Structured tools for
human-AI collaboration

When a person and an AI work together across many sessions, the AI forgets between each one. Context degrades, quality drops, and effort compounds against the user. We build software that fixes the structural problem underneath.

Every AI session starts from zero. Decisions, reasoning chains, project context — all gone. Not because something broke, but because that's how the technology works.
The longer a session runs, the worse the output gets — but the AI delivers it with the same confidence. The degradation is invisible to both sides.
Users compensate by adding more instructions and context. But more input makes the problem worse, not better — each token competes for the same finite attention budget.

How we approach it

Not a better model. A better structure around the model.

Continuity

Sessions that continue

Structured handover documents carry reasoning chains, decisions, and exact stop points across sessions. The next session picks up where the last one ended.

Quality

Degradation-aware

Research-backed quality thresholds manage session length before output quality drops. Preventive, not reactive — the system wraps while reasoning is still sharp.

Persistence

Decisions that stay

Locked conclusions persist across sessions without re-derivation. An append-only decision log is the source of truth. No drift, no relitigating.

Methodology

Built from practice

Developed through hundreds of real collaboration sessions. Every design decision was tested by using it. The methodology builds its own tools.

Our first product is live.

See Products →

Products

Tools built on the Panmathics methodology

Available Now
Nimgir
A reasoning-state continuity system for Claude. Nimgir preserves structured reasoning across independent AI sessions — so the AI picks up where it left off, every time.
What It Does

Carries reasoning chains, locked decisions, and project context across sessions through structured briefings and an MCP server. Each new session starts at peak quality with full continuity.

Who It's For

Anyone using Claude for complex, multi-session work — coding projects, research, planning, writing. If you've ever had to re-explain your project to the AI, Nimgir solves that.

How It Works

An MCP server manages session state. Quality caps enforce session wrapping before degradation hits. Continuation briefings carry the reasoning thread forward. One-time purchase, no subscription.

Platforms

Claude Desktop (Windows, macOS) and Claude Code (terminal). Same workspaces across both — brainstorm in Desktop, build in Terminal, nothing lost between them.

Visit nimgir.ai →
More Coming

Additional Panmathics tools are in development. Each applies the same structured collaboration methodology to different domains.

Contact

Reach out for general inquiries or product support

General Inquiries
info@panmathics.ai
Business inquiries, partnerships, press
Product Support
support@panmathics.ai
Technical support for Nimgir and other products
Phone
+90 542 377 42 98
Office
Etiler Mah. Evliya Çelebi Cad. No: 23
İç Kapı No: 106, Muratpaşa / Antalya
Turkey
Web
panmathics.ai panmathics.com nimgir.ai

Company

Registered software company based in Antalya, Turkey

Registration
Legal Name Panmathics Yazılım Teknoloji Limited Şirketi
MERSİS No 0721102312800001
Trade Registry Antalya Ticaret Sicili — 144498
Registered 18 May 2026
Type Limited Şirketi (Ltd.)
Registered Address
Street Etiler Mah. Evliya Çelebi Cad. No: 23
Unit İç Kapı No: 106
District Muratpaşa / Antalya
Country Turkey

About Panmathics

Panmathics is a software company focused on structured human-AI collaboration. We build tools that solve the structural problems that emerge when a person and an AI work together over time — context loss between sessions, invisible quality degradation, and the compounding effort trap where more input produces worse output.

Our approach is methodology-driven: frameworks where decisions persist, context is managed rather than accumulated, and quality is protected by architecture rather than user vigilance. The methodology itself was developed through hundreds of real collaboration sessions and is applied to build its own tools.

Our first product, Nimgir, is a reasoning-state continuity system for Claude. Additional tools applying the same methodology to different domains are in development.