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> RARE_SIGNAL — OPEN-SOURCE SUPERPOWERS
The memory layer for operators who build with AI

Keep everything you built with AI. Not just the files.

The reasoning. The dead ends. The 1am thread that almost worked. The architecture you explained to Claude for the fourth time. Wayseer catches what falls out of the chat — across every tool, across every session — so the work finally compounds.

What the fuck was I working on last night?Where was that chat thread where AI said the really good shit?How many sessions have I spent trying to fix this?I already solved this last week but I can't find itWait which repo was that in?The agent forgot everything againI need to re-explain the whole architectureDid I commit that or was it in a branch?
Cursor
Claude
Codex
Windsurf
Antigravity

Every tool holds a piece. None of them talk. You’re the only thing holding it together — and you forget.

Wayseer is what remembers.

wayseer — observatory session analysis
Wayseer context pack pipeline view
CLI tool for your LLM

Your agent can search your work.

Wayseer gives your LLM a tool it can call to search your working session history across every codebase, every tool, every thread. Ask a question. The agent searches. You get compressed, usable context back — not a re-explanation.

What the fuck was I working on last night?
terminal
youI did a 7-hour stretch last night across like 5 repos. I can't remember what I was even saying. What was I working on?
847 turns across 5 repos. Compressed to a usable velocity in seconds.
What did I tell Claude that Codex needs right now?Which thread had the real decision, not the half-baked version?
Continuity is the bottleneck

Generation is solved. Memory is not.

The models are good enough. The output is real. But every morning you pay the same tax: explain yesterday to the agent again, paste the same context, re-walk the same dead ends. It is not that AI can’t think — it is that nothing remembers what it thought last night. Your job has become carrying memory the tools should be carrying themselves.

The chat dies

You build something real in a 90-minute agentic session. The chat window closes. The context is gone. You start over tomorrow.

The tools don't talk

Claude knows one thing. Cursor knows another. Your notes app knows a third. Nothing connects. Every tool is an island.

The human is the glue

You are the only continuity layer. You carry the context in your head, re-explain it every session, and lose fidelity every time.

Five verbs

Input. Preserve. Recover. Distill. Continue.

Work enters from any tool. Context is held instead of dropped. You pull it back when you need it, in the shape you need. Raw threads compress into durable artifacts. Tomorrow you resume from signal, not from zero.

Input
Work in any tool. Claude, Cursor, Codex, voice, text.
Preserve
Send the work up. Context is captured, not discarded.
Recover
Pull context back when you need it. Across tools & time.
Distill
Raw signal becomes memos, packs, proof points, artifacts.
Continue
Resume from where you left off. Not from zero.
Running today

Four things it already does.

Built and in use across real workflows at RareSignal. Running code, operating on real data, producing real artifacts. Each card carries a tag so you can see what’s shipping and what’s already in production.

wayseer — operator studio
Wayseer Operator Studio — chat to org memory, agentic accumulation across Claude, Codex, and Cursor
Shipping now

Portable Context Packs

The full state of a project captured in a single portable artifact. Hand it to any agent, on any machine, and it picks up where you left off. The missing primitive in agentic software.

Shipping now

Automated Codification

Raw sessions, transcripts, and scattered threads automatically compressed into structured, durable artifacts. Memos, decision logs, proof points. The system writes it down so you don't have to.

Operational

Session Analysis

Observatory-driven analysis of agentic coding sessions. What worked, what stalled, where context was lost. The system watches the work and surfaces what matters.

Operational

Synthetic Demo Generation

Generate realistic, populated demo environments from operational data. Show the system working with real patterns, not empty dashboards and placeholder content.

What shifts

Before Wayseer, after Wayseer.

Context trapped in the chatPortable across every tool
AI output that evaporatesWork that compounds
Tools that don't talkOne thread running through all of them
Restart from scratchResume from signal
Where you’ll feel it

Five places this shows up in your day.

Agentic coding

Preserve the full context of multi-hour coding sessions across Claude Code, Cursor, and Codex. Resume tomorrow without re-explaining the architecture.

Thread distillation

Turn messy Discord threads, Slack conversations, and brainstorm dumps into durable context packs and structured memos using Hyperthinking workflows.

Human-agent handoff

Pass work between humans and agents without losing fidelity. The context pack carries the reasoning, not just the code.

Operational memory

Build accumulative intelligence across recurring workflows. Each run gets smarter because the system remembers what happened last time.

Artifact generation

Distill raw signal into downstream artifacts: product memos, editorial briefs, proof-of-concept documents, executive summaries.

Where Wayseer lives

You’ll meet it through one of three doors.

Wayseer is the memory layer underneath. You don’t use it directly — you use one of the surfaces that sits on top of it. Vibestation X is the device. Hyperthinking is the writing workflow. Wayseer is what they share. Pick whichever door matches what you came for.

The memory underneath

Wayseer

Runs in the background across every tool you touch. Catches what would have been lost, holds it, hands it back when you need it. You don't 'use' Wayseer — it's just there.

Learn more →
The device on your desk

Vibestation X

A workstation built around touch, voice, and cross-tool context routing. The memory layer ships with the hardware — plug it in and the thread is already running.

Learn more →
The writing workflow

Hyperthinking

Turns raw threads, transcripts, and brain dumps into real artifacts: memos, briefs, decision logs. Draws on everything Wayseer has already captured, so your writing compounds too.

Learn more →

Stop losing the work.

Wayseer is entering closed beta. If you build with AI and you’re tired of re-explaining yesterday to the machine, leave your email. We’ll write you once, when the gate opens.

We will never spam you. One email when beta opens.