Hey Codeforces!

We've been quietly shipping something we're really excited about at Repovive: a full AI-assisted problem authoring workspace built for competitive programming setters. No more juggling six text files, a half-broken gen.cpp, a checker you wrote at 3 AM, and a tests/ folder you're afraid to touch.

We call it the Build page, and there are two flavors live right now: v1 (the original chat-first design) and v2 (the new full multi-panel workspace). This post walks through what they are, why we built two, and what each one is good for.

TL;DR — v2 turns problem authoring into a Cursor-style IDE for problem setters. You chat with Hannah, our DeepSeek-powered agent, while she edits your statement, solution, validator, generators, checker, and test cases in real time. Multiple authors, one session, live sync.

What is a "build session"?

A build session is a single authoring workspace tied to one problem (or one bundle of problems if you split them up). Every artifact your problem needs lives inside it:

• Statement (description, constraints, input/output format — Markdown + Latex)

• Model solution (solution.cpp)

• Alternative solutions (your wrong-on-purpose codes, brute forces, slow O(n^2) references — track verdicts: AC / WA / TLE / MLE)

• Validator (testlib.h, ensures inputs match the constraints)

• Generators (gen_small.cpp, gen_random.cpp, gen_corner.cpp, …)

• Gen/data script (parameterized recipe: gen_random 1 100 1000, one per test)

• Checker (default / wcmp / ncmp / fcmp / lcmp / custom testlib.h)

• Interactor (for interactive problems)

• Manual test cases + sample marking

• Polygon import/export package

• Learn pages (tutorial / editorial drafts)

• Collaborators (other authors on your team)

You walk in with an idea. You walk out with a problem that's ready to drop straight into a contest.

v1 — The Original Chat-First Build Page

The first version of Build was deliberately minimal: a chat with Hannah on the left, an artifact rail on the right. You'd describe the problem, she'd write the solution, the rail would light up as each artifact got created.

┌──────────────────────────────┬────────────────────────┐
│                              │  Statement   ✓ ready   │
│   Chat with Hannah           │  Solution    ✓ ready   │
│   (streamed SSE)             │  Validator   …         │
│                              │  Generators  (2)       │
│   [ user message ]           │  Checker     ncmp      │
│   [ Hannah turn ]            │  Problems    →         │
│                              │  Polygon     ⤓ export  │
│   [ textarea + Send ]        │                        │
└──────────────────────────────┴────────────────────────┘

v1 nailed the "talk to the model, watch artifacts appear" loop. It still works great for quick problems where you just want to dictate the idea and have Hannah scaffold everything.

Status: v1 is frozen — bug-fix only, no new features. It still ships and is still the right tool when:

• You're on mobile (landscape) and want a simpler surface.
• You're authoring a small, fast problem and don't want the full IDE in your face.
• You're showing the workflow to someone new — v1's UX is genuinely easier to teach.

You can flip back to v1 from the version switcher in the top-right of any build session.

v2 — The Workspace

v2 is what happens when you stop thinking of "the build page" as a chat and start thinking of it as an IDE for problem authoring.

The Three Panes

┌────────────┬───────────────────────────────────┬────────────────┐
│            │                                   │                │
│  Files     │   Monaco Editor                   │   Chat with    │
│  (rail)    │   ┌──────────────────────────┐    │   Hannah       │
│            │   │ solution.cpp             │    │                │
│  ▸ stmt    │   │ #include <bits/stdc++.h> │    │   tier: max ▼  │
│  ▸ solu  ✓ │   │ using namespace std;     │    │   ──────────── │
│  ▸ valid ✓ │   │ ...                      │    │   [messages]   │
│  ▸ gen_sm  │   └──────────────────────────┘    │                │
│  ▸ gen_rnd │   ┌──────────────────────────┐    │   [textarea]   │
│  ▸ checker │   │ output / test cases /    │    │   [Send/Stop]  │
│  ▸ alt_brt │   │ TPS attribution panel    │    │                │
│  ▸ polygon │   └──────────────────────────┘    │                │
│            │                                   │                │
└────────────┴───────────────────────────────────┴────────────────┘
   20%                       60%                       20%

Both side panes are resizable + collapsible (snap-collapse to a 4% strip), and your layout is persisted per-user.

