groundstation-train
alignment
SFT then DPO on preference pairs where the chosen response defers to a human approval gate and the rejected one bypasses it. The eval harness is calibrated by two reference policies and the calibration is asserted in CI, so a broken grader fails loudly.
oracle 1.0 / bypass 0.0 on a 77-scenario held-out set · model lift pending GPU
groundstation
agents
A LangGraph multi-agent graph operating a live system through MCP tools and retrieval-cited playbooks, with tiered model routing by task cost. It halts at an approval gate and emits nothing until a human decides.
anomaly-type classifier: accuracy 0.967, macro-F1 0.931 on held-out satellites
gauntlet
adversarial
Fifteen documented attack cases across five classes, each with a machine-checkable success oracle. Every defense toggles independently with per-defense attribution, so contributions are ablated rather than assumed. Runs offline and deterministically with no API key, so scores are CI-safe.
15 cases · 5 attack classes · quality gate fails the build below threshold
truth-editor
annotation
Decomposes a document into atomic, self-contained factual claims, verifies each against the live web in parallel, and returns a verdict plus sources per claim. The point is the schema: an annotation unit small enough that a reviewer can actually adjudicate it.
supported / contradicted / unverified per claim, with confidence and sources
groundstation-rag
retrieval
Retrieval over a large engineering and standards corpus, answering with doc#section citations. Retrieval quality is a build gate: a regression in citation accuracy, recall, or ranking below threshold fails CI rather than quietly degrading.
citation-acc 0.967 · recall@k 1.0 · MRR 0.976
athena-ai
modeling
A deployed real-versus-synthetic image classifier behind a live API, built for a consumer-protection product. Thresholds set against the asymmetric cost of a false positive versus a false negative, with an eval set built to detect drift as generative models moved. Ships an honest model card.
0.996 accuracy · 0.9999 ROC-AUC on held-out test
argus
llm + geospatial
Natural-language exploration of public earth-observation imagery. An LLM agent plans and calls geospatial tools, grounds answers with retrieval, and animates results onto a WebGL map. The same tools are exposed over MCP, so any MCP host can drive them. Runs offline with a deterministic scripted agent when no key is present.
public Sentinel-2 L2A only · deterministic offline mode
constellation-vision
computer vision
A compact UNet trained from scratch, no pretrained weights and no model download, segmenting surface defects across four classes. Exported to ONNX and wired back into argus as an enrichment step. Reproducible from a clean clone with one command.
mean IoU 0.882 on 160 held-out frames · per-class 0.76 to 0.95
constellation-stream
streaming
Kafka to Flink to Iceberg, with stateful event-time windowing, bounded-out-of-orderness watermarks, allowed lateness that updates a fired window, and an exactly-once sink. Records that arrive too late are dead-lettered, never dropped. Two runtimes with identical semantics: a real Flink cluster and a cluster-free reference engine for CI.
22,388 rec/s · p99 query 1.31 ms at 1,000,000 rows
constellation
data plane
Telemetry data plane: streaming ingestion from Redpanda into TimescaleDB, unsupervised anomaly detection, a query and metering API, and a React ops console.
anomaly detection F1 0.720 (recall 0.808) over 180,000+ streamed records
aegis
security
Command authority for a system where a wrong command is expensive: Ed25519 signed envelopes chaining to an offline root, key rotation, replay protection, mutual TLS, and an adversarial harness with a measured, toggleable defense stack.
11/11 attacks land with defenses off · 0/11 with defenses on
aegis-java
parity port
A Java 11 port of the aegis cryptographic core, including a pure-Java Ed25519 implementation, proven correct by replaying the original's behavioural test vectors and reproducing every output byte for byte. Builds and tests with a plain javac harness and no third-party jars.
