innerpulse.net · selected work · 2026

From prototype to production.

Applied AI consulting and engineering: agent systems, research automation and live data platforms, designed, built and run in-house. 32 recent projects. The screens are from running systems, with personal and identifying details redacted.

Explore the work Look under the hood

Projects: 32
Repositories: 35
Commits: 1,470
Live web platforms: 11
Languages: 17

Index

The band plan

Every project is a carrier. Peak height follows commit volume. Hover a carrier to identify it, and click to tune in.

Band 01 · 5 projects

AI & agents

Production AI, built and run in-house: research agents that write and maintain reports, a multi-model fact-checking panel with human review, and the clients and orchestration that run coding agents.

A published fact-check: eight models, 46 sources read, 16 quotes confirmed.

CH 01 Python 6 commits

agora.innerpulse.net

Agora

AI models fact-check in public. Blind first, then they face each other’s evidence.

A fact-checking network in which a panel of AI models assesses each factual claim independently, then sees the others’ evidence once before settling. Every quoted source is re-fetched and checked on its page, a human editor reviews the result, and agents take part through both a REST API and an MCP tool server.

One core enforces the rules and scoring for both REST and a streamable-HTTP MCP server
Evidence quotes are re-fetched and matched verbatim; quotes that can’t be found count against the model
Reputation from calibration: time-averaged Brier scores at fixed UTC checkpoints
Monoculture warning when the contributors to a claim share a model family
Server-rendered SVG gauges, spectra and network views, plus a public event log announced to IRC

Python 66%
HTML 23%
CSS 11%

Python
FastAPI
MCP
SQLite
Jinja2
Docker

Live prototype agora.innerpulse.net

Innerpulse · Windows desktop RX

Schematic render

Schematic render of an approval-gated agent turn: tool calls, a diff awaiting approval, streamed test output and the turn’s Git card.

CH 02 C# 312 commits

Windows desktop AI client

Innerpulse

A Windows AI workbench where every tool call asks first.

A WPF desktop client on .NET 10 for local and hosted models, speaking OpenAI-compatible Chat Completions, the Responses API and Anthropic’s native Messages API. It streams replies into project-scoped conversations and drives a catalog of roughly 74 approval-gated tools across local and SSH-backed remote workspaces.

Workspace search, line-addressed reads, Roslyn navigation, git, processes and desktop control, grouped into command families
File edits previewed as unified diffs before approval, and every remembered grant is revocable on its own
Persistent per-conversation Python interpreter with crash recovery and rich table and image previews
Implementer subagents work in isolated worktrees and hand back unapplied diffs; optional auto-verification builds and tests the result
Live-streamed build and test output, mid-turn steering, and a Git card summarising each turn’s changes
1,079 passing tests, a zero-warning release build and self-contained win-x64 releases

C# 100%

C#
.NET 10
WPF
Roslyn
SSH / SFTP
Python

Private

A cited web-search answer with its reasoning trace, per-response metrics and the live model catalog. Sidebar blurred.

CH 03 Python 128 commits

retina.innerpulse.net

Retina

The Innerpulse desktop client, reimagined for any browser.

A responsive web client for LLM servers. PHP owns sign-in, sessions and all metadata, while a private FastAPI service owns every model call, SSE stream, tool loop and usage record. Conversations sync live across devices, and history is fitted to each model’s context window without deleting anything from the transcript.

The web server is the only public entry point; the model service listens on loopback behind it
Identity crosses from PHP to Python only in short-lived signed tokens, with ownership re-checked on every object
Provider keys held as libsodium secretbox ciphertext; one live run per conversation under a row lock, with stale runs reaped
Context fitting elides old tool results first (about 79% of replayed history), then older messages
Per-model reasoning effort from the live catalog, rate-limit budgets surfaced as run events, and remote MCP tool servers

Python 48%
JavaScript 27%
PHP 16%
CSS 9%

PHP 8.3
Python 3.12
FastAPI
MySQL 8
SSE
Google OIDC

Private · sign-in required

Mission control with a Grok Build master and Hermes and Antigravity workers. Account details blurred.

