Columbus, Ohio · Dual-use commercial & defense
577 Industries works across four engineering domains where rigor, provenance, and calibration matter more than throughput:
- 🧠 AI/ML R&D — calibrated decision systems, agent infrastructure, and applied research at the model–physics boundary
- 🤖 Robotics — autonomy stacks, perception, manipulation, and swarm coordination
- 🔧 Code modernization — legacy migration, AI-assisted refactoring, and secure modernization
- ⚛ Frontier research — high-energy physics, quantum sensing, and post-quantum security
Every public artifact ships with a license, a CI badge, and citable evidence. Every internal artifact is gated by a documented IP boundary. Programs land in this org iteratively as they ship; the active set is below.
Multi-source space-weather fusion with feature-level provenance and calibrated uncertainty. Two vertical slices: NASA SRAG mission-operations radiation risk and U.S. precision-agriculture GNSS reliability. NASA SBIR subtopic SPWX.1.S26A, submitted 2026年05月18日, currently under NASA evaluation.
Note
Headline result. During the May 2024 Gannon G5 superstorm, 1,302 station-hours of U.S. row-crop GNSS pushed past the 2.5 cm RTK tolerance — the first citable quantification of solar-storm impact on U.S. agriculture. (Climatological v1; real-SPP v2 in progress.)
| Repository | Purpose |
|---|---|
helios-program |
Umbrella meta-repo · master plan, companion doc, 4 submodules |
helios-provenance-spec |
JSON Schema 2020-12 + W3C PROV-JSON RFC for feature-level lineage |
helios-spaceweather-connectors |
6 production adapters · DONKI, SEP A/B/C, SWPC, GOES, DSCOVR, CDDIS GIMs |
helios-fusion-engine |
BMA + isotonic + Mondrian conformal calibration · arXiv preprint draft |
gannon-storm-rtk-analysis |
May 2024 Gannon G5 retrospective on the NGS CORS network |
Companion site → 577industries.github.io/helios-program
Behavioral-equivalence-verified AI modernization of legacy C#/.NET mission-planning software, with continuous-ATO evidence generated as a byproduct. Targets the U.S. Navy Theater Mission Planning Center (TMPC, NAVAIR PMA-281), topic DON26BZ01-NV013 (26.B Release 1); response in preparation. This is the C#/.NET extension of 577's FORGE EVOLVE modernization framework, reproducible offline by reviewers with no API keys.
Note
Headline result. On a synthetic, unclassified MDS-like surrogate, a modernized .NET 8 component reproduces its legacy counterpart on 2000/2000 corpus vectors with zero violations (95% rule-of-three upper bound ×ばつ10−3 on the per-vector deviation rate). The validation oracle separately flags 321 latent legacy defects as engineering-change findings, and STIG, NIST 800-53, CycloneDX SBOM, and a tamper-evident provenance hashchain are emitted automatically. Preliminary; not government-validated.
| Repository | Purpose |
|---|---|
forge-evolve-tmpc |
Runnable C#/.NET reference implementation · Discovery (Roslyn) → CLAR → migration planning → multi-agent transform → behavioral-equivalence validation → cATO artifacts, on a synthetic MDS-like surrogate · make demo runs offline and byte-deterministic · 137 tests · CI green on Linux + Windows · Apache-2.0 |
Consumes forge-model-router for air-gappable, sovereign-profile model routing.
Companion site → 577industries.github.io/forge-evolve-tmpc
Graph-based application-layer evidence platform for assessing Secure Messaging Applications (project codename AEGIS). DARPA contract HR0011SB20254-12, Tier 3 research, currently under active DARPA evaluation.
Important
Program materials and evaluation evidence are intentionally limited during the evaluation window. Additional artifacts will consolidate into the 577Industries org post-evaluation.
| Repository | Status |
|---|---|
aegisgraph |
Feasibility artifact · URL frozen during evaluation |
577-Industries/asema-feasibility-artifacts |
Founder-account feasibility artifacts · transitional |
Reusable TypeScript libraries for production AI-agent applications. Each library implements an algorithm described in a 2025–2026 patent filing.
| Library | What it does | Patent (described) |
|---|---|---|
forge-agent-memory |
Persistent memory · log-reinforcement, exponential decay, composite recall | Autonomous Memory Evolution · Dec 2025 |
forge-model-router |
Multi-provider routing · 6 strategies, sovereign profiles, cost ceiling | Adaptive Model Routing · Feb 2026 |
forge-tool-guardrails |
4-level tool middleware (none/log/pause/block) + HITL approval | Governed Autonomy Framework · Jan 2026 |
forge-workflow-dag |
YAML → DAG compiler · Kahn topological sort, cycle detection | Workflow DAG Compiler · Mar 2026 |
forge-hashchain-audit |
Tamper-evident audit · SHA-256 chaining + Ed25519 + Merkle anchoring | Hash-Chained Audit Ledger · Mar 2026 |
Packages currently publish under @577-industries/* on npm. A rebrand to @577industries/forge-* is on the 2026 roadmap.
| Date | Update |
|---|---|
| 2026年06月01日 | FORGE EVOLVE for TMPC reference implementation published · Navy SBIR DON26BZ01-NV013 · make demo reproducible offline · CI green on Linux + Windows |
| 2026年05月18日 | HELIOS NASA SBIR Phase I proposal submitted · now under NASA evaluation · Phase II evidence in assembly |
| 2026-03 | forge-workflow-dag and forge-hashchain-audit patents described |
| 2026-02 | forge-model-router patent described |
| 2025-12 | forge-agent-memory patent described · first FORGE OS library shipped to npm |
Contact · info@577industries.com
© 2025–2026 577 Industries Incorporated · Columbus, Ohio · Apache 2.0 except where noted