AI PRODUCT LAB — EST. 2026

THE FUTURE ISN'T PREDICTED. IT'S ENGINEERED.

AI Futures is an independent product lab building instruments for the agentic age — systems that trade live markets, map living codebases and command fleets of autonomous agents, with human judgment wired into every loop.

Explore the instruments ↓ Follow the build ↗

01 — THE THESIS

Markets move in microseconds.

Agents ship code while you sleep.

Complexity compounds daily.

Whoever holds the controls, holds the future.

02 — THE INSTRUMENTS

Three instruments. One discipline.

Every system we ship obeys the same law — machine speed, human judgment, provable evidence. Choose your control surface.

001 AI Futures Trader Machine-speed markets, human-grade discipline LIVE MARKETS 002 AIFlow See the system inside your system CARTOGRAPHY 003 Agent Control Center Mission control for autonomous work OPERATIONS

INSTRUMENT 001 — MARKET PROFILE

Trade the auction. Buy value, not hope.

trade.aifutures.dev reads the auction for E-mini S&P, Nasdaq, Gold and Crude Oil futures. Each session's profile builds live — TPO by TPO — surfacing the value area, naked POCs left as magnets, initial-balance breaks and overnight inventory. A signal only arms when price returns to an edge. Trade the auction, not the noise.

  • /01

    Live TPO profile

    Every 30-minute bracket prints its letter. The distribution builds in real time into today's bell curve of accepted price.

  • /02

    Value Area & Point of Control

    The 70% Value Area, its POC, and the VAH/VAL edges mark where price is fair — and where the auction is out of balance.

  • /03

    Initial Balance & shape

    The first hour sets the Initial Balance. Range extension and profile shape — b, P, D — separate trend day from rotation.

  • /04

    Human-confirm at the edge

    A signal only fires when price reaches VAH, VAL or a single-print gap. It expires in 180s; you tap confirm. Brackets are armored server-side.

70%VALUE AREA
30mTPO BRACKET
4MARKETS · ES NQ GC CL
0NAKED POSITIONS. EVER.
MARKET PROFILE · TPO · VALUE AREA · POC · IB Open the terminal ↗
CHECKING TERMINAL… OPEN TERMINAL ↗
ES · TPO PROFILE · RTH BUILDING LIVE
D · BALANCED · POC 5624 · VAL 5612–VAH 5640 ■ KILL
drag the profile to measure ↕

INSTRUMENT 002 — SYSTEM CARTOGRAPHY

Your codebase, mapped alive.

Point AIFlow at any repository. It reads the code and renders the machine inside — providers, models, agents, tools, pipelines — every claim pinned to file:line evidence. Scan → render. Nothing leaves your machine.

  • /01

    AST-grade detection

    Dependency and syntax-tree analysis finds the AI layer in TypeScript, Python, Go and Rust — models, agents, tools, stores.

  • /02

    Evidence or it didn't happen

    Every node carries file:line receipts. LLM synthesis is optional, guarded against hallucination, and can be switched off.

  • /03

    Self-hosted by design

    No upload, no external API. Share maps from your own server with secret redaction on everything that leaves the scanner.

  • /04

    Scan · view · share · diff

    One CLI. An interactive layered map with edge bundling — and architecture drift caught between any two scans.

4LANGUAGES SCANNED
38TESTS GREEN
0BYTES UPLOADED
1COMMAND TO A MAP
TYPESCRIPT · PNPM · ZOD · DAGRE · DOCKER View repo ↗
SELF-HOSTED CLI · SCAN→VIEW→SHARE→DIFF DOCS ↗ EXAMPLES ↗
aiflow scan ./repo MAP READY
3 PROVIDERS · 2 AGENTS · 3 TOOLS EVIDENCE: file:line ✓

INSTRUMENT 003 — AGENT OPERATIONS

Command the fleet. Keep the switch.

A local-first control plane for durable multi-agent work. Route tasks to Codex, Claude or OpenClaw. Execute in isolated Git worktrees. Verify independently. Seal the evidence. You keep the last word.

TASK→ROUTE→RUN→VERIFY→EVIDENCE→REVIEW→APPROVE
  • /01

    Isolated worktrees

    Agents never touch your checkout. Every run gets a clean, disposable worktree with mutation guards.

  • /02

    Verification that can say no

    An independent, no-shell verification step can veto an agent's claimed success before it ever reaches you.

  • /03

    Sealed evidence

    Prompts, diffs, logs and screenshots become immutable SHA-256-addressed artifacts on an append-only timeline.

  • /04

    Federation, signed

    Outbound-only cloud federation with Ed25519-signed, workspace-bound envelopes — offers decline safely, never fail mid-run.

3AGENT RUNTIMES
7STAGES PER LOOP
256-bitLOCAL TRUST TOKEN
100%HUMAN FINAL SAY
NODE · SQLITE · MCP · CODEX · CLAUDE · OPENCLAW View repo ↗
LOCAL MVP · IMPLEMENTED & TESTED CORE REPO ↗ README ↗
ACC · DAEMON 127.0.0.1:4317 3 AGENTS
QUEUE 4 · RUNNING 2 · NEEDS-REVIEW 1 LEASE: OWNER ✓
Actual Agent Control Center operations dashboard ■ REAL SOFTWARE — OPERATIONS DASHBOARDCORE REPO ↗

06 — THE ETHOS

Humans decide. Agents execute. Evidence proves it.

The switch stays human

Confirm gates, review loops, kill switches. Autonomy is granted, bounded — and revocable in one tap.

Evidence over vibes

file:line receipts, SHA-256 artifacts, backtests before capital. If it can't be proved, it didn't happen.

Local-first

Broker credentials, source code, daemon tokens — they live on your machine. The cloud gets dashboards, never keys.

Machine tempo

Microsecond markets, always-on agents, zero-lag maps. We build for the speed the world actually runs at.

TRANSMISSION OPEN

The lab is open.

Three instruments and counting — built in public, verified in private, shipped when the evidence says so.

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