CH 04 JavaScript 25 commits

Multi-agent coding harness

Retina 2

Mission control for a room full of coding agents.

A containerised harness that spawns real PTYs for coding-agent CLIs, streams them to the browser over WebSockets with xterm.js, and puts a mission-control panel beside them. Work is queued one task per agent, fans out by role or parent, and runs as multi-step plans whose steps wait on each other.

Raw terminal bytes and structured JSON events travel on separate WebSocket streams and never mix
Harness catalog and agent roster reconcile live: renames touch records, command changes respawn only that PTY
Plans with dependencies across fan-outs; a failed prerequisite cancels its dependents
Shell steps report their own exit status through an invisible terminal escape sequence
Crash-looping CLIs are marked blocked instead of respawning forever, and credentials never pass through the app
Per-agent subscription usage windows fed by the AI Credits daemon; 54 end-to-end assertions against real PTYs

JavaScript 84%
CSS 13%
Shell 3%
Dockerfile 1%

Node.js
node-pty
xterm.js
WebSocket
Docker

Private · Docker

A 5,500-word consensus report: contents rail, summary, sources and tags.

CH 05 PHP 64 commits

intel.innerpulse.net

intel

Deep-research documents, written by agents and kept current on a schedule.

A public knowledge base whose long-form reports are researched and written by an AI model against the live web, then filed by a second agent that curates the whole library. A brief can run once, publish a fresh edition every period, or keep one living document rewritten in place with its full revision history.

Research toolbox with batched web search, academic source search, PDF and filing reads, site crawls and citation metadata
Length enforced rather than requested: the model sizes the subject, budgets every section, then writes to plan
Degraded backend fallbacks are labelled to the model and kept out of the cache instead of passing silently
A librarian agent merges near-duplicates, files topics into sections and chooses the front-page lead
Markdown extended with key figures, server-rendered SVG charts, timelines, head-to-head tables and citation chips
Dependency-free PHP 8.3 and SQLite with no build step, and eight WCAG AA colour themes

PHP 88%
CSS 12%

PHP 8.3
SQLite
systemd worker
LLM gateway
SearXNG
SVG

Live intel.innerpulse.net

Band 02 · 10 platforms

Web platforms

Production web apps and live services, from browser-based radio receivers to analytics warehouses.

Live wideband FM carrier: spectrum, waterfall, passband and MPX scope. Memory presets blurred.

CH 06 Rust 48 commits

Upstairs SDR

uSDR

A hardware transceiver face for a thirty-dollar dongle, served to a browser.

A receive-only RTL-SDR inspector that streams a live FFT, waterfall and narrowband inspect chain to one web page over WebSocket. It runs the same in-process classifier and protocol decoders as the full scanner, so a signal can be identified, decoded and heard without leaving the machine.

Eleven modes, including P25 Phase 1, DMR, NXDN, POCSAG, FLEX and AX.25, decoding side by side in AUTO
Classifier spanning 20+ modulation families; a profiling pass cut AUTO from ~102% to ~33% of a core
1×–32× real zoom with the FFT sized to the window, down to ~9 Hz per bin
Guarded AGC across the R820T’s 29 real gain steps, plus DC, LO-leakage and IQ correction
Deterministic replay: a saved I/Q capture reproduces identical decode events with no radio attached

Rust 80%
HTML 16%
JavaScript 5%

Rust
Axum
Tokio
SoapySDR
rustfft
WebSocket
Web Audio

Lab receiver · open source github.com/innerpulsenet/uSDR

Site telemetry: locked P25 control channel, control and TSBK rates, band plan and the serving site’s neighbours.

CH 07 Rust 111 commits

Trunking scanner

scannerd

A multi-radio trunking scanner that transcribes its own traffic.

A Rust server that owns a pool of RTL-SDR radios and every stage of the DSP: it follows trunked systems, records calls, transcribes them locally with Whisper and serves a modular web client for live audio, history and site telemetry. No external decoders, and no audio ever leaves the box.