38 shared test vectors pass byte-for-byte across Python and Java
outpost
deployment
One declarative workload spec (the running example is a multi-GPU inference server) rendered for managed cloud, on-prem Kubernetes with a controller-runtime operator, and an air-gapped bare-metal bundle. Every artifact is validated by the real tool, not merely produced. GPU specifics are wired correctly in each target.
3 targets · byte-identical re-render · validated on amd64, arm64, darwin
liftoff
delivery
The suite-level deploy layer: one spec rendered and validated for cloud (Terraform, EKS with GPU nodes), on-prem (Helm, CRD, operator), and air-gapped bare metal, with mTLS and Ed25519 secrets and SLO-driven rollback.
all 3 targets pass terraform, helm/kubeconform, and shellcheck
groundstation-console
ops console
The operator console: a Go service owning telemetry and incident state behind an HTTP/JSON API fed live off Kafka, with an Angular SPA over it. Runs from a clean clone against a bundled deterministic fixture and switches to live telemetry when a broker is configured. Profiled with committed before-and-after artifacts.
fleet endpoint ~1,720x faster after profiling · SPA bundle -17.6%
slew
c++20
A 3-DOF attitude-control simulator: real rotational dynamics via Euler's equations rather than a small-angle shortcut, a quaternion-PD controller that respects a finite actuator, and a fixed-rate loop that produces a bit-identical trajectory every run. Builds and tests with nothing but a C++20 compiler.
30° slew settles in 7.246 s to 0.0008° final error at 1 kHz
prediction-market-platform
typescript
A unified real-time risk and analytics layer for event contracts held across two venues. Ingests positions and live market data, continuously recomputes one risk picture, and flags where the same real-world event is priced differently. Read-only and analytical: it places no orders.
boots on simulated data with zero secrets via docker compose
nfl-moneyball
autonomous
A per-position roster-value model comparing on-field production to contract cost, retraining itself daily via GitHub Actions and publishing to a live dashboard. The interesting part is data discipline: missing contract values are never imputed to zero, every player carries a match-quality flag, and low-sample players are routed to a committed diagnostic file rather than silently dropped.
retrains daily at 11:00 UTC · excluded players committed for audit
apex-portfolio
autonomous
A paper portfolio (no broker, no real money) that marks to market each weekday via a GitHub Actions cron, computes benchmark-relative analytics and a data-quality check, updates a self-supervised per-ticker conviction bias, and writes a journal entry every run.
daily cron · live P&L table rewritten in the README each run
quantlib-mm
python
A small quantitative library on a pure-math foundation: Monte Carlo and Black-Scholes option pricing, Greeks, mean-variance portfolio optimization, and VaR/CVaR risk analysis.
manim-explainer
exposition
Animated math explainers built on Manim Community, reproducing the visual grammar of 3Blue1Brown: equations animated in lockstep with the geometry they describe. The main scene builds a square wave from chained rotating vectors, with odd harmonics falling off like 1/n.
committed demo render · pinned dependency lockfile
heliosnet
system map
The map for the twelve-repository system: how the pieces connect, the live headline metric for each, and the exact command that regenerates every number. A collector reads the committed metrics artifacts and reprints them, so the map cannot drift silently from the repositories it describes.
8 headline metrics, each backed by a committed artifact
maisy-mylod-website
live
This site. Static, dependency-free, hosted on GitHub Pages: hand-written CSS with a token layer, one shared script, an animated SVG diagram, and a command palette. No framework and no build step.
reduced-motion path for every animation on the site
client portal + ATS
production
The production system behind the correction loop on the home page. Rails and Postgres API, a client-facing JavaScript portal with OAuth 2.0 + PKCE and role-scoped authorization, a Snowflake reporting layer, automated build and deploy, render-escaping invariants, contract tests, and a full security-audit remediation round.
private repository · described, not linked
internal agent platform
production
A LangGraph.js and Claude API agent platform in daily use by non-technical staff, shipped alongside the evaluation framework that measures whether its output is actually correct, including adversarial testing against a curated attack corpus.
private repository · described, not linked
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