TELCHAR DYNAMICS · PERSONAL SOFTWARE R&D · HUNTSVILLE, AL
Telchar Dynamics is my personal software portfolio. The live piece is Forge — an open-source-intelligence demo that pulls public signals, models them as events, and puts them on a map with alerts and grounded AI summaries. Everything else here is labeled by how real it actually is.
Telchar is a personal build loop: pull public signals, model them, put them on a map, summarize them with AI, and write down what was learned.
The portfolio
Forge is running today — you can go use it. Praetor is a concept note; Quaestor is barely a sketch. No roadmap theater: each one is labeled by how real it actually is.
Live personal OSINT demo
A public-source event ingestion and map demo for learning, portfolio evidence, and technical experimentation. Forge ingests public signals, normalizes them into events, and experiments with maps, alerts, and AI summaries. Not a customer system or operational intelligence product.
Future architecture notes
A future architecture idea for command, telemetry, replay, and evidence workflows that could one day build on Forge context. Not built, not offered, not deployed.
Possible internal assistant
A possible internal assistant for matching future capabilities to public opportunities. An idea note only — not a sales product and not an active contracting operation.
Live project · Forge
Forge is a live personal OSINT demo that ingests selected public signals, normalizes them into events, and experiments with maps, alerts, and AI-generated summaries. It is a portfolio project and prototype — not a customer system or operational intelligence product.
The demo tries to surface the interesting thing instead of burying it in a dashboard.
Public signals are normalized and stored before display, so nothing is lost to the moment.
Data classes are treated as first-class constraints, with provenance carried through the pipeline.
Summaries are grounded in the event corpus, with citations back to the public source.
How the pieces fit
Forge builds the live demo corpus. Praetor is a future concept for turning sessions into replayable evidence. Quaestor is an idea note for matching possible future capabilities to public opportunities. Only Forge is real today.
Ingest public event sources.
Summarize, score, cite, and query.
Concept: manage sessions, nodes, telemetry, and state.
Concept: preserve logs, replay, and summaries.
Idea: match possible capabilities to public opportunities.
Build evidence
This is a personal project, so the proof is the same thing the engineering is — things you can actually inspect.
A small system map linking the demo’s surfaces.
A public build log of what actually shipped.
Source-grounded example cards with citations.
Replay artifacts — a future Praetor idea.
Short write-ups on how the demo is built.
Project status
Telchar Dynamics is a personal software R&D portfolio based in Huntsville, Alabama. It documents independent side projects, demos, and future ideas — built on personal time with personal equipment, using public and open-source information only. It is not a company soliciting work, and it makes no claims of customers, contracts, or production deployments.
Forge is live to try. Praetor and Quaestor are concept notes. Feedback and questions are welcome.