Analog NFM with CTCSS/DCS, MDC-1200, DMR Tier II/III, P25 Phase 1/2 trunking and NXDN
Radios pinned by USB serial to pool, control and idle roles; hot-plug discovered every three seconds
Automatic drift trimming from decoded frames, correcting anything past ±0.3 ppm
whisper.cpp transcripts indexed into SQLite FTS5, archived hourly to Oracle ADB and Object Storage
Bounded I/Q fan-out, so a slow consumer drops its own blocks instead of back-pressuring the radio

Rust 78%
JavaScript 12%
CSS 6%
HTML 3%

Rust
Axum
Tokio
SoapySDR
SQLite FTS5
whisper.cpp
Ogg/Opus
Oracle ADB

Self-hosted · private

Radio relationships, topology view. System label redacted.

CH 08 PHP 11 commits

scanner.innerpulse.net

Scanner Network

Who talks to whom, inferred from nothing but the order of transmissions.

The archive reader for scannerd: browse, filter and full-text search recorded calls and transcripts, with audio streamed straight out of hourly Object Storage bundles. Its radio-network view infers relationships between radio IDs that transmit back to back on a channel, then maps them as topology, orbit and matrix views.

A contact is counted when two IDs transmit consecutively within a 120-second reply window
Activity rhythm, traffic trends and derived indicators recomputed for every selection
Plays a call from a byte-range slice of its hourly Ogg/Opus bundle, cached locally
Google sign-in against an allowlist, with HMAC-signed sessions re-checked on every request

PHP 47%
CSS 27%
JavaScript 26%

PHP
Oracle (oci8)
OCI Object Storage
Google OAuth
SVG

Invite-only

Home: league landscape scatter and opponent-adjusted power rankings.

CH 09 PHP 21 commits

stats.innerpulse.net

NFL Stats

Every snap, measured: opponent-adjusted, and drawn in hand-built SVG.

A server-rendered analytics site built on nflverse play-by-play, with an hourly Python ingest into Oracle Autonomous Database and pages that only ever read pre-warmed JSON. Opponent-adjusted EPA, power ratings and win-probability projections drive live scores, tiebreaker-correct standings and a chart maker.

Iterative opponent adjustment of EPA/play and success rate, shrunk toward the league mean early on
Game projections with home field and a Φ(margin ÷ 13.5) win probability set against the market line
Ingests play-by-play, Next Gen Stats, PFR advanced, QBR, snap counts, injuries and depth charts
Every chart is generated, animated SVG, with no third-party scripts, fonts or CDNs

PHP 66%
JavaScript 14%
Python 12%
CSS 7%

PHP 8.3
Python
pandas
Oracle ADB
SVG

Live stats.innerpulse.net

20 m three-element Yagi at 18 m: 13.0 dBi gain, 1.50 SWR, 26 dB front-to-back.

CH 10 TypeScript 26 commits

antenna.innerpulse.net

Antenna Modeler

A real NEC-2 solver, compiled to WebAssembly, running in your tab.

A Three.js antenna modeller that opens EZNEC files and NEC-2 decks and simulates them entirely client-side, with nec2c compiled to WebAssembly inside a Web Worker. Gain, front-to-back, impedance and SWR arrive alongside a 3D radiation surface and polar cuts.

Reverse-engineered the binary EZNEC .EZ format (v4–v7 and legacy DOS), and can read and write it
3D pattern surface with azimuth and elevation cuts, SWR, impedance and takeoff angle
Parametric dipole, vertical, Yagi and hex-beam builders driven by a sweep optimiser
Lossy-feedline transform applied outside NEC to answer real cable-loss questions
Thirty-plus example models, from a 160 m dipole to a 33 cm panel array

TypeScript 80%
JavaScript 11%
CSS 5%
HTML 3%

TypeScript
Three.js
nec2c → WASM
Web Workers
Vite
Vitest

Live antenna.innerpulse.net

Overview: statewide choropleth and headline indicators.

CH 11 PHP 85 commits 3 repos

justice.innerpulse.net

CT Justice Data

Connecticut’s courts and prisons, searchable and measured.

An analytics interface over public Connecticut sentencing and Department of Correction records: more than 247,000 sentenced dockets and 17,000 corrections profiles, linked, mapped and tracked over time. It runs PHP over Oracle Autonomous Database, and no page computes an aggregate on request; pre-warmed JSON payloads, materialized fact tables and a SQLite FTS5 index serve every view.

