Memory layer for how engineers think

Turn your work into
proof of thinking.

gnanee turns your everyday work into a structured memory of decisions, tradeoffs, and impact.

Not what was done. Why it was done that way.

A real engineering moment

What separates an engineer from an intern with AI?

Not the code. It's what you do when the code isn't the answer.

The Situation

You're a full-stack engineer on a small SaaS product that lets teams track invoices. Around 3:20pm on a Thursday.

M
Meera(Support)3:22pm

hey — got 9 tickets in the last 20 mins. people are saying they 'mark invoice as paid' and it just… still shows unpaid after refresh. a couple said they tried twice

M
Meera(Support)3:24pm

one user sent a screen recording — they click the button, it shows paid for a second, then after reload it's back to unpaid. no error message or anything

K
Karthik(Teammate)3:27pm

i just tried locally with prod data — marking as paid works for me. stays paid after refresh. not seeing anything weird here

K
Karthik(Teammate)3:29pm

support tickets mostly from accounts with like 50+ invoices if that helps? not sure if related

No errors reported. No logs in front of you yet. Meera is still replying to customers. Karthik is waiting in the thread.

The Question

What is the actual problem here — and how do you figure out where to start?

Others' responses are hidden until you submit.

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The problem

The most valuable part of your work disappears.

Your reasoning is scattered across tools that were never built to remember it.

Where it lives

Slack threadsChatGPT chatsCursor sessionsGitHub PRsJira ticketsNotion docsBrowser tabsTerminal history

What survives

The codeThe ticketThe artifact

What evaporates

Why this architectureThe debugging pathThe tradeoff acceptedThe alternative ruled outThe lesson learned

The work survives. The thinking doesn't.

How it works

Four steps. Two minutes per merged PR.

You keep working the way you already do. Gnanee reads the trail you leave behind and turns it into structured memory.

Connect your public work

Start with your personal repos, OSS contributions, or side projects. No company access needed.

CONNECT

We draft the memory

Gnanee reads your PRs, commits, and review threads — and drafts a decision card for you. Or write your own from scratch.

DRAFT

You ratify the why

Confirm what we got right. Fill in what only you know — the real tradeoff, the rejected option, the lesson.

RATIFY

It compounds

Every ratified decision becomes searchable memory — for your next review, your next job, and your AI agents.

COMPOUNDS

Or skip the integrations entirely. Add decisions manually from any work you've done — past or present. Some engineers prefer to write them themselves. Gnanee works either way.

Read-only accessPublic repos by defaultYou decide what gets capturedDelete anything, anytime

Sharpen the muscle daily

Build judgment on the problems you don't get at work.

Most engineers never get to debug a 3 PM payment outage, defend an architecture call, or own a system end-to-end. Gnanee gives you those moments — real, messy, scored. No staging. No logs. Just judgment.

DAILY

Real incidents. Your hypothesis.

A real system failure every day. You write your hypothesis — what's broken, where to look, why. Hidden until you submit. Then you see how hundreds of engineers framed the same situation.

WEEKLY

Real product decisions. Your take.

Why did Swiggy replace Google Maps? Why did Razorpay avoid WebSockets at launch? Debate real architectural calls behind products you use daily. Endorse, challenge, reply.

ANALYSIS

How real systems were built.

Deep dives into real company decisions — constraints, tradeoffs, what broke, why. Razorpay · Zepto · Swiggy · Flipkart. The thinking behind systems you already use.

01

Problem framing

Messy situation. No clean problem statement. You define what's actually broken — and where to start.

02

System modeling

Map a system you've never seen. Find where it breaks — before touching a line of code.

03

Architecture under constraint

2 engineers. 6 weeks. No DevOps. Design something that actually ships — and name what you're trading off.

04

End-to-end ownership

Own a full system arc without guidance. From first signal to what happens after you ship.

05

Build and oversee

Use AI as a junior engineer. Review it. Override what's wrong. Knowing when not to trust it is the skill.

06

Outcome defense & communication under pressure

Present what broke and what you'd still stand by — then write the stakeholder update you would have sent.

Why engineers use it

Build visible engineering ownership.

Four ways your decision memory keeps paying you back the longer you use it.

01System thinking

How you handle scale.

Show how you reason about architecture, reliability, and the tradeoffs they bring. Patterns emerge that no résumé can fake.

02Product thinking

How you connect to impact.

Capture why something shipped, why something was dropped, and what it moved. Get closer to the metric every quarter.

03Operational memory

What you've already learned.

Debugging paths, incident lessons, "we tried this before" — searchable, structured, never lost again.

04Career growth

Proof beyond commits.

A portable record of your engineering judgment. Travels across companies, repos, and the agents working alongside you.

Why this gets more valuable over time

Built for you. Built for your agents.

Your decision memory compounds in two directions — your career, and the AI working alongside you.

For you

Your portable reasoning portfolio.

A record of judgment that travels with you across companies. See where you over-trust infra calls and under-trust product calls. Answer any “why did we do it this way” in seconds. A muscle that keeps building.

For your agents

The context they need to execute.

Cursor, Claude Code, internal agents — they all guess at your intent today. Querying gnanee gives them the real reasoning before they touch your code. No more agents quietly reverting decisions you made for good reason.

Your tickets won't prove
you can think.

Start building the record that will. Free. No courses. No certificates.

Without gnanee

Two years of work blurs into “worked on backend.” The thinking lives in Slack threads nobody reads anymore.

With gnanee

A permanent record of how you think. Built from real work. Portable across companies, queryable by your agents.

Execution is cheap. Thinking is expensive.

The fastest-growing engineers in an AI world are not the best coders. They are the best thinkers.