Gallery
About
WHAT IT ISAIdemica is a live production platform that turns a university assignment brief into a near-finished draft package: a Word document, a slide deck, a defense speech and A1 engineering drawings. The user does the final pass; the system does the other 99%.WHY IT IS NOT A CHATGPT WRAPPERThe core is a custom MCP server driving a three-wave parallel agent swarm, wrapped in an enforcement layer that physically prevents low-quality output from shipping.Wave 1 - one sub-agent per chapter: research and calculations, returns structured JSONWave 2 - coordinator de-duplicates figures across chapters, one agent per figureWave 3 - parallel section writersTail - coordinator writes intro, conclusions and bibliographyEvery figure must carry a justification AND evidence: a quoted page from the brief, a sample id, or the filename of computed results. Fewer figures than planned is a hard failure, not a warning.THE ENFORCEMENT LAYER (the real IP)- 12 automated validators: section mapping, citation coverage, humanization diff, block-formula preservation, broken figures, figure references, numeric consistency, work-type matrix, citation survival, physical-magnitude sanity, figure index, subsection policy- Stage gates aggregate ALL issues into ONE rejection instead of round-tripping the model seven times- SHA-256 tamper protection on stage flags: the model cannot raise its own page limit to sneak an oversized document through- Builder-marker checks: the model cannot substitute a hand-rolled script for the official document builderTWO IN-HOUSE ENGINES- Presentation engine: constraint solver, 18 layouts, 12 themes, WCAG-validated colour, seed-based variation- CAD engine: text to DXF/DWG, 18 vectoriser iterations, GOST 2.104 title block generated in code- Humanizer: 150+ patterns across 6 languages, wired into the validator so formulas and variable names cannot drift during rewritingSECURITY- Tenant isolation enforced at two layers (permission deny rules plus a PreToolUse hook): an agent cannot read another order- White-label: the assistant never discloses the underlying model, tools, paths or infrastructure- Prompt-injection gate; uploaded code is read but never executed- 154 security audit findings closed across 8 phases, GDPR endpoints, SentryCOMMERCIAL LAYER- 5 payment integrations written and tested: Stripe, Paddle, CryptoBot (USDT/TON), LiqPay, Fondy. Payment triggers the AI run automatically- Pricing engine: 24 work types, 100+ disciplines with individual coefficients, 15-point urgency curve, uniqueness premium, per-sheet drawing pricing- Promo codes, reviews with promo issuance, admin panel with refunds- 4 interface languages, multi-currency with FX table- Telegram support bot with email fallback, 6 templates x 4 languagesINFRASTRUCTUREDocker plus Caddy with automatic HTTPS, SQLite in WAL mode (Postgres-ready), nightly backups with 30-day retention, 44 restore points on disk. Running healthy on a dedicated server. Domain included, registered through May 2027.TRACTION - stated honestly- ~2,960 unique visitors per month, 83 to 248 per day, fully organic, zero ad spend. Largest share of requests from the United States, then the Netherlands, France, China and Canada- 33 completed orders on disk, 867 MB of delivered work- ~55,000 lines of core source with about 23 TODO/FIXME markers in totalWHAT THIS IS NOTNo revenue. The payment integrations are written and tested but no live merchant keys are connected: the buyer plugs in their own accounts, which is how it should be. Order flow stopped in June when I moved to other projects. The presentation engine has 4 of 15 variation knobs not yet wired (documented, roughly 3-5 days of work).I am selling a working system with real traffic, not a running business.WHY I AM SELLINGI built this solo and moved on to other projects that take all my time. It needs an owner who will connect a merchant account and work the traffic that is already arriving.
Comments (4)
the idea of turning a brief into multiple formats is neat, curious about the tech stack and how it handles citations.
what's the tech stack behind this? how do you handle citation accuracy and plagiarism checks?
turning a brief into a draft sounds cool, but how well does it handle different assignment types?
seems like a decent time-saver for students, but hope it doesn’t skip on quality.
Related Products
Typist
Transcribe audio to text in seconds.
rapym
TKCORE AI
All-in-one AI platform featuring TkCore-V5.5-Pro & top LLMs
Textsight.ai
TextSight.ai detects AI-like writing, gives a 0–100 Authenticity / Humanization
ai image prompts
Copy-paste AI image prompts that actually work.
ChatFlow
AI chatbot for your website — live in minutes
ComingUp