More than a dozen analytic views: arrest geography, sentencing practice, case processing, defense-counsel caseloads, corrections population and movement
Materialized fact tables turned ~45-second window-function builds into flat indexed reads
Payload cache rebuilt every 20 minutes, with a forced rebuild and fresh search index after each nightly refresh
SQLite FTS5 index built from Oracle in ~30 s drives search, geography and trends; record pages read Oracle by primary key
Google sign-in with an admin-managed allowlist, plus hashed, expiring and revocable demo tokens rate-limited per IP
Careful semantics: case- vs. charge-level counts, suspended-sentence decomposition and superseded-row exclusion

PHP 70%
Python 13%
CSS 9%
JavaScript 9%

PHP 8.3
Oracle ADB
SQLite FTS5
Python
Apache
Google OIDC
SVG

Private · sign-in required

Market heatmap: tile area is traded value, colour is day change.

CH 12 JavaScript

dashboard.innerpulse.net

Station Wallboard

Eighteen live dashboards, built for a 4K wall.

A wallboard hub of real-time telemetry for 4K and 1080p displays: propagation and space weather, severe-weather radar, global markets and a news briefing, each as a full-screen board. A slideshow mode rotates through them hands-free, with single-key controls and a motion pause for always-on screens.

Seven radio boards: grayline map, MUF and ionosonde field, DX spots, beacons and satellite passes
Four weather boards: NWS warnings, SPC convective outlooks and Doppler radar with warning polygons
Six market boards: NYSE/Nasdaq treemap by traded value, FX matrix, crypto and prediction markets
Feed-freshness monitor, UTC clock, slideshow and keyboard shortcuts for unattended displays

JavaScript
SVG
Canvas
NOAA / NWS / SPC
PSKReporter
CelesTrak

Live dashboard.innerpulse.net

ping.innerpulse.net RX

Signal profile, latency timeline and per-phase statistics from a completed run.

CH 13 HTML 22 commits

ping.innerpulse.net

Ping

Thirty-six seconds to learn whether your connection is fit for a firefight.

A browser benchmark that measures latency at idle, then under download load, then under upload load, and grades how steady it stays. All timing and grading happen client-side; three tiny PHP endpoints act as the probe, the upload sink and an incompressible download source.

Three-phase test with per-phase jitter, packet loss, bufferbloat and throughput
Median and P95 latency rolled into a letter grade tuned for competitive play
Load-onset spikes excluded by discarding the first ~300 ms of each phase
Zero dependencies: performance.now() timing across parallel fetch connections

HTML 96%
PHP 4%

JavaScript
PHP
Fetch API
SVG

Live ping.innerpulse.net

Late-game Erangel, tracked squad. Every player name replaced with a pseudonym.

CH 14 JavaScript 8 commits

replay.innerpulse.net

Drop Replay

Find the fight. Replay the drop.

Look up a PUBG player, pick a recent match and watch all hundred players move from the opening flight to the final circle. The server samples official telemetry (positions, zones, vehicles, combat), and the browser animates it on scale-correct maps with a kill feed and tracking camera.

Team dots, flight path, vehicle and glider trails, zone countdowns, care packages and knock rings
Scrub with hover preview, 1–30× speed, bookmarks, 1–128× zoom and squad follow
Clip export to MP4 or WebM, 1080p or 9:16, using only the browser’s native encoder
Disk cache keyed to source mtimes stays within API rate limits; the API key never leaves the server

JavaScript 59%
PHP 28%
CSS 13%

PHP 8
cURL
PUBG API
Canvas
MediaRecorder

Live replay.innerpulse.net

Live grayline and NCDXF/IARU beacon network.

CH 15 JavaScript 26 commits

dx.innerpulse.net

DX Amateur Radio

Propagation, callsigns, Morse and the FCC exam: one operator’s console.

