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@577Industries

577i

AI Systems Integrator
577 Industries — Engineering for missions where failure is not an option.



Website License: Apache 2.0 Patents npm

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.

%%{init: {'theme':'neutral'}}%%
flowchart LR
    ORG(["577 Industries"]):::org
    ORG --- HELIOS["☀ HELIOS<br/>calibrated space-weather fusion"]
    ORG --- EVOLVE["⚙ FORGE EVOLVE<br/>verified legacy modernization"]
    ORG --- AEGIS["🛡 AEGIS<br/>secure-messaging assessment"]
    ORG --- FOS["⛭ FORGE OS<br/>agent infrastructure libraries"]
    ORG --- FI["🌐 FORGE INTELLIGENCE<br/>OSINT fusion console"]
    ORG --- QS["⚛ QSPARX<br/>post-quantum migration planning"]
    HELIOS --- hp["helios-program<br/>+ 4 artifact repos"]
    EVOLVE --- fe["forge-evolve-tmpc"]
    AEGIS --- ag["aegisgraph · asema-feasibility-artifacts"]
    FOS --- fl["forge-os-libs<br/>5 packages, one repo"]
    FI --- fi["forge-intelligence"]
    QS --- qs["forge-qbit-qsparx"]
    classDef org font-weight:bold
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HELIOS — Calibrated Heliophysics Fusion

status phase-ii

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 2026-05-18, 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


FORGE EVOLVE for TMPC — AI-assisted modernization of mission-planning software

status demo-offline

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 ≈1.5×10⁻³ 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 @577-industries/model-router for air-gappable, sovereign-profile model routing.

Companion site → 577industries.github.io/forge-evolve-tmpc


DARPA ASEMA — Secure Messaging Assessment (AEGIS)

contract status

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 remain intentionally limited. Published artifacts are the sanitized reproducibility set only.

Repository Status
aegisgraph Feasibility artifact · sanitize-check gates every public export
asema-feasibility-artifacts Sanitized reproducibility artifacts · consolidated into the org 2026-07. GitHub redirects the repository URL from the former founder-account path; GitHub Pages URLs are not redirected on transfer, so the documents are served at 577industries.github.io/asema-feasibility-artifacts

FORGE OS — Agent Infrastructure

license patents npm

Reusable TypeScript libraries for production AI-agent applications. Each library implements an algorithm described in a 2025–2026 patent filing. All five live in forge-os-libs and publish independently to npm.

Package What it does Patent (described)
agent-memory Persistent memory · log-reinforcement, exponential decay, composite recall Autonomous Memory Evolution · Dec 2025
model-router Multi-provider routing · 6 strategies, sovereign profiles, cost ceiling Adaptive Model Routing · Feb 2026
tool-guardrails 4-level tool middleware (none/log/pause/block) + HITL approval Governed Autonomy Framework · Jan 2026
workflow-dag YAML → DAG compiler · Kahn topological sort, cycle detection Workflow DAG Compiler · Mar 2026
hashchain-audit Tamper-evident audit · SHA-256 chaining + Ed25519 + Merkle anchoring Hash-Chained Audit Ledger · Mar 2026

Consolidated into one repository 2026-08-09; the five original repos are archived and read-only, with their releases and history preserved. Package names and versions are unchanged — npm i @577-industries/model-router works exactly as before. A rebrand to @577industries/forge-* is on the 2026 roadmap.


FORGE INTELLIGENCE — OSINT Fusion Console

license upstream

Real-time open-source-intelligence fusion: a WebGL globe over public-domain intelligence feeds, with a passive-first reconnaissance toolkit. A hardened fork of the MIT-licensed Osiris, with the security work carried in-tree.

Note

Design rule. An unavailable source reports unavailable — feeds never fabricate a data point, and routes fail closed. Non-commercial-only feeds are disqualified regardless of data quality.

Repository Purpose
forge-intelligence Fusion console · layer catalog, SSRF-guarded egress, tiered reconnaissance access

QSPARX — Post-Quantum Migration Planning

license sbom

Evidence-first synthetic cryptographic mission twin for planning post-quantum migration: cryptographic inventory, CycloneDX SBOM generation, and a digital twin of the migration surface.

Note

Waiver discipline. Container vulnerability waivers are exact, versioned, and expiry-dated. Any change to the runtime dependency scope invalidates them and forces reassessment before CI can pass — the control is enforced in scripts/check_container_waivers.py, not by convention.

Repository Purpose
forge-qbit-qsparx Cryptographic inventory + mission twin · signed releases, reviewer Pages site

Recent

Date Update
2026-08-09 FORGE OS libraries consolidated into forge-os-libs (npm packages unchanged); FORGE INTELLIGENCE and QSPARX added as programs; reproducibility fixes across the HELIOS toolchain
2026-07-07 GitHub presence consolidated: ASEMA artifacts transferred into the org (redirects preserved), org-wide brand system + repo standards shipped, v1.0.0 releases tagged across the FORGE OS libraries
2026-06-01 FORGE EVOLVE for TMPC reference implementation published · Navy SBIR DON26BZ01-NV013 · make demo reproducible offline · CI green on Linux + Windows
2026-05-18 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 · Security policy · Contributing · Repo standards

© 2025–2026 577 Industries Incorporated · Columbus, Ohio · Apache 2.0 except where noted

Popular repositories Loading

  1. forge-model-router forge-model-router Public archive

    Multi-provider AI model router with 6 routing strategies, sovereign profile support, and cost ceiling enforcement

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  2. forge-workflow-dag forge-workflow-dag Public archive

    YAML-to-DAG workflow compiler with Kahn's topological sort, cycle detection, and parallel group identification

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  3. forge-hashchain-audit forge-hashchain-audit Public archive

    Tamper-evident audit trail with SHA-256 hash chaining, Ed25519 signatures, and Merkle tree anchoring

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  4. forge-tool-guardrails forge-tool-guardrails Public archive

    4-level guardrail middleware (none/log/pause/block) for AI agent tools with human-in-the-loop approval workflow

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  5. forge-agent-memory forge-agent-memory Public archive

    Bio-inspired memory for AI agents with logarithmic reinforcement, exponential decay, and composite recall scoring

    TypeScript

  6. asema-feasibility-artifacts asema-feasibility-artifacts Public archive

    Sanitized reproducibility artifacts for ASEMA secure messaging application assessment feasibility evidence

    Python

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