, a talent profile, and a track record. They coordinate, delegate, argue, and iterate until the problem is solved — or they call in reinforcements.

NEXUS

Coordinator

Plans every run. Reads past history, picks strategy, adapts mid-flight. The brain that routes everything.

Assigning run #1

ORACLE

Researcher

Queries the Knowledge Base in 3ms. Hybrid BM25 + vector search. Never starts from zero.

140 KB entries indexed

SAGE

Strategist

UCB1-driven pattern selection. Exploits what worked, explores what's untested. Never gets stuck playing safe.

Evaluating 3 strategies

FORGE

Executor

Does the work. Code, research, analysis, reports — anything you can describe as a problem.

Writing output...

LENS

Evaluator

Honest judge. Scores 0–100% against acceptance criteria. Spawns sub-evaluators for complex output.

Quality: 87%

AUDITOR

Watchdog

Watches the run. Catches stuck loops, budget burns, repeated failures. Delivers diagnosis at every replan.

Monitoring 4 signals

INVESTOR

Ambition driver

Holds board meetings when progress stalls. Sets concrete goals. Forces real improvement, not safe loops.

Watching quality curve

LOOP

Iterator

When good isn't good enough. Replans with intent — carries what worked forward, discards what didn't.

Iteration 2/4

Why it matters

Every other tool forgets.

Devin at $9/hour forgets everything. Cursor doesn't remember yesterday. INSOMNIQ runs 50 is fundamentally different from run 1 — because it remembers what worked.

Capability

Devin / Cursor / Copilot

INSOMNIQ

Learns between runs

✗ Stateless

✓ Knowledge Base

Strategy from experience

✗ Same every time

✓ UCB1 + AR patterns

Non-code tasks

✗ Code only

✓ Any problem

Smart retry

✗ Full restart

✓ Blame-driven

User input mid-run

✗ Not supported

✓ Auditor inbox

Self-evaluation

✗ Basic

✓ Sub-evaluators

Exploration drive

✗ Loops on safe path

✓ Investor pressure

Architecture

9 pillars. One engine.

70 files · 17K lines · 665 tests. Every feature — KB queries, auditing, evaluation, iteration, cost tracking — flows through one unified engine.

Knowledge Base

LanceDB + ModernBERT. Hybrid BM25 + vector search in 3ms. Every run feeds it. Every agent reads it before acting.

LANCEDB · MODERNBERT

Agent Resources

The HR department. Scores team patterns with UCB1. Mutates agent configs. Learns which model works best per task type.

UCB1 · AR PATTERNS

Auditor + Investor

The oversight pair. Auditor watches, diagnoses, holds meetings. Investor sets goals, pushes for ambition when stuck.

OVERSIGHT PAIR

Honest Evaluation

Quality 0–100%. Git diff = truth. Spawns sub-evaluators for complex output. Reviews feed back into KB.

QUALITY 0-100%

Unified Engine

One function: _solve_pipeline. No separate code paths. Pipeline, iterations, decomposition — same engine.

ONE PATH

File-Based Monitoring

Files are the API. status.json, events.jsonl, inbox.jsonl. Any tool integrates. No server needed.

ZERO API

Self-Learning

Episodic memory, KB writes, AR updates, Predictor, Librarian — five feedback loops compounding every run.

5 FEEDBACK LOOPS

Exploration Drive

UCB1 exploration bonus + Investor pressure. The system takes calculated risks. Avoids safe-play death spirals.

UCB1 EXPLORATION

External Integration

Inject hints mid-run. Any backend: Claude, Gemini, Codex, Ollama. AR learns which model wins per task.

MULTI-BACKEND

The future

Growing with the community

This isn't another LLM wrapper. It's an evolving organism — one that grows smarter with every run, every user, every contributed pattern. You can be part of what it becomes.

AGPL-3.0 Python ≥ 3.11 665 tests passing 191 commits Claude · Gemini · Ollama LanceDB + ModernBERT

Coming soon

Investor Center

Cross-project knowledge aggregation. Your Investor learns from every project you've ever run. Public Center lets the community share collective patterns.

Coming soon

Public Knowledge Base

Opt-in shared KB. Strategies, patterns, domain knowledge shared across the community. Your local KB stays private. Public KB grows with every contributor.

Coming soon

Server Mode

Run INSOMNIQ as a service. Submit problems via API, get results back. Deploy on your own infrastructure or use the hosted version.