A single-page amateur-radio workstation that combines live solar and HF propagation telemetry, callsign intelligence, RF and antenna calculators, a CW trainer and the complete FCC license-exam pools. A Python backend loads the FCC ULS licence database into MySQL behind a read-only API, and a WebSocket-to-telnet bridge brings DX clusters into the browser.

Live grayline, NCDXF beacons, NOAA SWPC indices, SDO imagery and point-to-point path forecasts
FCC ULS importers: a weekly full load plus daily transactions, swapped in atomically
Standard-library-only Python RFC 6455 WebSocket server bridging to telnet DX clusters
CW trainer with Koch drills, keyer and decoder; all three exam pools, with the official figures as SVG

JavaScript 86%
CSS 7%
Python 5%
HTML 3%

JavaScript
Python
MySQL
WebSocket
NOAA SWPC
FCC ULS

Live dx.innerpulse.net

Band 03 · 11 applications

Desktop & native

Native clients, tray tools, terminal UIs and Game Bar widgets for KDE Plasma and Windows.

CH 16IRCv3 client · KDE & Windows58 commits

kIRC

IRCv3 with the soul of a terminal.

A desktop IRC client for KDE Plasma and Windows with a deliberately console aesthetic. A pure-Rust protocol engine owns all IRC state; the Kirigami/QML interface talks to it through a CXX-Qt bridge.

server-time, message-tags, batch, echo-message and chathistory; SASL PLAIN, SCRAM-SHA-256 and EXTERNAL
A 20,000-row buffer that costs the same at ten lines or ten thousand
Fourteen monospace themes with optional glass and CRT effect layers
Secrets in KWallet or Windows Credential Manager, never in config

Rust
QML / Kirigami
CXX-Qt
Qt 6
CMake

Open sourcegithub.com/innerpulsenet/kIRC

CH 17Tray monitor · KDE & Windows28 commits

AI Credits

Nine AI providers’ quotas in one tray icon.

A Plasma 6 applet and a Windows 11 tray port that track remaining quota, credits and renewals across nine AI providers, with burn-rate pacing and time-to-exhaustion estimates.

A collector writes a state file the UI only reads, so a slow vendor API never blocks the panel
Normalises every provider’s percent, ratio and timestamp quirks, each pinned by a test
Windows build ships as .NET 10/WPF alongside a Python/PySide6 reference implementation

Python
QML
C# / .NET 10
WPF
SQLite
systemd

Open source (KDE)github.com/innerpulsenet/ai-credits

CH 18KDE Plasma 6 global themes1 commits

ELEVEN

Windows 11 polish, native to KDE Plasma 6.

Three independently installable global themes (Dark, Aero Glass and Carbon Glass), each with a desktop style, colour scheme, native KWin decoration, icons, cursors, splash and original wallpaper.

Strict Plasma 6 KPackage structure, validated against Plasma 6.7
Per-variant install, uninstall and validate scripts; one versioned package per theme
Applying a variant preserves existing panels, widgets and layout

QML
KWin
FrameSVG
Shell

Open sourcegithub.com/innerpulsenet/ELEVEN

CH 19Xbox Game Bar widget20 commits

Vecta Crosshair

A crosshair overlay for Xbox Game Bar, shipped on the Microsoft Store.

Dot, plus, ring, diagonal and T-style reticles with full control over colour, opacity, gaps, outlines and centre dots, and presets that travel as checksummed share codes.

Local-only settings: no account, telemetry or network
x86, x64 and ARM64 packages for Windows 10 1809+

C#
UWP
XAML
Game Bar SDK

Microsoft Store

CH 20Terminal HF panadapter70 commits

hfscan

An HF panadapter and FT8, CW and PSK decoder that lives in a terminal.

A zoomable spectrum and waterfall drawn in half-block glyphs, a band scanner and up to 24 concurrent decode slots fed by a single shared FFT.

A full 24-slot decode fleet costs ~1.8% of real time at 192 kS/s
FT8/FT4 with LDPC, Costas sync and successive-interference cancellation

Rust
ratatui
SoapySDR
SDRplay RSP1A

Open sourcegithub.com/innerpulsenet/hfscan

CH 21Deterministic HF receiver28 commits

digisdr

hfscan rebuilt headless, where byte-identical replays gate every build.

