Your business, run by agents.

The build engine behind every HAAIL project — autonomous, governed, and EU AI Act audited.

Forge Elements is the internal build platform I use to deliver every HAAIL project. Clients describe what they need through a guided intake process — Forge Elements handles the rest. A 4-agent pipeline (Planner, Builder, Observer, Auditor) plans the architecture, generates contracts, builds phase-by-phase, and runs a live EU AI Act regulatory auditor throughout. The output is a committed repo, full test suite, and an auditor verdict — handed to the client. Ships as both a web app and a Tauri v2 desktop application. The Builder runs its own sub-agent pipeline (Scout, Coder, Auditor, Fixer) with per-role tool filtering enforcing least privilege. Built through 59 contract-driven phases with 3,901 tests passing — and continues to improve with every build it ships.

Built by Forge Elements in one session — real-time AI agent fleet monitoring

A real-time health monitoring dashboard for autonomous AI agent fleets — and the proof that Forge Elements delivers. AgentPulse was built entirely through Forge Elements: questionnaire answered, plan generated, code built, tests passed, auditor approved. The result is a single-page dashboard showing agent heartbeat status, task throughput, error rates, inter-agent message flow, and a topology view of which agents communicate with which. Now deployed and monitoring the Hustle Agents fleet in production.

7 specialised AI agents generating freelance income autonomously

A production multi-agent system where specialised AI agents collaborate autonomously to generate freelance income across Fiverr, Reddit, X/Twitter, LinkedIn, and more. Each agent runs on a three-layer context architecture (CLAUDE.md identity, BRIEFING.md mission, PLAYBOOK.md operations) with a Ralph loop that auto-restarts agents between work cycles. Agents communicate through a shared MCP-based FastAPI + PostgreSQL (NeonDB) memory service with 14 sectors, priority-tagged messages, and PostToolUse hooks that inject owner DMs directly into running agent sessions within seconds.

6-agent cognitive pipeline that profiles your personality and catches your own blind spots

A behavioural AI coaching platform where every message passes through a 6-agent cognitive pipeline running on self-hosted vLLM. Shadow analyses behavioural patterns first, then Persona, Plasticity, Stability, and Coach process in parallel — each with a distinct role — before Pineal (Synth) merges their structured outputs into a single personality-calibrated response. The Coach fires early so users get an immediate reply while the deeper analysis completes behind the scenes. Continuous OCEAN personality profiling builds over sessions (36+ tracked so far), and a behavioural Shadow system detects when stated goals don't match revealed priorities — calculating follow-through predictions, flagging avoidance cycles, and routing watch signals to the relevant agents. Each agent's full reasoning is inspectable: pattern matches with confidence scores, risk assessments with reversibility ratings, voice adaptation parameters, per-agent token costs, and even the system prompts. ~48,600 lines of Python across 74 test modules.

Chat-first meal planning with event-sourced inventory and zero hallucinated recipes

A chat-first meal planning and inventory assistant that treats recipe generation as a constraint satisfaction problem. Works with what you actually have — your ingredients, dietary restrictions, time constraints, and household size — and produces verified, executable meal plans. Every recipe is sourced from built-in libraries, user uploads, or 15 Wikibooks Cookbook packs — never hallucinated. Event-sourced inventory tracks every add, consumption, and disposal as discrete events. Confirm-before-write pattern ensures nothing changes without explicit approval. 156 tests + 8 Playwright E2E tests across 8+ build phases.

Two bots, one phone — build software and control your machine from anywhere

A pair of Telegram bots that put everything within reach of your phone. ForgeLink is the customer-facing interface to Forge Elements — select a project, pick a branch, and trigger a full 6-phase AI-powered build pipeline with real-time progress updates and cost tracking. PCAccess is a remote administration agent that bridges Telegram to Claude CLI — natural-language commands to control a Windows PC, manage processes, services, files, GPU pods, and Hustle agent teams. Both share a three-tier safety architecture (instant/notify/approval-required), EU AI Act compliance logging, secret redaction, and phone-optimised formatting. Destructive actions always require explicit inline-keyboard approval before executing.

Multi-strategy autonomous trading with RL agent and live OANDA data

An autonomous trading system built on the OANDA v20 REST API running 9 independent trading streams across 7 forex pairs and gold. Three distinct strategies — S/R Rejection (swing), Momentum Scalp (gold M5), and Mean Reversion (Bollinger + RSI) — each with multi-timeframe analysis, ATR-based risk management, and configurable parameters. Includes a self-improving ForgeAgent (stable-baselines3 PPO) that evaluates every trade signal with confidence scoring and can veto low-quality entries in active mode. Full React + TypeScript dashboard with live positions, trade history, strategy insight panels, and per-stream controls. Connected to a real OANDA demo account with $160K+ equity and live market data. 225+ tests across 37 build phases.

The app that started everything — and cost a job

A warehouse picking and shift tracking application that evolved from a simple HTML page into a full-stack system with FastAPI, PostgreSQL, and a mobile-first UI. Built to prove that operational failures were systemic — caused by broken processes, not broken people. It captured every order, delay, break, and system interruption, surfacing over £1 million in potential clawback from wasted hours. Live pick rates, performance scoring (units + locations x 2), per-order event logs, and active-time-only calculations that strip out all downtime. The app that cost a job instead of earning a promotion — and became the catalyst for everything that followed.