Left: The File Rail

Every artifact is a row. Drag to reorder generators. Right-click to rename or delete. Status badges tell you what's healthy at a glance:

• statement with a ready checkmark when complete
• solution with verification status
• validator with last-run status
• gen_small, gen_random, … each generator is its own row
• checker with the type label (wcmp, ncmp, fcmp, custom, …)
• alt_brute / alt_slow / … alternative solutions with their verdict pills
• Footer rows for Learn Pages, Polygon, Problems, Generate Tests, TPS Overview

Center: The Monaco Editor + Tooling Tabs

The center pane is just Monaco — full C++ / Markdown / plain-text syntax highlighting, the editor you already use. It loads the right tool surface depending on which artifact you opened:

Right: Hannah, the Agent

This is where Hannah lives. Three tiers to pick from per message:

• flash — fast, no thinking, cheapest
• reasoning — DeepSeek thinking mode on
• max — DeepSeek-pro + thinking, the heaviest hitter

The estimated vive cost is shown before you hit Send. Messages stream in chunks: text_chunk, reasoning_chunk (collapsible thinking), tool_call, tool_result, turn_complete, and a terminal done / error / timeout / cancelled. The Stop button is wired to the server-side processing lock — clicking it actually aborts the in-flight DeepSeek stream within ~1 second.

What Hannah Can Actually Do

Hannah isn't a chatbot that suggests code for you to paste. She has direct write access to your build session via 28 tools. Here's the lineup:

Write tools

Read tools (diagnostic)

read_solution, read_validator, read_generator(s), read_gen_data, read_problem_info, read_problem_text, read_checker, read_testcases, read_alternative_solutions, read_learn_pages.

She gets a compact manifest at the start of each turn (heavy bodies collapsed to one-line summaries with line counts), so she only burns tokens on the artifacts she actually needs to touch.

Headline Features

Collaboration

Multiple setters can work in the same build session at the same time. Edits sync via WebSocket connection. Live cursors, live edits, no merge conflicts. Add collaborators by email from the top bar; the owner manages access. (ongoing/ under development)

Polygon import/export

If you already have problems on Polygon, you can pull them straight in and keep editing in Repovive. Going the other way, every session exports as a Polygon-compatible ZIP (statement + solution + tests + checker), so you're not locked in.

TPS — Parameterized test generation with attribution

Instead of writing test files by hand, you write a gen/data script:

gen_small      1   10    42
gen_small      1   10    1337
gen_random   100  1e5    42
gen_random   100  1e5    1337
gen_corner   max_constraints

Each line runs through one of your generators, gets validated by the validator, and is checked against the model solution. Each test case carries attribution back to the line that produced it. If you change a generator, all tests that came from it get marked stale — one click to regenerate.

Long-running agent on its own service

Hannah's turns can take ~10 minutes.

The cancellation path is properly atomic: No orphaned turns, no double-charging.

Transparent pricing

Vive cost is shown before you send. Charging policy is enumerated — every turn ends with a classified result (done, timeout, cancelled, upstream_5xx, upstream_4xx, tool_dispatcher_error, local_exception) and the charge for each is fixed in a policy table. No surprise bills.

How to Try It

1. Sign in at repovive.com.
2. Go to repovive.com/dashboard/problems.
3. Hit Create Problem on your dashboard. Give it a name. You're in.
4. The default route lands you in v2. Use the top-right version switcher to flip to v1 if you want to.
5. Watch Hannah scaffold the statement, solution, validator, a couple of generators, and a checker — all in one turn.
6. Drag a teammate in via Collaborators.

What's Next

Things we're actively working on:

• Editor-level Hannah commands — highlight a few lines in your solution and ask Hannah to refactor them in-place.
• More external imports — beyond Polygon, we want DOMjudge / Kattis-style packages.
• Richer alt-solution diagnostics — auto-classify why an alt is WA (which tests, which checker verdict).
• Voice-driven build sessions (/build/[id]/live) — currently paused while we finalize the LiveKit transcript pipeline, but the foundation is there.

If you try the Build page and something feels off — or right — please leave a comment. We read all of them, and the v1→v2 evolution was driven almost entirely by what setters told us they wanted.

Happy authoring, The Repovive team.