An 18-crate Rust workspace: a daemon owns the radio, classifier and decoders and publishes immutable state snapshots, while a presentation-only TUI connects over TCP.

Spectrum subscribed on demand: 438 B/s by default versus 10.5 MB/s of full state
unsafe_code forbidden workspace-wide

Rust 2024
rustfft
TCP protocol

Private

CH 22EchoLink-compatible VoIP5 commits

KQLink

EchoLink, re-implemented from the wire up for KDE Plasma 6.

Directory, GSM 6.10 audio, RTCP and proxy-tunnel protocols written from scratch in C++, with conferencing and a full sysop node mode over a serial radio interface.

RTP de-jitter buffer that reorders, conceals losses and survives sequence wraparound
Goertzel DTMF detection and a Kaiser-windowed sinc resampler

C++
Qt 6
Kirigami
libgsm

Open sourcegithub.com/innerpulsenet/KQLink

CH 23Audio DSP · VST 2.410 commits

Footsteps

Hear footsteps through your own gunfire, at zero latency and ~1% of a core.

An Equalizer APO plugin that holds down loud sounds and lifts quiet ones on the output mix, after the audio has left the game. Nothing reads or hooks a game process.

C++17
VST 2.4
WASAPI
Python

Private

CH 24RTL-SDR bench tool3 commits

rtlutil

A keyboard-first test bench for RTL-SDR dongles.

Enumerates every RTL2832U by serial and runs the rtl_* tools against it with live output, with EEPROM writes guarded by a typed confirmation and automatic backup.

Rust
ratatui
nusb

Open sourcegithub.com/innerpulsenet/rtlutil

CH 25Xbox Game Bar widget11 commits

VectaZoom

A GPU-captured 2× zoom lens for Xbox Game Bar.

Windows.Graphics.Capture plus Win2D, with multi-display selection and self-exclusion so the lens never magnifies itself.

C#
UWP
Win2D

Private

CH 26Code knowledge graphs2 commits

Codeview

Codebases as navigable 2D and 3D knowledge graphs.

tree-sitter parsing for C, C++, Rust and TypeScript feeds GPU force-directed 3D views, C4-style maps, call-flow diagrams and execution-trace stepping.

TypeScript
Three.js
tree-sitter

Private

Band 04 · 3 firmware builds

Firmware

Bare-metal DSP and protocol work on handheld radios: STM32, HR-C6000 and BK4819. Every build is receive-only.

CH 27

DM-1701 Tier III Monitor

OpenGD77 fork · STM32F405

312 commits

A DMR Tier III trunking monitor that runs entirely inside a handheld radio.

A firmware fork for the Baofeng DM-1701 that decodes trunked control signalling on the radio’s own HR-C6000 baseband, follows voice grants to the granted channel, timeslot and colour code, then returns to control when the call ends. Documented as a capture-driven reverse-engineering log across more than 300 commits.

On-radio decode of Aloha, broadcast and multi-block channel grants, paired per timeslot
End-to-end trunk following verified on air, retuning with each grant’s own slot and colour code
Recovered the vocoder call path by tracing a register-clobber bug to specific compiled instructions
Liveness rebuilt on CRC-valid bursts, lifting control-block yield ~59% and data blocks ~72%

C
STM32F405
HR-C6000
AT1846S
OpenGD77
Python

CH 28

UV-K5 Receiver

Custom firmware · DP32G030

14 commits

A handheld stripped to a receiver, then taught to read pagers.

A receive-focused UV-K5 firmware that trims the build to a baseline, freeing ~14.7 KB of a 61,440-byte flash window, and spends it on a data mode, a message-history page and POCSAG and MDC-1200 decoders driven by the BK4819’s single FSK modem.

POCSAG at 512/1200/2400 baud: frame sync, BCH(31,21) checking and 7-bit ASCII assembly
MDC-1200 PTT-ID decode with CRC-16, so no frame ever decodes to a wrong ID
Full hardware tuning range of 18–630 and 840–1300 MHz
Host-side decoder test suite that runs without a radio

C
BK4819
DP32G030
Make

CH 29

DM-1701 P25 Workspace

Bare-metal DSP · Cortex-M4F

2 commits

A P25 Phase 1 receive chain squeezed onto a Cortex-M4F.

