INSTITUTE FOR APPLIED AI & SOVEREIGN SYSTEMS SKÅNE, SWEDEN (EST. 2022) Latest Paper: The Reader Was Missing (Oct 2026) →
Lab Estate: Nominal (58ms · 9 peers)
07:46:23 CET
Vol. IV · 2026 MONOGRAPH SERIES BWL-TR-2026 · INSTITUTE FOR APPLIED AI & SYSTEMS ENGINEERING · SKÅNE, SWEDEN LOC: SKÅNE, SWEDEN

Department of Autonomous Systems & Sovereign Infrastructure · Skåne, Sweden

Machine intelligence that keeps running.

Bitware Labs is an independent applied-AI research laboratory and systems engineering practice. We investigate long-horizon autonomous agents with HippoRAG virtual memory paging and hard epistemic provenance, bare-metal WireGuard meshes, and 150ms autonomous cyber defense—publishing empirical findings and delivering production systems on sovereign iron.

FIGURE 1 // ARCHIVAL SUBSTRATE & TOPOLOGY
Plate I: Hybrid Substrate Study showing biological dendritic branching mapped onto a flat WireGuard peer graph and bare-metal server racks on archival paper. §03 HippoRAG · 93.2% wg0 Graph · 9 Nodes Substrate · 150ms Lock
Plate I. Hybrid substrate study: synaptic memory graph, flat WireGuard mesh, and bare-metal iron.
ARCHIVE REF: BWL-PLT-001 ESTATE PROBE: 58ms AVG MEASURED: 2026-10-02
L.U.N.A. Codebase FIG. 1.1
197,000 LOC
534 TS files · 278 PG tables
LongMemEval v0.13 FIG. 1.2
93.2% Score
233/250 stratified · TypeSafe Jev
Runtime Surface FIG. 1.3
259 Tools
13 LLM providers · 65 cron jobs
Sovereign Mesh FIG. 1.4
9 Nodes
17 public VHosts · 0 cloud lock-in
Egress Tripwire FIG. 1.5
150ms Lock
Autonomous anomaly quarantine

Departments & Methodology

Research Groups & Engineering Practices

§ 01 · Three Laboratories

Every architectural claim published by the institute is validated on our own continuously operating hardware estate before it is offered on commission.

RESEARCH GROUP I Autonomous AI & Epistemic Memory
Long-Horizon Cognitive Architectures — Bitware Labs archival research plate

Long-Horizon Cognitive Architectures

Empirical research into persistent bi-temporal memory, HippoRAG Personalized PageRank virtual memory paging, hard provenance stamping (did vs. saw), and non-monotonic belief retraction across thousands of autonomous wake cycles.

93.2% LongMemEval 2,733 Wake Cycles 259 Runtime Tools
RESEARCH GROUP II Sovereign Systems & Networking
Bare-Metal Estates & WireGuard Topologies — Bitware Labs archival research plate

Bare-Metal Estates & WireGuard Topologies

Design and operation of self-hosted compute infrastructure with zero managed-cloud dependencies in the serving path. Flat ChaCha20-Poly1305 WireGuard meshes, loopback-bound services, and deterministic migrations.

17 Public VHosts 9 WireGuard Peers 0 Cloud Dependencies
RESEARCH GROUP III Systems Security & Verification
Autonomous Defense & Runtime Hardening — Bitware Labs archival research plate

Autonomous Defense & Runtime Hardening

Sub-second anomaly detection and 150ms automated egress lockdown, dual-LLM prompt-injection quarantine, AppArmor mandatory access profiles, and reproducible vulnerability verification.

150ms Egress Tripwire Dual-LLM Quarantine AppArmor Enforced

Proceedings & Working Papers

Recent Publications & Laboratory Notes

Browse Full Catalogue (22 Papers) →

Primary-source empirical studies and engineering working notes on long-horizon agent memory, epistemic provenance, Linux kernel hardening, and WireGuard mesh networks.

PAPER #22 · H. ROBERTSSON
Applied AI Luna bwmem

The Reader Was Missing: Epistemic Provenance, Non-Monotonic Retraction, and Arrival Plumbing in Long-Horizon Agent Memory

Drawing on 11 months of continuous operation across 2,733 autonomous wakes and 17,604 interactive turns, we show that long-horizon agent memory failures are epistemic and architectural integration failures: epistemic flattening, the Meno’s Paradox of tool-based recall, falsifier polarity inversion, and the illusion of same-context introspection.

PAPER #21 · H. ROBERTSSON
Security Linux Open Source

Today’s Joke: Microsoft Wants to Protect Your Linux Machines

Microsoft just launched a public preview of Defender for Linux desktops to sit alongside its Linux server agent. Why would anyone use Microsoft Defender to protect a Linux server in the first place? Given their history from calling Linux a cancer to running Azure on it, the long list of CVEs targeting Defender itself, and the power of open-source security audited by thousands of firms, it is a hard no from us.

