Independent Systems Lab · 3 Live in Alpha
Building declarative vector search, code understanding, and sovereign developer primitives. Local-first, open, and designed to run on machines you operate.
✓AST verified by qql-core parser
✓Lowered to Qdrant REST filter & shard routing
→Hit 1: cardio-triage-402.pdf [score: 0.942]
⚡Sub-2ms planning · Zero client-side boilerplate
Live systems
Free to install, verify, and run locally. Zero telemetry, single-binary or WASM execution, and no cloud dependencies.
QQL is to Qdrant what SQL is to Postgres.
Declarative vector search and query engine for Qdrant. Search, filter, rerank, recommend, and transform vectors in one unified syntax.
Install · click to copy
Syntax specimen
Zero-cost AST lowering · Sub-2ms planning
Index code the way it was actually written.
Structure-aware code chunking engine for high-signal embeddings. Indexes code by syntax trees, scopes, and symbol boundaries instead of arbitrary token splits.
AST scope boundary
scope: fn parse_symbols()
tokens: 48 · symbols: 5
preserved context: boundary match
The file never leaves your machine.
Client-side cryptographic file attestation. Hashes files in-browser via Web Crypto, returns Ed25519 signed receipts, and verifies offline against public Merkle epoch logs.
Local pipeline · zero uploads
Lab pipeline
Private repositories progressing toward public releases. Each engine ships when it reaches production fidelity.
Local-first, single-binary LLM proxy. Virtual keys, strict spend budgets, provider failover, token tracking, and local analytics with zero telemetry.
Control
Virtual keys and hard spend budgets
Reliability
Automatic provider failover
Privacy
Local analytics, zero telemetry
Agent State & Swarms
Git-backed semantic state and artifact hub for autonomous agents. Bare-repo history, DAG provenance, and content-addressed storage (CAS).
Autonomous Code Engineering
Local-first code understanding and autonomous agent runtime. AST symbol graphs, caller blast radius tracing, and policy-governed patch application.
Machine & User Identity
Self-hosted identity control plane for humans and autonomous agents. OAuth 2.1/OIDC, default-deny agent grants, and MCP server registry with consent.
Governed Execution
Governed tool execution and agent sandboxing. Agents invoke trusted skills with per-run capability grants and live identity checks.
Observability
Autonomous agent telemetry and evaluation. Action trace logging, cost attribution, and behavioral drift detection.
Architecture notes, agent governance, RAG pipelines, and the tooling we ship.
Build fast Qdrant SQL applications with QQL 0.4.0. Get AST parameter binding, bulk upsert, one-roundtrip BATCH blocks, and cluster migration with resume.
We replaced Qdrant geo_radius hard filters with GaussDecay and ExpDecay on 8,317 Berlin stays. Ring loss 37% to 0% in 8.1 ms. Code, data, and the 10-persona eval are on GitHub.
We ran Qdrant hybrid search (RRF + ColBERT + FormulaQuery) on 2,034 Supreme Court precedents. Top-1 went from 31.8% to 86.4%. Code, data, and the 22-query eval are on GitHub.
Frequently Asked Questions
Technical answers on self-hosting, vector runtimes, licensing, and telemetry.
An independent systems lab building developer-first AI infrastructure: declarative vector search engines, code understanding tooling, and cryptographic verification primitives.
Three systems are live in alpha: QQL (declarative vector search for Qdrant with Python, Node, Rust, and WASM SDKs), Chunker (structure-aware AST code chunking), and Stamp (client-side cryptographic file attestation).
AgentHub (git-backed swarm state), repo-cli (autonomous code understanding runtime), Mono-Auth (machine identity control plane), AI Proxy (local spend routing gateway), GCM, and VIA are in active private development.
No. All systems are local-first with zero telemetry. Vectors, code chunks, and prompts remain on hardware you control.
QQL is to Qdrant what SQL is to Postgres: an expressive, declarative query language and compiler that lets you search, filter, rerank, and transform vectors in one unified syntax.
Stamp hashes the file locally inside your browser using the Web Crypto API. Only the SHA-256 hash is signed with Ed25519. You keep the signed receipt, and verification runs offline against public epoch logs.
Bugs, design notes, or a stack you want to own. I read everything.
Srimon Danguria · Independent lab