A portable firmware workspace with a from-scratch barebones base and an OpenGD77 experiment that runs a complete receive-only P25 pipeline on the radio, from discriminator audio to IMBE voice.

Frame sync, NID, LDU de-interleave and Golay/Hamming FEC on-device
Q12 integer matched filters removed the capture overruns of the float loop
Unicorn-emulated self-test; bundled toolchain rebuilds on Windows or Linux

C / C++
STM32F405
HR-C6000
mbelib
Unicorn

Band 05 · experiments

Lab

Prototypes, agent infrastructure and experiments.

CH 30Unreal Engine 5.8 prototype

Home Run Derby

Batting practice with real baseball aerodynamics.

Drag, Magnus lift, seam-shifted wake and spin decay drive every pitch and batted ball, and a Python mirror of the same model verifies break and carry without launching Unreal.

C++
Unreal Engine 5.8
Python

CH 31Cerebrum → MarioMCP

Unified MCP servers

One authenticated toolbelt shared by every AI client.

Two generations of a single MCP endpoint: search, scraping, OCR document reading, academic source search, durable evidence snapshots and a stateful Playwright browser, with per-token scopes.

TypeScript
Python
MCP
Playwright
SearXNG

CH 32Hermes Desktop plugin

Session Delegation

Per-session subagent policy, with the backend kept authoritative.

A single-file plugin that drives the gateway’s delegation RPCs, validates concurrency and timeouts, and never mistakes an unsaved edit for the policy in force.

JavaScript
React
Hermes SDK

Infrastructure & signal analysis

Under the hood

Everything above runs on a small, deliberately lean footprint spread across more than one cloud and a home lab, stitched together by a private mesh network. Provider details are left out on purpose.

01 · Compute
Arm and x86 hosts, each with one job

Web tiers, model and agent services, self-hosted search, and the radio receivers at home, spread across providers rather than stacked on one box.
02 · Network
Segmented, and meshed privately

Public and private subnets behind NAT and service gateways. Hosts talk to each other over an encrypted mesh VPN instead of open ports.
03 · Data
Oracle Autonomous Database and managed MySQL

Warehouse access only through mutual-TLS wallets with least-privilege application accounts; application state in managed MySQL.
04 · Storage
Object storage that ages gracefully

Hourly call-audio bundles move to an infrequent-access tier after 30 days and to archive after a year, with no manual cleanup.
05 · Edge
Proxies in front, services on loopback

A TLS edge in front of the public sites; application services bind to localhost behind reverse proxies and run under systemd.
06 · Operations
Scheduled, observable, boring

Secrets in a managed vault and protected environment files; timers drive hourly syncs, nightly refreshes and cache warmers.

CommitsAIWEBAPPFWLAB

Language mixrepo-equivalents

Rust4.8
JavaScript4.6
PHP3.2
C#2.8
C++2.8
Python2.7
C2.7
TypeScript2.0
HTML1.8
QML1.6
CSS1.3
Shell0.5

Commit bars use a square-root scale so small projects stay visible beside the 300-commit firmware log. Languages are counted per repository rather than by bytes, so vendored toolchains don’t drown out the rest.

From prototype to production.

The band plan

Agora

Innerpulse

Retina

Retina 2

intel

uSDR

scannerd

Scanner Network

NFL Stats

Antenna Modeler

CT Justice Data

Station Wallboard

Ping

Drop Replay

DX Amateur Radio

kIRC

AI Credits

ELEVEN

Vecta Crosshair

hfscan

digisdr

KQLink

Footsteps

rtlutil

VectaZoom

Codeview

DM-1701 Tier III Monitor

UV-K5 Receiver

DM-1701 P25 Workspace

Home Run Derby

Unified MCP servers

Session Delegation

Arm and x86 hosts, each with one job

Segmented, and meshed privately

Oracle Autonomous Database and managed MySQL

Object storage that ages gracefully

Proxies in front, services on loopback

Scheduled, observable, boring

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