PAPER #20 · H. ROBERTSSON
Security Applied AI Infrastructure

The Zero-Day Lottery: 1,413 patches and a homelab full of GPUs

Microsoft just patched a record 1,413 vulnerabilities in a single month, including an actively exploited Windows zero-day. Most companies still think they are safe. They are far from safe. Today, anyone with a freshly patched Windows server in a homelab and a handful of GPUs running uncensored models can give a simple instruction—"gain access"—and play the zero-day lottery until it hits.

PAPER #19 · H. ROBERTSSON
Applied AI Policy Craft

The fear that sells regulation

It is strange that the companies building the most powerful AI warn that it could wipe out humanity. My theory: fear makes things easier to regulate, and regulation is a moat for whoever is already in the lead. Sincere belief and self-interest can point the same way.

Empirical Artifacts & Reference Implementations

Research Systems, SDKs & Field Instruments

§ 03 · 04 Artifacts

Software systems, open-source AGPL-3.0 reference packages, and offline field instruments developed and maintained inside the laboratory.

TR-01 LONGITUDINAL STUDY · ACTIVE
L.U.N.A. v7 archival plate
Cognitive Architecture Self-Hosted Autonomous Agent

L.U.N.A. v7

Continuous research agent operating across 2,733+ autonomous wake cycles with HippoRAG virtual memory paging, deliberative council, and 259 tools.

197k LOC 259 Tools 326 Migrations
Read System Monograph →
TR-02 AGPL-3.0 · ARCHIVED REF
@bitwarelabs/bwmem archival plate
Open-Source SDK Bi-Temporal Agent Memory

@bitwarelabs/bwmem

Standalone TypeScript memory SDK implementing bi-temporal fact extraction, rejected-value tombstones, and Jev decision routing.

v0.13.0 93.2% Score AGPL-3.0
Inspect Benchmarks →
TR-03 FIELD INSTRUMENT · v1.0
Plastic Fantastic archival plate
Applied Bayesian Tool Bayesian Polymer Identifier

Plastic Fantastic

Offline Android instrument for the sorting bench. Ranks 14 polymers by posterior likelihood from non-destructive physical observations.

14 Polymers 0 Network Perms EN/SV/PL
Inspect Methodology →
TR-04 PRODUCTION PIPELINE
BitwareTunes archival plate
Computational Audio 24-Bit DSP & AI Record Label

BitwareTunes

Experimental AI record label and audio lab: 20 signed acts, 217 releases, and 1,420 master recordings processed at 24-bit in-house.

20 Acts 217 Releases 1,420 Tracks
Visit Audio Lab →

Monograph Illustrations & Diagrams

Archival Plates & System Figures

§ 04 · Plates I–VI

Select any archival plate below to inspect the figure caption or open the full-resolution plate viewer.

ARCHIVE VIEWER // PLATE I · Hybrid Substrate Study: Biological & Graph Topology CLICK PLATE TO ENLARGE
Hybrid Substrate Study: Biological & Graph Topology
PLATE I. Archival study mapping dendritic branching onto a flat WireGuard peer graph and bare-metal compute substrate.

External Commissions & Advisory

How Research & Engineering Commissions Run

§ 05 · Three Tracks

Alongside internal research, the laboratory accepts a limited number of private commissions. Submit a concise brief; where the problem aligns with our research and engineering practice, you receive a written scope and fixed quotation, followed by private execution and complete handover.

TRACK I // AUDIT AUDIT
Technical & Security Audit archival study plate

Technical & Security Audit

Empirical evaluation of production infrastructure, security posture, or autonomous AI systems. Every reported finding is reproduced prior to submission.

Inquire regarding audit track →
TRACK II // BUILD BUILD
End-to-End Systems Build archival study plate

End-to-End Systems Build

Custom autonomous agents, bi-temporal memory architectures, WireGuard meshes, and software delivered documented and runnable on your own hardware.

Inquire regarding build track →
TRACK III // STEWARDSHIP RETAINER
Sovereign Stewardship & Ops archival study plate

Sovereign Stewardship & Ops

Ongoing 24/7 telemetry monitoring, security patching, backup verification, incident response, and dedicated bare-metal hosting.

Inquire regarding retainer track →
PRINCIPAL INVESTIGATOR & LABORATORY PROVENANCE EST. 2022 · SKÅNE, SWEDEN
Bitware Labs seal
Henrik “Henke” Robertsson Principal Investigator & Systems Engineer · 40+ Years Computing Practice

One investigator designs, verifies, and delivers all work—zero subcontracting. 17 public hostnames on the laboratory estate · 9 WireGuard nodes · L.U.N.A. v7 (197,000 LOC) · @bitwarelabs/bwmem v0.13.0.

OFFICE OF THE PRINCIPAL INVESTIGATOR // CORRESPONDENCE & COMMISSIONS DIRECT LOOPBACK SMTP

§ 06 · Direct Correspondence

Write to the Laboratory

All correspondence—research inquiries, architecture audits, system commissions, or peer commentary—is read directly by Henrik Robertsson. Replies are sent within two working days, in English.

ELECTRONIC MAIL henke@bitwarelabs.com
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